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
34	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	a3d96cc9-eade-4cb9-bc92-fba28da3e65a	no_churn	0.408042	0	no_churn	-0.218627	0.010409	-0.013228	-0.069221	-0.035993	0.0606	-0.006626	0.013661	Female	37	Yes	No	Unemployed	Suburban	Bachelor	1,671,084,000
5	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	bd337157-bfdf-4e25-ad99-f860fba3a4dc	no_churn	0.482787	1	churn	0.250163	0.003581	-0.004581	0.012287	-0.019157	0.08947	0.105443	0.105602	Male	71	No	No	Medical Leave	Suburban	High School or Below	1,671,084,000
37	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	28b4cb1c-7469-4e67-a2f2-cdbbd81ee8b8	churn	0.090695	0	no_churn	-0.02694	-0.003691	-0.028935	-0.082912	0.006987	0.068963	0.015821	-0.033843	Female	51	No	No	Employed	Suburban	Bachelor	1,671,084,000
69	No	No phone service	Medium Speed	Expired	Two year	<80hrs	Active	1757c59e-74e4-4376-b7f3-9bbe13ef17d5	no_churn	0.058853	0	no_churn	-0.110962	0.013219	0.0033	-0.032221	-0.013189	-0.145552	0.014717	0.021661	Male	42	No	Yes	Employed	Suburban	College	1,671,084,000
60	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	37031147-37e6-4fcd-bf94-66f97d37eafe	no_churn	0.26588	0	no_churn	-0.029658	0.117543	0.050735	0.032541	-0.006476	0.110349	0.175911	0.07003	Female	65	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
72	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	5c9533bd-abaf-460a-b773-4606f699c6f3	no_churn	0.016772	0	no_churn	-0.206349	-0.001829	0.011517	-0.022532	0.050899	0.058072	-0.003576	0.064771	Female	20	No	No	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	Yes	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	d736c697-b77a-47ae-82aa-faab87b0f19e	no_churn	0.566945	1	churn	0.143616	-0.005389	0.017236	-0.06225	0.007249	0.128043	0.141447	-0.078895	Female	27	No	Yes	Employed	Suburban	Doctor	1,671,084,000
58	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	077ebc9a-fd4d-4d3b-a516-4c71eced2b27	no_churn	0.051252	0	no_churn	-0.133804	-0.004887	-0.026139	-0.033687	0.052552	0.043527	0.062207	-0.048796	Male	79	No	No	Unemployed	Urban	Doctor	1,671,084,000
33	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	7b24656b-b918-44b5-86bc-4b83011c24ec	no_churn	0.014708	0	no_churn	-0.124762	-0.0084	-0.030584	-0.050519	-0.045692	0.017784	0.007312	-0.024166	Male	36	No	No	Employed	Rural	Bachelor	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	dfd5368d-fe84-462b-8f1f-901212040519	no_churn	0.402803	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	22	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
4	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	48f2469e-c7c1-47f1-ac1b-7e784ca5aa70	no_churn	0.502647	1	churn	0.062601	0.081549	0.025005	-0.042719	-0.05055	0.116527	0.069317	-0.034304	Male	43	Yes	No	Unemployed	Suburban	Bachelor	1,671,084,000
51	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	73e400ea-3cf5-469d-9e10-c0540fae07a8	no_churn	0.027574	0	no_churn	-0.084858	-0.005078	0.042499	-0.021717	-0.115616	0.051451	-0.005181	-0.008027	Female	52	No	Yes	Medical Leave	Suburban	College	1,671,084,000
5	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	7501f5e2-c75e-4e89-bf0c-8e442e311582	no_churn	0.114973	0	no_churn	0.076451	-0.005083	-0.070516	-0.047104	0.036656	0.079316	-0.007461	-0.023081	Male	20	No	Yes	Employed	Urban	Bachelor	1,671,084,000
60	Yes	Yes	Medium Speed	Phone_Support	One year	0hrs	Disabled	cdae3ea6-4570-4948-8c88-e95a6f4b161b	no_churn	0.017518	0	no_churn	-0.055133	-0.002678	-0.013038	-0.030058	0.005527	-0.074191	-0.047303	-0.042153	Female	78	No	Yes	Medical Leave	Suburban	College	1,671,084,000
25	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	1060c676-90de-4e13-a629-0c043c3a82a1	no_churn	0.023747	0	no_churn	0.005253	-0.001191	-0.016936	-0.013208	0.030021	-0.00248	0.068201	-0.02694	Female	59	No	Yes	Disabled	Rural	College	1,671,084,000
18	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	32cfbbfc-76a8-4c2f-9aa6-e1eebf774248	no_churn	0.175934	0	no_churn	-0.083614	-0.001401	-0.010291	-0.161819	-0.002431	0.054138	0.04358	-0.027189	Male	36	No	No	Employed	Suburban	Master	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	376c6f96-d231-437c-8db7-ecc87a6d2db9	no_churn	0.610302	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	52	No	No	Unemployed	Rural	Bachelor	1,671,084,000
36	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	119eec70-40d2-4d3b-99a5-7458dfb7ee27	no_churn	0.039416	0	no_churn	-0.096186	-0.00928	-0.020256	-0.100496	0.006953	0.037768	-0.014106	-0.013423	Male	68	No	No	Employed	Suburban	High School or Below	1,671,084,000
10	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	6d20b73f-fc35-4c48-94ca-6f558f8e8cc9	no_churn	0.126353	0	no_churn	-0.007715	-0.012638	-0.024301	-0.094743	-0.001327	0.05134	-0.022198	-0.033624	Female	37	No	Yes	Employed	Suburban	Master	1,671,084,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	cbc31284-27b9-4de3-9112-c3fd58a23662	no_churn	0.464516	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	53	No	Yes	Unemployed	Rural	Bachelor	1,671,084,000
3	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	90de416c-a2c0-45d6-b5fd-532651f235a4	no_churn	0.116992	0	no_churn	0.116649	-0.009452	-0.026843	-0.068472	-0.040845	0.078202	-0.017671	-0.043736	Female	57	No	No	Employed	Urban	High School or Below	1,671,084,000
2	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	afb92d32-eda1-42c2-bc1a-395f6fb30c3f	no_churn	0.159217	0	no_churn	0.099262	-0.014437	-0.077114	-0.175075	-0.076724	0.032463	0.019869	-0.020289	Female	48	No	No	Employed	Rural	College	1,671,084,000
6	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	a3542b3c-f7ad-4716-bfbd-ff2d9b886d81	no_churn	0.39041	0	no_churn	0.004551	-0.004688	-0.01437	-0.100383	-0.05928	0.055582	0.009223	-0.029161	Female	28	No	Yes	Employed	Suburban	Master	1,671,084,000
14	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	95264f18-3f47-49f0-b98f-b05b1f10fdf9	no_churn	0.045281	0	no_churn	0.015798	-0.015173	0.051124	-0.055866	-0.050702	0.06497	-0.03415	-0.003074	Male	53	No	Yes	Medical Leave	Suburban	High School or Below	1,671,084,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	7e478f9c-9bde-40ba-bbaa-ca5e2c2b2180	no_churn	0.329431	1	churn	0.295646	-0.008284	-0.008392	-0.033921	-0.043434	0.138132	0.089762	-0.039876	Male	60	Yes	No	Employed	Rural	College	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	cc6474ac-4415-45db-ac3d-fbaee8df891c	no_churn	0.240499	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	51	No	Yes	Unemployed	Rural	Doctor	1,671,084,000
44	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	06fa1818-3cad-420c-961b-2479c8572c70	no_churn	0.020644	0	no_churn	-0.118847	-0.003756	-0.016268	-0.04826	-0.01518	-0.035941	0.037967	-0.028741	Female	67	Yes	No	Employed	Urban	College	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	9a5d8235-d759-4061-8c58-0d209cbfe6aa	no_churn	0.321604	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	44	No	No	Employed	Suburban	College	1,671,084,000
14	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9bc7a64c-12f7-423b-9b2b-b48c09f0b968	no_churn	0.195279	0	no_churn	-0.064122	-0.008919	-0.04942	-0.065173	0.013542	0.051784	-0.060829	-0.073389	Female	37	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
14	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	a1e59afe-4720-4ab1-a16f-f4bfe875ea83	no_churn	0.069344	0	no_churn	0.034552	-0.012304	-0.067872	-0.001745	0.060541	0.094602	0.141325	-0.072347	Male	47	Yes	No	Employed	Suburban	Master	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	74c2dc33-53b5-4a1d-836f-db8b1977fcb4	no_churn	0.305014	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	60	No	Yes	Disabled	Urban	High School or Below	1,671,084,000
40	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	12912dbd-7c47-4ee8-938f-1c4d4dd716fe	no_churn	0.013519	0	no_churn	-0.064314	-0.019725	-0.039211	-0.026272	0.020072	0.046668	0.001668	-0.007911	Female	37	No	Yes	Medical Leave	Suburban	College	1,671,084,000
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	93557485-2d9a-47d7-9115-a6442827825c	no_churn	0.178489	0	no_churn	0.071702	-0.019281	-0.065203	-0.179436	-0.059781	0.054184	-0.04089	-0.030322	Male	74	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
21	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	f50cd244-b6ba-4f6f-abd1-1007edbe58ec	no_churn	0.305138	0	no_churn	-0.056717	0.095508	0.042837	-0.020525	-0.013334	0.083618	0.072282	-0.042695	Female	34	No	No	Unemployed	Rural	Master	1,671,084,000
50	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	d400bfe2-b7b4-474f-9f7e-b02d20749383	no_churn	0.042398	0	no_churn	-0.021008	-0.007093	0.025647	-0.016889	0.016417	-0.207539	-0.028438	-0.030123	Male	80	No	Yes	Employed	Suburban	College	1,671,084,000
4	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	8138cf25-8aa4-48db-97c1-525ae4f29a5b	no_churn	0.163824	0	no_churn	0.10356	-0.007254	-0.013143	-0.077514	-0.04821	0.070637	-0.024349	-0.005999	Male	41	Yes	Yes	Employed	Rural	College	1,671,084,000
13	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	4364f039-5083-479e-a4c6-e71715d0769a	no_churn	0.012885	0	no_churn	0.004079	-0.00622	-0.00529	-0.084776	-0.013065	-0.150937	0.029781	-0.022597	Female	39	No	No	Employed	Suburban	Bachelor	1,671,084,000
28	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Disabled	381587cb-01bb-4df1-89f9-d0a80d1f8ddd	no_churn	0.128332	0	no_churn	-0.055224	-0.002957	0.019817	-0.008159	-0.020374	-0.099936	0.0587	-0.030894	Male	20	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	6d5a4929-35b0-40bc-82a2-928e144987fd	no_churn	0.259321	0	no_churn	0.180619	-0.010238	-0.059604	-0.047864	-0.08901	0.098403	-0.026111	-0.000988	Female	79	No	Yes	Employed	Suburban	College	1,671,084,000
24	Yes	No	High Speed	Expired	One year	0hrs	Disabled	52c2c0eb-05e2-4cf2-96d7-8a561bb4d96e	no_churn	0.026094	0	no_churn	-0.066857	-0.003366	-0.032911	-0.036004	0.005756	-0.068413	-0.022071	-0.04516	Male	31	No	Yes	Employed	Rural	College	1,671,084,000
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d4df8edc-2de3-4e47-b1ff-5a4e71928ea2	no_churn	0.305014	0	no_churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Female	77	No	No	Employed	Rural	High School or Below	1,671,084,000
2	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	2a6309e6-aaa4-4004-8a14-81c9f697f884	no_churn	0.803491	1	churn	0.242006	0.058553	0.003301	-0.020985	0.013124	0.137059	0.003365	-0.01936	Female	38	Yes	Yes	Employed	Suburban	College	1,671,084,000
2	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	1515439f-b4b5-4e65-ac83-45a491d2af56	no_churn	0.453474	0	no_churn	0.174105	-0.01593	-0.09483	-0.074049	0.013725	0.084229	-0.021212	-0.030551	Male	35	No	Yes	Employed	Suburban	Master	1,671,084,000
35	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	1dc3efba-9a4e-4585-8918-a8fb977467c5	no_churn	0.057714	0	no_churn	-0.076006	-0.008383	-0.00946	-0.08641	-0.071535	0.035459	-0.016044	-0.016649	Male	30	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
67	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	8d8d5d54-003b-4d96-8f54-e44d74b1f096	churn	0.011276	0	no_churn	-0.042848	-0.002382	-0.054615	-0.009929	-0.003483	-0.102299	0.040674	-0.030811	Male	61	No	No	Unemployed	Urban	Bachelor	1,671,084,000
55	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	80fd7abc-8517-4a8f-a181-892a73348a6a	churn	0.106411	0	no_churn	-0.12735	-0.019466	-0.049641	-0.023642	-0.063313	0.022222	0.015452	-0.023288	Female	20	No	No	Unemployed	Rural	High School or Below	1,671,084,000
1	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	40ae4f06-161b-4012-83c7-856c1019341f	no_churn	0.314494	1	churn	0.244116	-0.00648	-0.043291	-0.066378	-0.007533	0.110156	0.071517	-0.015839	Female	60	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	36e3e060-5645-4060-a0f3-126cfe888b21	no_churn	0.152614	0	no_churn	0.14037	-0.001307	-0.069	-0.072871	0.023227	0.078277	0.089381	-0.059097	Male	37	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
38	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	ee9f163d-2826-451f-bcc1-f3609da0a474	no_churn	0.073067	0	no_churn	-0.048329	-0.013712	-0.02292	-0.176541	-0.013469	0.041017	0.004099	-0.011671	Female	63	No	No	Disabled	Suburban	College	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	0c529d2c-c5b9-4102-83cf-562a905e261e	no_churn	0.534113	0	no_churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	79	No	No	Employed	Suburban	Bachelor	1,671,084,000
42	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	dc05b191-f3d2-4b86-a32c-eab882365015	no_churn	0.050889	0	no_churn	0.007438	-0.002083	0.067188	-0.007373	0.09178	0.101813	-0.031843	-0.005898	Male	66	No	No	Medical Leave	Rural	College	1,671,084,000
29	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	92f8bf1c-0a79-43e0-93ea-cf06cadd51c2	no_churn	0.067803	0	no_churn	-0.09119	-0.009044	-0.031812	-0.013614	-0.107576	0.029377	0.020765	-0.025932	Male	21	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
61	Yes	Yes	Medium Speed	In_Store_Support	One year	<80hrs	Disabled	ec075c1d-7dc2-46b9-b1a4-c3325a9d2fa7	no_churn	0.123199	0	no_churn	-0.068189	-0.002694	-0.06402	-0.006123	-0.024026	-0.084519	0.018702	-0.018157	Female	45	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
7	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	3d248f0b-ad00-4e3d-bbb5-1521b93ae416	no_churn	0.106636	0	no_churn	0.025177	-0.010752	-0.037623	-0.117227	-0.074626	0.036398	0.003333	-0.023706	Female	42	No	Yes	Unemployed	Suburban	College	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a65d1b46-a4c0-487f-a185-50e40184ff41	no_churn	0.14958	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Female	71	No	Yes	Employed	Suburban	Master	1,671,084,000
30	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	675747ae-e02a-43bb-a3aa-3cb575402058	no_churn	0.025371	0	no_churn	-0.079599	-0.005302	-0.022386	-0.048601	-0.01907	-0.08468	0.007872	-0.017262	Male	56	No	Yes	Employed	Urban	High School or Below	1,671,084,000
4	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	4b3d4115-dcb6-40b2-8988-6dfae4327f45	no_churn	0.114973	0	no_churn	0.122925	-0.009708	0.035766	-0.089337	-0.061998	0.098726	0.117423	-0.056459	Female	63	No	No	Employed	Urban	College	1,671,084,000
10	Yes	No	Low Speed	Expired	Two year	0hrs	Disabled	cf866a55-49a6-4e58-8179-416cb8a7a9f4	no_churn	0.009861	0	no_churn	-0.011507	-0.006274	-0.018819	-0.072358	0.000654	-0.117343	-0.018674	-0.024705	Male	70	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	213fdbed-b257-4bac-9114-4b8f30fdd330	no_churn	0.19314	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Female	60	No	No	Unemployed	Suburban	Bachelor	1,671,084,000
30	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	51f672f9-1d5f-4afe-a137-302c33aa5932	no_churn	0.011045	0	no_churn	-0.05887	-0.010844	-0.027169	-0.024148	-0.133159	0.038233	0.01737	-0.022821	Male	65	Yes	Yes	Employed	Suburban	High School or Below	1,671,084,000
22	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	130a373f-511c-4a7c-ba7e-8370d4825c37	no_churn	0.042715	0	no_churn	-0.045058	-0.007384	0.018233	-0.075153	0.004434	0.062759	-0.04826	-0.071052	Female	31	No	No	Employed	Urban	Bachelor	1,671,084,000
57	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	b0f70666-be60-4957-bafd-1665a45defb9	no_churn	0.02111	0	no_churn	-0.124261	-0.010783	-0.050969	-0.041707	-0.051318	0.026753	0.018985	-0.025727	Female	66	No	No	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	4bebc533-0803-4661-8e4a-7e2d8abf3a55	no_churn	0.185563	0	no_churn	0.121811	-0.010172	-0.051078	-0.078475	-0.033113	0.059329	0.075007	-0.029428	Female	72	No	No	Employed	Rural	Bachelor	1,671,084,000
50	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	7f441a15-71e3-4c9e-b0cf-844d27ab5e74	no_churn	0.035108	0	no_churn	-0.094258	-0.00699	-0.099531	-0.039577	-0.036379	0.038252	-0.016534	-0.01401	Male	74	No	Yes	Unemployed	Rural	Master	1,671,084,000
65	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	685bea98-21e2-48a7-b1bc-e31ea100ada0	no_churn	0.007614	0	no_churn	-0.122097	-0.00274	0.043507	0.030876	0.075663	0.080903	0.038623	-0.0199	Male	32	No	No	Employed	Suburban	College	1,671,084,000
2	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	12a1711d-bf88-4698-a51b-81081f2c6619	no_churn	0.532169	0	no_churn	0.209961	-0.012944	-0.01992	-0.049625	0.042746	0.095723	-0.01107	-0.040642	Male	57	No	No	Employed	Suburban	Master	1,671,084,000
3	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	030fda12-928d-44ca-9023-5eb12c09f3ed	no_churn	0.159217	0	no_churn	0.084241	-0.006229	-0.054917	-0.007036	0.011	0.098046	0.062645	-0.046174	Female	44	Yes	No	Unemployed	Suburban	College	1,671,084,000
24	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	8a8540ab-9bc4-4168-b8c7-2e424650d590	no_churn	0.241413	1	churn	-0.106363	-0.008294	0.066836	-0.040532	0.061752	0.071118	-0.029522	-0.004022	Female	36	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
12	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	2a8180f5-b6bd-4b29-bb25-01bc89d4b8e7	no_churn	0.008803	0	no_churn	0.036424	-0.005159	0.031605	-0.125465	0.07189	0.094251	0.109538	-0.06211	Male	63	No	No	Disabled	Suburban	High School or Below	1,671,084,000
51	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	f45aef96-c53e-48bd-9374-2f29070d1bd7	no_churn	0.00695	0	no_churn	-0.084858	-0.005078	0.042499	-0.021717	-0.115616	0.051451	-0.005181	-0.008027	Male	27	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
41	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	9ca2b560-6154-4ffc-ae91-6bcfb34a2243	no_churn	0.132147	0	no_churn	-0.078147	-0.015449	-0.025499	-0.054276	-0.10605	0.031862	0.009382	-0.020849	Male	59	No	No	Unemployed	Suburban	Master	1,671,084,000
37	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	dd0fcd52-0b1f-4ae0-b46f-430016928d0b	no_churn	0.029073	0	no_churn	-0.05791	-0.00481	-0.020911	-0.036631	-0.009525	-0.056125	0.038896	-0.042009	Female	51	Yes	No	Employed	Urban	College	1,671,084,000
15	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	11e67b09-f860-43b6-9774-ea4496dd3006	no_churn	0.037543	0	no_churn	0.085885	-0.001978	0.007578	-0.024977	0.072566	0.105389	0.073621	-0.050251	Male	57	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	e4fc2361-9274-4f12-ad63-59177e5883c9	no_churn	0.319711	1	churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Female	68	No	Yes	Employed	Suburban	Master	1,671,084,000
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	69826ae9-0035-403a-aea9-8c585b2ca0f7	no_churn	0.002989	0	no_churn	-0.096888	-0.004858	0.004773	-0.027838	-0.014716	-0.134363	0.02163	-0.016767	Female	64	No	No	Employed	Suburban	High School or Below	1,671,084,000
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e01c90c9-325a-429c-9e86-aa371f52e07a	no_churn	0.635332	1	churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Female	80	No	Yes	Employed	Rural	Master	1,671,084,000
68	No	No phone service	Low Speed	Expired	Two year	<80hrs	Disabled	7e491afd-9973-44a2-b255-ee3fae097f0f	no_churn	0.073679	0	no_churn	-0.089901	0.018844	0.004255	-0.031322	-0.013041	-0.152286	0.010216	-0.01579	Female	80	Yes	No	Unemployed	Urban	Bachelor	1,671,084,000
5	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	9a2edb59-5904-4f60-bdac-156b9b6f703f	no_churn	0.137491	0	no_churn	0.117633	-0.006899	-0.086323	0.01193	0.084527	0.095897	-0.009046	-0.017638	Female	37	No	No	Employed	Rural	Bachelor	1,671,084,000
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	07888c85-1a3f-4110-856a-9fbd8b8b1da7	no_churn	0.513778	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	40	No	Yes	Employed	Urban	College	1,671,084,000
43	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	41b50d34-814a-46dc-b517-07bc76258166	no_churn	0.024241	0	no_churn	-0.109516	-0.011155	-0.008279	-0.089384	-0.032408	0.038978	0.025433	-0.032696	Male	54	No	No	Employed	Rural	Bachelor	1,671,084,000
23	Yes	No	Low Speed	Expired	One year	0hrs	Disabled	658da757-5b31-479c-bb83-a87b01df0ae1	no_churn	0.024627	0	no_churn	-0.066164	-0.004738	-0.040473	-0.036831	0.010316	-0.076086	-0.020048	-0.035002	Female	59	No	Yes	Employed	Suburban	College	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	02c9515e-a6f8-4ce5-9d27-abcdff898e06	no_churn	0.337465	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	27	Yes	No	Unemployed	Suburban	Master	1,671,084,000
14	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	92859472-289f-4c76-8f7b-850534f144d6	no_churn	0.448785	0	no_churn	0.057275	-0.011211	-0.060662	-0.075532	-0.103167	0.03684	0.065677	0.061753	Female	40	No	No	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	3d45fe60-2c93-47a5-bc44-9284947a5937	no_churn	0.672735	1	churn	0.282337	-0.006567	-0.046715	0.069512	-0.008419	0.119451	0.093569	0.075306	Female	56	Yes	No	Disabled	Suburban	Bachelor	1,671,084,000
50	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	793c1ae0-62c8-4a89-9279-2ef3ad76edbe	no_churn	0.228404	0	no_churn	-0.04364	-0.004354	0.063139	-0.056994	-0.078621	0.072289	-0.009637	-0.011209	Female	69	No	No	Employed	Suburban	High School or Below	1,671,084,000
34	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	aa868bec-ce81-4029-b016-7c7327ef6793	no_churn	0.551724	1	churn	-0.024362	-0.003333	0.073155	0.03937	0.148306	0.066857	0.075961	0.09252	Male	70	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
45	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	22d510d8-2a73-44d3-8917-1d1d796e4579	no_churn	0.300233	0	no_churn	-0.118945	-0.004817	0.035151	-0.032036	-0.122762	0.062987	0.039422	0.039117	Male	34	No	No	Unemployed	Rural	College	1,671,084,000
41	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	ba1140b7-8135-40f0-9260-e82603a5295d	no_churn	0.70615	1	churn	-0.08504	-0.009631	0.03282	-0.085815	-0.10347	0.060011	0.033454	0.056311	Female	64	No	No	Employed	Suburban	Bachelor	1,671,084,000
19	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	c54a9d34-9e5e-4fd7-85c9-029a8d5eece3	no_churn	0.30764	1	churn	-0.007035	-0.011553	0.033941	-0.064706	-0.133751	0.039125	0.005123	0.048164	Female	30	No	No	Employed	Suburban	Bachelor	1,671,084,000
17	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	37fcdd2c-eb04-4f57-9677-3abb51502b37	no_churn	0.397776	0	no_churn	-0.046228	-0.008552	-0.116385	-0.023792	0.054161	0.061365	-0.048653	-0.000942	Female	58	No	No	Employed	Suburban	High School or Below	1,671,084,000
2	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	591e45ca-3355-41d2-85e2-138f0a511f9c	no_churn	0.420501	0	no_churn	0.262843	-0.004901	0.022256	-0.016562	0.0647	0.145844	0.132134	0.12466	Male	72	No	No	Employed	Suburban	Doctor	1,671,084,000
5	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	a8516ab0-4a60-4ca2-b7f4-3f7ac3bcd2c2	no_churn	0.767819	1	churn	0.088128	-0.011834	-0.075213	-0.069341	-0.063801	0.033375	-0.112917	0.032578	Female	49	No	Yes	Employed	Suburban	Master	1,671,084,000
40	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	be3b3d90-fdbe-413c-9847-dc7dfcf1c2ba	no_churn	0.512272	1	churn	-0.15498	-0.006005	0.002997	-0.127608	0.0439	0.043435	-0.053357	0.082591	Male	73	No	Yes	Unemployed	Rural	College	1,671,084,000
29	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	6e579bc1-a78f-42f8-9769-5b248e4af78a	no_churn	0.127045	0	no_churn	0.015888	-0.004086	-0.036618	0.11981	0.160795	0.106047	0.052399	0.064525	Male	79	No	Yes	Unemployed	Suburban	College	1,671,084,000
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	45d87454-a7a2-4f5c-a702-3c54163b5723	no_churn	0.83959	1	churn	0.059398	-0.0024	0.068328	0.012367	0.072232	0.079385	0.05405	0.049364	Male	76	No	No	Unemployed	Urban	High School or Below	1,671,084,000
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	9acbef53-3f53-4e01-9af9-f6a71a199ee2	no_churn	0.66618	1	churn	0.001088	-0.002155	0.111315	0.088973	0.048708	0.122046	0.076029	0.051633	Female	63	No	No	Employed	Suburban	College	1,671,084,000
7	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	a7e3cb70-f674-4a36-a2ad-76fe53c74245	no_churn	0.67519	1	churn	0.026422	-0.005295	-0.039789	0.072522	-0.146131	0.014102	-0.046808	-0.084049	Male	35	No	No	Medical Leave	Rural	High School or Below	1,671,084,000
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	882a4f79-0667-494c-953c-43d78347e547	no_churn	0.778443	1	churn	0.245251	-0.00601	-0.00263	0.0808	-0.047483	0.102278	0.167157	0.053278	Male	64	No	Yes	Employed	Urban	College	1,671,084,000
48	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	82e797d1-552a-487a-89a8-78ed3029fcdf	churn	0.192863	0	no_churn	-0.091537	-0.002493	-0.068408	0.140803	0.078174	0.056598	0.088234	0.039603	Male	70	No	Yes	Retired	Suburban	College	1,671,084,000
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	3c9da0ad-2cb9-4d0d-8a3b-3b11fb281831	no_churn	0.917107	1	churn	0.23957	-0.005839	0.000127	0.040839	-0.075262	0.112616	0.064433	0.011989	Male	37	No	No	Unemployed	Suburban	College	1,671,084,000

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