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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
12	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	3290d0bb-0de0-4b62-82ec-8a9f78075e10	no_churn	0.2497	0	no_churn	0.100112	-0.002369	0.109363	-0.00856	0.073997	0.108014	0.032204	0.062926	Male	79	No	Yes	Unemployed	Urban	College	1,670,911,200
3	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	30bb7c74-a306-4f85-a445-1bd0a586c38a	no_churn	0.582537	1	churn	0.108255	-0.005365	-0.016143	-0.030311	0.01396	0.075764	0.038561	-0.0185	Male	49	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
40	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	8fb3865c-80a7-4410-bd98-39b452302b0e	no_churn	0.230849	0	no_churn	-0.064986	0.002835	-0.038189	-0.001858	0.037805	0.067709	0.048666	0.041493	Male	57	Yes	No	Employed	Suburban	College	1,670,911,200
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	da332a7b-1785-4bbc-b89c-42669d2d0856	no_churn	0.131147	1	churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Female	42	No	Yes	Medical Leave	Suburban	College	1,670,911,200
27	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	713cb0dc-4aee-4f89-8121-7c25542f5831	no_churn	0.374782	1	churn	-0.104645	-0.004724	0.075151	0.143162	0.019838	0.080763	-0.031135	-0.042747	Male	29	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
1	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	8c0c29dd-c14e-4127-9425-006756e5ce45	churn	0.721866	1	churn	0.196939	0.082911	0.023203	-0.010316	-0.060482	0.147907	-0.020421	-0.006957	Male	24	No	Yes	Employed	Rural	Bachelor	1,670,911,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	2f839b36-1475-497c-b092-a96c28419bc2	no_churn	0.818125	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Male	45	No	No	Employed	Suburban	High School or Below	1,670,911,200
69	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	35782c72-b881-4c55-b59e-cb5aad16adb2	no_churn	0.017844	0	no_churn	-0.078871	-0.007286	-0.037222	-0.059695	-0.080464	0.034576	-0.011168	0.041102	Female	23	No	No	Employed	Urban	Master	1,670,911,200
29	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	4234569f-f2a6-4a2e-8819-a11a98fba626	no_churn	0.123366	0	no_churn	-0.112988	-0.014973	-0.049517	-0.038733	-0.07851	0.015574	0.003553	0.026567	Male	26	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	c283cadd-98ca-44c0-a587-1fdd795e4d38	no_churn	0.860029	1	churn	0.220709	-0.006085	0.035968	0.075524	-0.042424	0.123789	0.027063	-0.01565	Male	27	Yes	No	Employed	Urban	High School or Below	1,670,911,200
52	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	f8704421-d7ad-4119-bc58-ec426a1c9fc4	no_churn	0.238733	0	no_churn	-0.203403	0.039295	0.016315	-0.041062	-0.129367	0.057225	-0.02385	0.02582	Female	54	No	No	Employed	Suburban	Bachelor	1,670,911,200
35	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	6371f56b-082f-41f1-a809-414dde7f6455	churn	0.093311	0	no_churn	-0.110086	-0.003285	0.046464	0.004912	-0.031155	0.053623	0.028001	-0.037499	Male	80	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
31	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	14e196c0-02c2-4b40-9b00-3860b0570a1d	no_churn	0.007052	0	no_churn	-0.064887	-0.017141	-0.080637	-0.036802	-0.084139	0.050111	0.015125	-0.020655	Male	73	No	Yes	Employed	Suburban	College	1,670,911,200
60	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	ff48db18-943f-4cfa-ac57-50fea95b937c	no_churn	0.045153	0	no_churn	-0.140157	-0.007632	0.034181	0.002733	-0.022035	0.052975	0.074645	-0.053736	Male	27	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
52	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	cf76d3a8-a7fd-4819-a195-00a993730db7	no_churn	0.081509	0	no_churn	-0.210809	-0.006501	-0.010832	0.06775	-0.063286	0.001961	-0.019994	-0.017316	Male	41	Yes	No	Unemployed	Urban	College	1,670,911,200
5	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	80021f92-e661-42e9-a59b-b9c179fd939e	no_churn	0.10941	1	churn	0.158731	-0.000772	0.057008	-0.042342	0.011557	0.11071	-0.004262	-0.007181	Female	73	No	No	Unemployed	Rural	College	1,670,911,200
56	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	f1534ecf-9203-40ec-9e57-23c4b9815623	no_churn	0.020396	0	no_churn	-0.099885	-0.028054	0.015202	-0.010017	0.00577	0.053323	0.035868	-0.0379	Male	68	No	No	Medical Leave	Suburban	Master	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	30fc75fa-05b7-44c8-aad9-8adf16b968e1	no_churn	0.328513	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	77	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
24	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1c6ab9f9-b4f6-416f-b5b9-dd100b313043	no_churn	0.09688	0	no_churn	-0.124821	-0.004501	0.048558	0.072034	-0.016831	0.057047	0.029818	-0.061758	Female	41	No	No	Employed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	bcfd3c65-a24f-4d8b-af96-28bdc49c08b0	no_churn	0.364934	0	no_churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Female	43	Yes	No	Employed	Urban	Doctor	1,670,911,200
10	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	920c6f6b-c2fa-422e-a485-ca95c5c2f0ae	churn	0.301396	1	churn	0.029383	0.057718	0.035158	-0.020492	0.04812	0.107943	0.089293	-0.04915	Male	43	No	No	Disabled	Rural	Bachelor	1,670,911,200
24	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	39de79a2-8120-4567-85d4-5d2d1701f045	no_churn	0.738604	1	churn	-0.001341	-0.004611	0.115555	0.113558	0.013637	0.083087	0.02772	0.071941	Male	31	No	Yes	Employed	Suburban	Master	1,670,911,200
72	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	317178b4-7d2f-4863-8a3b-a5b9aecef17c	no_churn	0.023266	0	no_churn	-0.125933	-0.006518	-0.097342	-0.011708	-0.057983	0.049511	0.036427	0.044519	Female	43	No	Yes	Medical Leave	Suburban	High School or Below	1,670,911,200
12	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	bd50b8ae-60eb-4c25-9585-83319b15f8db	no_churn	0.70797	0	no_churn	0.026292	-0.008384	-0.049953	0.111522	-0.027457	0.068812	-0.055813	-0.039046	Female	42	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	6a7a5be5-e556-4f0a-b443-4ca8aa0eef4e	churn	0.08448	0	no_churn	-0.130722	-0.00975	0.033789	-0.084863	-0.057009	0.057432	0.046026	0.06107	Male	59	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
46	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	644b70bb-8d51-441a-8db7-1763bab22983	no_churn	0.3026	0	no_churn	-0.254942	-0.005136	0.036122	0.087405	0.004931	0.038186	-0.027985	-0.022607	Male	48	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8fac1689-481a-4b83-8e44-1f488c3a8e23	no_churn	0.371777	0	no_churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	20	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
62	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	abdd4460-fee5-471c-8475-5615b4cdbcd2	churn	0.013542	0	no_churn	-0.163563	-0.014198	0.011049	-0.022274	-0.064854	0.038057	0.010296	0.026462	Male	61	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
56	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	54417d86-4376-4cb9-8b08-ebd1ed12f476	no_churn	0.050903	0	no_churn	-0.097953	-0.003927	0.01357	-0.007363	-0.063025	0.042618	0.093109	0.038111	Female	44	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
15	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	bf846f98-5396-444c-a69c-4627d93f9504	no_churn	0.118526	1	churn	0.024128	-0.017288	-0.089283	-0.126662	-0.067454	0.055713	-0.021446	-0.026735	Male	22	No	No	Employed	Rural	College	1,670,911,200
69	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ab8610f5-aaec-4029-b39e-30045549cbbc	no_churn	0.033979	0	no_churn	-0.103058	-0.016692	-0.049966	-0.039422	-0.064081	0.030607	0.023259	-0.024672	Female	43	Yes	Yes	Employed	Rural	High School or Below	1,670,911,200
60	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	8ba216a3-cd57-43bd-8055-3de7706e2272	no_churn	0.045153	0	no_churn	-0.13492	-0.011698	0.011137	-0.053325	-0.063884	0.037905	0.016602	-0.030843	Male	32	Yes	No	Employed	Urban	College	1,670,911,200
39	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	df461286-f40f-4265-a8cf-717741a43790	no_churn	0.276822	0	no_churn	0.006867	-0.003962	0.064726	0.118387	0.029349	0.10352	0.006005	-0.023917	Male	45	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
4	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	b7bb8536-060f-4125-a635-5d84e5d04a5f	no_churn	0.131147	1	churn	0.059223	-0.009454	-0.033196	-0.105659	-0.142468	0.062107	0.020009	-0.039589	Male	42	No	Yes	Employed	Urban	Bachelor	1,670,911,200
69	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	a180478d-5b8a-4920-8bff-76697490300b	no_churn	0.051794	0	no_churn	-0.111023	-0.002832	0.081276	0.036253	0.059807	0.096361	0.003177	0.050931	Male	42	No	No	Employed	Rural	High School or Below	1,670,911,200
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	cd2e7532-98f2-49f9-a70a-1acefd57dd53	no_churn	0.38764	1	churn	-0.071538	-0.006806	0.103171	0.059067	0.065939	0.103896	0.076924	0.093978	Female	21	No	Yes	Disabled	Urban	High School or Below	1,670,911,200
1	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	0c8ca3c1-29a5-4fb1-9fdb-6e5f8f303eac	no_churn	0.721866	1	churn	0.274999	0.076744	0.041029	-0.005973	-0.021101	0.173377	0.071807	-0.030106	Male	30	No	No	Unemployed	Suburban	College	1,670,911,200
69	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	f2c36f48-2bf7-4b81-9cd6-324a0a2f7a48	no_churn	0.01159	0	no_churn	-0.096284	-0.008433	-0.027493	-0.061369	-0.060531	0.031915	0.001728	-0.028559	Male	27	No	Yes	Unemployed	Rural	Master	1,670,911,200
2	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	97e45c7d-6420-4271-8eac-b1e8d7a90e1b	no_churn	0.288046	1	churn	0.144095	-0.005457	-0.029634	-0.06666	0.038883	0.098085	0.066013	-0.038494	Female	73	No	No	Employed	Suburban	College	1,670,911,200
0	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Disabled	04a72eef-4072-4672-ba98-5b56a1adb6d3	no_churn	0.01181	0	no_churn	0.094984	-0.005953	0.00711	-0.062281	-0.023347	-0.248641	0.027833	-0.018732	Female	74	No	No	Employed	Suburban	Bachelor	1,670,911,200
31	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	4b9afd4f-8a1a-4d59-af8a-fc690d2eee6e	no_churn	0.20619	0	no_churn	-0.137638	0.036835	-0.010197	-0.036737	0.000847	0.080661	-0.115907	-0.056892	Male	38	Yes	No	Unemployed	Suburban	Bachelor	1,670,911,200
15	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	99ad17d2-8fe2-4843-9b60-a0d631c4dfb4	churn	0.388088	1	churn	0.191582	-0.005676	-0.023534	0.182563	0.084661	0.105253	0.030263	-0.01414	Female	60	No	Yes	Employed	Suburban	College	1,670,911,200
2	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	821396b5-5cc7-4950-bf91-8b687afb0389	no_churn	0.917064	1	churn	0.155679	-0.005681	0.021724	0.02941	0.033836	0.142106	0.045445	0.09736	Female	38	Yes	No	Unemployed	Rural	College	1,670,911,200
1	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	2535d524-dc95-4d13-9b0d-d16c53462373	no_churn	0.515891	0	no_churn	0.212382	0.106936	0.037348	-0.011588	-0.025131	0.158494	-0.028461	-0.006957	Male	43	No	No	Employed	Rural	Bachelor	1,670,911,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	48e52335-19cc-459f-b1b9-ac603bb35452	no_churn	0.08448	0	no_churn	-0.130722	-0.00975	0.033789	-0.084863	-0.057009	0.057432	0.046026	0.06107	Female	42	No	Yes	Employed	Suburban	College	1,670,911,200
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	a4e7b0ac-08d2-4ee0-a1f7-be75790dfe42	no_churn	0.840972	1	churn	0.092268	-0.006027	-0.020285	0.043285	-0.044732	0.111733	-0.042013	-0.000202	Male	31	No	Yes	Medical Leave	Suburban	High School or Below	1,670,911,200
56	Yes	No	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	27dd0ed9-145f-4867-b4c1-357ba3872d9b	no_churn	0.020155	0	no_churn	0.009955	-0.002556	-0.017205	-0.016962	0.047745	-0.177802	0.038689	-0.03089	Female	27	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
13	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	9857dd5c-baf6-4eb3-ac86-502b52a91dd0	no_churn	0.2877	0	no_churn	-0.018651	-0.00784	0.028805	-0.055682	-0.094399	0.068129	0.028711	0.063567	Female	53	No	No	Employed	Urban	Bachelor	1,670,911,200
0	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	eaab9a36-ff6f-48fa-a9b9-57e58e5c10d0	no_churn	0.015783	0	no_churn	0.192188	-0.01037	0.035026	-0.071091	-0.028445	0.112125	0.054031	-0.042732	Female	77	No	No	Employed	Suburban	Doctor	1,670,911,200
35	Yes	Yes	Low Speed	Expired	One year	<80hrs	Disabled	93a44519-a931-42d9-b318-3c5f625cb99e	no_churn	0.093311	0	no_churn	-0.040702	-0.002096	0.01968	-0.042141	0.010739	-0.073001	0.000435	-0.02194	Male	30	Yes	No	Employed	Rural	College	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8b3752eb-eae1-4e3f-b2cc-53d5f84b7011	no_churn	0.540596	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Female	32	No	Yes	Unemployed	Rural	High School or Below	1,670,911,200
12	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e3bbde56-31a6-4ba6-9598-f6c85b96b7c5	no_churn	0.102219	0	no_churn	0.045721	-0.015702	-0.064202	-0.086381	0.01131	0.036615	0.013744	-0.01308	Female	22	No	Yes	Unemployed	Suburban	College	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ca57063a-2824-4464-b0d4-0ead639acb5b	no_churn	0.620165	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	21	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	8f1122e9-e8cb-4680-96ac-98cd3412861f	no_churn	0.114722	0	no_churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Male	44	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	6af9c061-12c1-498c-905f-7adcc025b0ad	no_churn	0.319711	1	churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Female	49	Yes	No	Employed	Urban	Bachelor	1,670,911,200
24	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	9e230300-7606-47ce-9aeb-d02b6e3e786f	no_churn	0.09688	0	no_churn	-0.190103	-0.00412	0.020327	0.064063	-0.021869	0.052862	-0.041761	-0.061758	Female	32	No	No	Employed	Suburban	High School or Below	1,670,911,200
69	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	a258030e-1a13-4871-89fb-9e5359f57da6	no_churn	0.01159	0	no_churn	-0.096284	-0.008433	-0.027493	-0.061369	-0.060531	0.031915	0.001728	-0.028559	Female	67	Yes	No	Employed	Suburban	College	1,670,911,200
19	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	aaebc1a3-75f2-4dff-ae9c-352e5f84c41b	no_churn	0.573108	1	churn	-0.056163	-0.010498	-0.073271	-0.041366	-0.119805	0.034509	0.011714	0.045854	Female	54	No	Yes	Employed	Suburban	College	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	69d822a6-04b6-485a-9435-54d3176c7c41	no_churn	0.094188	1	churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Male	51	No	Yes	Retired	Suburban	College	1,670,911,200
54	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	f168b9e6-91fd-4810-8551-a47156ec12a3	no_churn	0.015656	0	no_churn	-0.117758	-0.011512	-0.035372	-0.041739	-0.076562	0.022739	0.019987	-0.018809	Female	36	Yes	No	Unemployed	Suburban	College	1,670,911,200
15	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	d2c1045c-cddf-4a28-8e15-68d0d62f7e11	no_churn	0.388088	1	churn	0.191582	-0.005676	-0.023534	0.182563	0.084661	0.105253	0.030263	-0.01414	Male	58	No	Yes	Medical Leave	Suburban	College	1,670,911,200
66	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	6c0286a3-9afa-47e8-9c6a-ca1ac08b8d40	no_churn	0.355043	1	churn	-0.212129	-0.006831	0.011204	0.01939	-0.053793	-0.011202	-0.020461	0.004796	Female	33	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
70	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	807ca842-5f42-4109-9e8c-4e577d711d1f	no_churn	0.311318	1	churn	-0.097841	-0.001801	0.030409	-0.093862	-0.048572	-0.066803	0.058784	0.06666	Female	52	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
7	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	8d6faaee-6538-4ed7-8946-ec7af879eadf	no_churn	0.558255	0	no_churn	0.182186	0.000397	-0.021444	0.232032	0.132634	0.114572	0.011555	0.036885	Female	28	Yes	Yes	Employed	Rural	Master	1,670,911,200
62	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	0397d017-3cac-4146-b469-f6cdc8588470	no_churn	0.005172	0	no_churn	-0.079779	-0.01091	-0.025807	-0.002766	-0.069576	0.044483	0.007656	-0.012327	Male	30	Yes	No	Unemployed	Suburban	High School or Below	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8b566f61-268e-4ed9-9239-55ce39bb4090	no_churn	0.466807	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	73	No	No	Employed	Suburban	High School or Below	1,670,911,200
38	Yes	No	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	8a6ccc16-5717-49df-a61c-97b256d082ee	no_churn	0.007008	0	no_churn	-0.033213	-0.003843	-0.004505	-0.029867	0.034461	-0.08704	0.059608	-0.034626	Female	61	No	No	Employed	Urban	College	1,670,911,200
66	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	4711d6af-9562-4d79-ad81-a1611681bc13	churn	0.355043	1	churn	-0.212129	-0.006831	0.011204	0.01939	-0.053793	-0.011202	-0.020461	0.004796	Male	67	No	Yes	Employed	Suburban	College	1,670,911,200
20	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	665684df-d6b5-4d09-b994-7ffdd11aaa1a	no_churn	0.346591	1	churn	-0.105771	-0.005956	0.055911	-0.034008	-0.076114	0.068787	0.062612	0.065513	Male	49	No	No	Unemployed	Rural	Bachelor	1,670,911,200
69	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Disabled	4c77ff46-1c1a-4d15-b28b-3d3b30f16b9a	no_churn	0.033979	0	no_churn	-0.085682	-0.003443	-0.05474	-0.013997	0.011155	-0.12608	0.042064	-0.028302	Female	27	No	Yes	Employed	Suburban	College	1,670,911,200
31	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	cdbb04a4-9b7c-4469-8dca-f40beac06673	no_churn	0.007052	0	no_churn	-0.064887	-0.017141	-0.080637	-0.036802	-0.084139	0.050111	0.015125	-0.020655	Male	65	No	Yes	Unemployed	Urban	Bachelor	1,670,911,200
3	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	ec3a95ee-0087-40c9-99e4-9df0081f84a0	no_churn	0.582537	1	churn	0.108255	-0.005365	-0.016143	-0.030311	0.01396	0.075764	0.038561	-0.0185	Female	70	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
72	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	afee8f2c-9436-4fd6-a7cd-bf4f48f23a6e	no_churn	0.004567	0	no_churn	-0.100308	-0.006274	-0.025101	-0.023168	-0.109362	0.034555	-0.013614	0.014247	Male	76	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
67	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	49c3d7c7-5b9b-4119-b075-cd27847c1c6c	no_churn	0.11111	0	no_churn	-0.168899	-0.008775	0.048659	0.070173	0.028071	0.047711	0.068462	-0.05665	Male	58	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	dc19dbd0-b4b3-4f32-98c6-bb2f6eab7c9c	no_churn	0.620165	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	32	No	Yes	Medical Leave	Suburban	College	1,670,911,200
34	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	fc1208fc-3dbf-49c1-b12c-3ea5d0701012	no_churn	0.645199	1	churn	-0.024362	-0.003333	0.073155	0.03937	0.148306	0.066857	0.075961	0.09252	Male	26	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
24	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	4a46aa34-444d-4972-88ec-261f26af95c1	no_churn	0.738604	1	churn	-0.001341	-0.004611	0.115555	0.113558	0.013637	0.083087	0.02772	0.071941	Male	39	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	1ea71ace-bfe8-44d4-8070-32815283aa54	no_churn	0.094188	1	churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Female	48	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
0	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	06c6078b-b2f9-46b0-861e-025bd0f18176	no_churn	0.015783	0	no_churn	0.05966	-0.006282	0.003686	-0.065606	-0.0067	-0.198206	-0.022307	-0.026187	Female	60	No	Yes	Unemployed	Suburban	College	1,670,911,200
15	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	c3b4d40a-71c1-4c17-9202-f49b6960b3db	no_churn	0.505665	0	no_churn	0.069549	-0.006889	0.07514	-0.014687	-0.112356	0.071706	-0.026987	0.007908	Male	20	No	No	Employed	Suburban	High School or Below	1,670,911,200
40	No	No phone service	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	b80a1842-cfc0-45f9-8554-5cbb60f5a786	no_churn	0.230849	0	no_churn	-0.084309	0.00287	-0.025258	-0.081574	0.024684	0.05485	-0.006089	0.025799	Male	40	No	No	Unemployed	Suburban	College	1,670,911,200
71	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	4adab0fe-18fd-4922-acf6-826802f77775	no_churn	0.002329	0	no_churn	-0.07975	-0.011848	-0.038056	-0.027676	-0.010495	-0.103244	0.018445	-0.016402	Male	66	Yes	No	Employed	Rural	High School or Below	1,670,911,200
60	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	2764442a-7d24-4ba2-b796-e5601a77143c	no_churn	0.098281	0	no_churn	-0.148388	-0.002126	0.016545	0.020918	-0.032916	-0.113583	-0.026865	0.027389	Female	76	Yes	No	Employed	Suburban	College	1,670,911,200
52	No	No phone service	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	9f29bf2f-714e-4b57-9a6a-44a28a5505b6	no_churn	0.238733	0	no_churn	-0.179966	-0.00457	-0.007459	-0.025967	-0.116739	0.042817	0.015915	0.036941	Female	25	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
4	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	fe3c87ac-2cb9-4a48-a41a-50b10cc33a33	no_churn	0.153829	0	no_churn	0.299819	0.006691	0.068625	0.091628	0.103198	0.139956	-0.005796	-0.003896	Male	64	Yes	Yes	Unemployed	Urban	Bachelor	1,670,911,200
49	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	5730e351-f57c-4d45-85c3-7e3a2a8e84cd	churn	0.262546	0	no_churn	-0.080042	-0.002474	0.033244	0.099136	-0.014966	-0.181556	0.04215	0.038815	Female	72	No	No	Employed	Suburban	College	1,670,911,200
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	daf80e61-0afb-4e71-8d7d-2ec2ac80bc1c	no_churn	0.091939	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Male	42	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
9	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	16009360-2dd0-4bba-a869-9f9406b25cf1	churn	0.446931	1	churn	0.048439	0.096861	0.008622	-0.004883	0.055898	0.119269	-0.004317	-0.008917	Male	37	No	No	Employed	Suburban	High School or Below	1,670,911,200
3	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	c0dbfb7f-fe2e-4aa4-8aee-7931f7579c77	no_churn	0.582537	1	churn	0.108255	-0.005365	-0.016143	-0.030311	0.01396	0.075764	0.038561	-0.0185	Female	35	No	No	Unemployed	Suburban	Master	1,670,911,200
26	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	5700f47d-b610-448a-bedd-7b01e3ca9b24	no_churn	0.319852	0	no_churn	-0.177614	-0.006105	-0.114798	0.074727	0.015194	0.035663	-0.015156	-0.013819	Male	79	No	No	Employed	Rural	Bachelor	1,670,911,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	896d45f8-0391-4022-b310-712a99b4a188	no_churn	0.008841	0	no_churn	-0.200347	-0.007308	-0.016639	0.062998	0.027885	0.03696	-0.056337	0.043762	Male	62	Yes	No	Unemployed	Urban	Bachelor	1,670,911,200
15	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1ee6cbbc-4ce6-4b4f-afdb-7c1cba8d3230	no_churn	0.388088	1	churn	0.191582	-0.005676	-0.023534	0.182563	0.084661	0.105253	0.030263	-0.01414	Male	50	No	No	Employed	Suburban	College	1,670,911,200
46	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	a1c25680-ec29-4f12-8a2e-f8af437c5d23	no_churn	0.142429	0	no_churn	-0.174296	-0.00687	0.01741	-0.039864	-0.052258	0.034252	-0.004195	-0.023205	Male	34	No	Yes	Unemployed	Suburban	College	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a1b83662-82f3-465f-b32d-92bd0398f744	no_churn	0.328513	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	64	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	2926374d-d7d5-4b41-9f03-ba5a9f3aea73	no_churn	0.319711	1	churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Male	25	No	Yes	Unemployed	Suburban	Master	1,670,911,200
52	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	86ab2b4b-fc0c-4f84-b46c-313bb807aaf0	no_churn	0.020723	0	no_churn	-0.141431	-0.00695	0.021288	-0.029208	-0.153526	0.039634	-0.004412	0.015579	Male	38	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	273cb8fa-03fa-4dd5-8f2b-a527d8e87972	no_churn	0.328513	0	no_churn	0.2983	-0.008212	-0.015908	-0.035961	0.035131	0.145386	0.100961	-0.050774	Male	47	No	Yes	Employed	Suburban	College	1,670,911,200
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	9049954f-25c4-4275-b024-be96779e600e	no_churn	0.593528	0	no_churn	0.009501	-0.003063	0.131315	0.015172	0.086889	0.067495	0.095973	0.083159	Male	45	No	Yes	Retired	Suburban	College	1,670,911,200
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	a29f8888-a75e-44b6-a164-dc68c6a53149	churn	0.114722	0	no_churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	73	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
4	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	c276e089-2bcc-409e-b2c6-8fe401c4e09d	no_churn	0.153829	0	no_churn	0.258448	0.003928	0.044957	0.095802	0.075408	0.132316	0.023761	-0.011146	Male	33	Yes	No	Employed	Urban	College	1,670,911,200

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