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
4	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	6d8dca65-855a-49ad-9601-fe0796d7d02b	no_churn	0.59742	1	churn	0.132425	-0.001399	-0.069742	0.143627	0.000641	0.092318	-0.004417	0.002879	Female	47	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
64	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	7c9848ea-a972-4fcb-b642-ce5a89ecea67	no_churn	0.009049	0	no_churn	-0.121623	-0.016182	-0.028617	-0.038812	-0.063923	0.030525	0.014272	-0.014667	Female	66	No	Yes	Employed	Rural	College	1,670,997,600
3	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	885685ac-ea53-49c2-8a28-6bbf0ce33e3c	no_churn	0.90863	1	churn	0.142495	-0.007075	0.033581	0.074818	-0.096769	0.086432	0.020403	-0.022912	Female	31	No	No	Employed	Suburban	College	1,670,997,600
58	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	4603b5fb-47a0-4b6b-aa42-5a8e7f9764d0	no_churn	0.111936	0	no_churn	-0.069534	0.068279	0.039543	-0.115212	0.031194	0.073681	0.031774	-0.018751	Female	77	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
6	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	bfe78694-4bb4-455a-bf6f-8f7fe3742421	no_churn	0.666338	1	churn	0.092979	0.000177	-0.009216	0.18212	0.036709	0.103282	-0.039048	0.01647	Female	74	Yes	No	Employed	Urban	Bachelor	1,670,997,600
8	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	f8ac0b91-bc42-41d5-84d0-7b5e034f8bae	no_churn	0.198431	0	no_churn	0.043505	-0.010177	-0.018119	-0.078094	-0.061036	0.052652	0.003986	-0.029053	Male	68	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
7	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	d55c6a3b-961c-43a5-8b19-909ec36705ff	no_churn	0.720624	0	no_churn	0.067362	-0.002198	-0.006605	0.176141	0.051637	0.096051	-0.06391	0.021827	Male	37	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
47	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	99c99474-f895-4356-995d-455081b004d0	no_churn	0.397228	1	churn	-0.03212	-0.003959	0.052263	-0.060639	-0.0916	0.079862	0.019385	0.047782	Female	22	No	Yes	Unemployed	Suburban	Doctor	1,670,997,600
31	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	4de78a3d-f108-4b8d-a127-04ddb3f80c67	no_churn	0.182701	1	churn	-0.053366	-0.005022	0.007134	-0.090346	-0.09855	0.064159	0.048635	0.04833	Male	44	No	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
26	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	d55a2c43-6618-4cc4-8a6f-a39492fcacfe	no_churn	0.022821	0	no_churn	-0.118228	-0.012373	-0.066715	-0.051749	-0.026123	0.015627	0.010563	-0.020027	Female	33	No	Yes	Employed	Suburban	College	1,670,997,600
2	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	e5673bc1-6f86-48ff-b868-bf1ee03a95d2	no_churn	0.204416	0	no_churn	0.099262	-0.014437	-0.077114	-0.175075	-0.076724	0.032463	0.019869	-0.020289	Male	24	No	Yes	Employed	Rural	College	1,670,997,600
0	Yes	No	Medium Speed	Phone_Support	Two year	<80hrs	Disabled	1002f495-8f12-447d-84d7-b6e57af7a146	no_churn	0.019369	0	no_churn	0.075996	-0.003664	-0.026382	-0.06533	0.027121	-0.205748	0.056166	-0.034684	Male	54	No	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
58	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	60372d96-fd7f-4da0-a4b7-02602beac33a	churn	0.02515	0	no_churn	-0.042261	-0.015686	0.044191	0.027626	0.007346	0.078323	0.08635	-0.059915	Female	64	No	Yes	Medical Leave	Rural	College	1,670,997,600
43	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	8cdb9c23-e7f3-4000-a008-ee722b520a8f	no_churn	0.622487	1	churn	-0.051134	-0.003837	0.064366	0.104389	-0.027694	0.035873	0.022557	0.046453	Male	46	No	Yes	Employed	Urban	College	1,670,997,600
30	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	abfcb3ef-feb2-497c-988a-456cc9c96031	no_churn	0.108756	0	no_churn	-0.106826	-0.008146	0.015519	-0.077594	-0.133452	0.047409	-0.025749	0.039813	Female	59	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
64	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	eb0ac708-a796-42d7-b9d4-0d8a1eee0283	no_churn	0.113658	0	no_churn	-0.137498	-0.014503	-0.040458	-0.021604	-0.099928	0.019338	0.014732	0.020895	Female	29	No	No	Unemployed	Suburban	College	1,670,997,600
58	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	79e157b0-95f0-499e-a170-8e953bd85893	no_churn	0.17267	1	churn	-0.22533	-0.00879	0.013046	-0.015863	-0.047537	0.016635	-0.021619	0.030432	Male	24	No	Yes	Unemployed	Urban	Bachelor	1,670,997,600
31	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	1bf805e1-17d1-4157-a38a-e1ebbf3c6165	no_churn	0.011352	0	no_churn	-0.008201	-0.00438	-0.013686	-0.019375	-0.006445	-0.196901	0.009756	-0.009795	Male	71	No	Yes	Employed	Rural	High School or Below	1,670,997,600
8	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a00eaf5c-9e6e-4756-8fa0-8f5ba80ebb5f	no_churn	0.094697	0	no_churn	0.009815	-0.015758	-0.020586	-0.125523	-0.045307	0.035449	-0.006017	-0.012414	Male	22	No	No	Unemployed	Suburban	College	1,670,997,600
72	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	7925ea34-0f1d-4925-80c0-e35dc8c6ae2b	no_churn	0.002472	0	no_churn	-0.110112	-0.00334	-0.012769	-0.004518	0.021421	-0.147944	0.041673	-0.023437	Female	41	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
58	No	No phone service	Medium Speed	Web_Chat_Support	One year	100hrs+	Disabled	ecdbf00f-5d32-4836-a799-964e0c82c4b0	no_churn	0.111936	0	no_churn	-0.085202	-0.013239	0.012465	0.001646	0.035474	-0.058997	0.052991	-0.044165	Female	28	No	No	Medical Leave	Suburban	College	1,670,997,600
63	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	939ffdca-05d3-4f82-8089-f27481887149	no_churn	0.284562	0	no_churn	-0.177575	-0.007677	0.052768	0.046465	0.046048	0.049455	0.040163	0.031327	Male	36	No	Yes	Employed	Urban	Bachelor	1,670,997,600
13	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	83b096f9-7847-4ac2-8cf6-2cfa117b1b84	no_churn	0.522056	1	churn	0.209013	-0.008516	-0.040724	0.151445	0.035943	0.072666	0.035778	0.002869	Male	38	No	No	Unemployed	Rural	High School or Below	1,670,997,600
31	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	75e09d9c-9c02-450f-b13f-4dab941a66c1	no_churn	0.182701	1	churn	-0.053366	-0.005022	0.007134	-0.090346	-0.09855	0.064159	0.048635	0.04833	Male	70	No	No	Employed	Suburban	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	017d585a-baf3-413d-a102-5e36ad708230	no_churn	0.913967	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Female	34	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
56	Yes	Yes	Low Speed	Expired	One year	100hrs+	Active	c70b853b-0a92-4cc3-aed6-174ebd4d7601	no_churn	0.299507	0	no_churn	-0.086591	-0.002973	0.041792	-0.026621	0.030753	-0.059461	0.065775	0.064133	Female	38	No	Yes	Employed	Rural	High School or Below	1,670,997,600
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	c7c00336-35f9-4db5-8959-8a3c79058bcc	churn	0.489225	1	churn	0.21645	-0.006655	0.018392	0.107161	0.005015	0.129458	0.069619	-0.03265	Female	38	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	3467b342-89c6-4989-ae3c-7d0b73553c41	no_churn	0.622501	0	no_churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Male	24	No	No	Employed	Suburban	High School or Below	1,670,997,600
19	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	c2440d89-3783-4fbf-b65f-93d81017abfd	no_churn	0.010303	0	no_churn	-0.032006	-0.011239	-0.065525	-0.066156	-0.094013	0.040051	0.002986	-0.023125	Female	68	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
43	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	24420e70-f90a-446a-bdda-ebb36a156fa8	no_churn	0.622487	1	churn	-0.053673	-0.001315	-0.003505	0.095908	-0.103853	0.057205	0.009169	0.041037	Male	30	No	No	Disabled	Suburban	Bachelor	1,670,997,600
63	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	30c41d89-2716-4d14-a61d-7da7a4ebbadc	no_churn	0.012845	0	no_churn	-0.090936	-0.008688	-0.001913	0.003305	-0.075035	0.049767	0.028751	-0.014278	Male	45	No	Yes	Employed	Rural	High School or Below	1,670,997,600
7	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	7f288259-5657-4a36-bf3c-299cbb16c136	no_churn	0.274909	0	no_churn	0.031645	-0.00596	-0.048651	-0.08608	-0.046237	0.037588	0.022704	-0.014778	Male	30	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	9925f317-9c65-4d4c-ae58-f3a8b0c5dfe1	no_churn	0.03424	0	no_churn	0.181643	-0.000755	-0.053958	0.02605	0.115959	0.125032	-0.021561	-0.019042	Male	33	No	Yes	Employed	Suburban	College	1,670,997,600
72	Yes	No	Fiber optic	Expired	Two year	<50hrs	Active	13a22a95-23f5-485e-b4e1-2a7e09266c15	no_churn	0.015237	0	no_churn	-0.157281	-0.00327	-0.018568	0.037545	-0.001863	-0.149267	0.009445	0.014233	Male	30	No	Yes	Disabled	Suburban	Bachelor	1,670,997,600
10	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	466023df-5daa-45b4-926c-9914c05a344a	no_churn	0.18538	0	no_churn	0.02409	-0.014305	-0.052216	-0.063033	-0.031968	0.044817	0.044701	-0.033624	Female	29	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
64	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	53318061-f805-40dc-96e5-244fce275833	no_churn	0.014553	0	no_churn	-0.16908	-0.004886	0.013136	0.047499	0.098118	0.052578	0.037645	0.043963	Female	44	No	Yes	Employed	Rural	College	1,670,997,600
18	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	d02f4f2b-334c-4c58-bc43-3ba2086362ab	no_churn	0.657869	1	churn	-0.036384	-0.013001	0.024169	-0.041614	-0.126041	0.031202	0.001644	0.044333	Female	35	No	No	Unemployed	Rural	Bachelor	1,670,997,600
21	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	ab8b7221-63bf-449c-b5ec-82a0af707ffc	no_churn	0.039457	0	no_churn	0.116644	-0.003456	0.032411	0.056525	0.052646	0.092869	-0.038529	0.020947	Male	51	No	Yes	Retired	Rural	College	1,670,997,600
64	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	86275518-90c9-4f6b-9d37-070229dd43c4	no_churn	0.113658	0	no_churn	-0.080632	-0.001463	-0.007696	0.070222	0.125902	0.090137	0.074691	0.090813	Male	66	No	Yes	Unemployed	Suburban	College	1,670,997,600
63	Yes	No	Medium Speed	Expired	Two year	<80hrs	Disabled	65750674-76aa-486c-b8e1-2c70bc843295	no_churn	0.012845	0	no_churn	-0.065394	-0.008135	-0.011959	-0.022356	-0.02782	-0.129288	0.019944	-0.014018	Male	59	Yes	No	Medical Leave	Suburban	Bachelor	1,670,997,600
57	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Disabled	bc411676-324a-4627-94a9-d2bc2871642e	no_churn	0.133835	0	no_churn	-0.071431	-0.004849	-0.007115	0.001258	-0.014843	-0.172277	0.020812	-0.01858	Female	62	No	Yes	Employed	Suburban	College	1,670,997,600
68	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	905a5102-027b-4310-9689-716f795bc5a1	no_churn	0.088851	0	no_churn	-0.223792	-0.009892	-0.0146	0.057699	0.026116	0.045376	0.033035	-0.032969	Female	62	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
48	Yes	Yes	Medium Speed	Expired	One year	100hrs+	Active	9d513a8e-5c1b-4eff-b446-5983e83244ec	no_churn	0.158768	0	no_churn	-0.098845	-0.005421	0.01568	-0.072108	-0.048948	-0.054477	0.031538	0.035055	Male	23	No	No	Unemployed	Suburban	College	1,670,997,600
59	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	16228350-e394-4fe9-938f-d2660cf43459	no_churn	0.033932	0	no_churn	-0.100216	-0.00566	-0.028466	-0.018436	-0.008988	-0.064808	0.017595	-0.018381	Male	66	Yes	Yes	Medical Leave	Suburban	High School or Below	1,670,997,600
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	8bcd8469-9ade-4fe2-828d-0c2242281cb5	no_churn	0.731218	1	churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Female	76	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
2	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	12444af6-cc11-4be6-b7de-81253f3462e0	no_churn	0.830066	0	no_churn	0.247122	-0.005118	0.065347	0.133215	0.086091	0.145556	0.010631	0.010564	Male	52	No	No	Employed	Suburban	Bachelor	1,670,997,600
25	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f84e6290-3c49-4a2d-a9fa-aac4e21cf0c4	no_churn	0.511022	0	no_churn	-0.012288	-0.007728	-0.112183	0.082437	0.064501	0.081038	-0.023451	-0.00754	Male	27	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
1	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	b90662a4-f7cc-44e0-b0ab-2bccb1398534	no_churn	0.870052	1	churn	0.243298	0.003964	-0.010108	-0.064008	0.071458	0.137979	0.081151	0.082054	Female	63	Yes	No	Employed	Suburban	High School or Below	1,670,997,600
18	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	60c5f03f-dca4-4249-a43e-60a9e0dc892c	no_churn	0.465566	1	churn	0.032991	0.122855	0.072196	0.015634	-0.002199	0.119171	0.096664	0.020329	Female	77	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
42	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	6a7f1453-c27a-4521-99c7-dd1331b3171c	no_churn	0.446573	1	churn	-0.003975	-0.003312	0.077066	0.117819	0.044849	0.049605	-0.008414	-0.012663	Male	69	No	No	Unemployed	Suburban	Master	1,670,997,600
16	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	22970991-04b5-407a-b2d4-cf78bbc34901	no_churn	0.277911	1	churn	0.011423	-0.017244	-0.05953	-0.049082	-0.143384	0.032689	-0.015805	0.001906	Female	64	No	No	Employed	Suburban	College	1,670,997,600
41	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e249e452-7cee-488e-9090-05511c556631	no_churn	0.398117	0	no_churn	-0.152917	-0.003297	-0.024855	0.091359	-0.022776	0.043419	0.027523	-0.034982	Female	63	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	4b2494a0-f9d8-4fe9-994b-7926066cd84c	no_churn	0.622487	1	churn	-0.002031	-0.00403	0.101557	0.122464	0.081307	0.086453	0.033419	0.083694	Female	62	No	No	Employed	Suburban	Master	1,670,997,600
42	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ec3b436b-5ff0-47b0-b42b-3878d6e8128f	no_churn	0.131237	0	no_churn	-0.086347	-0.009646	-0.044619	-0.07261	-0.045826	0.029158	0.000072	-0.019209	Male	67	No	Yes	Unemployed	Rural	Bachelor	1,670,997,600
68	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	88efa85d-b23c-482e-8218-4d89eb0c2fd8	no_churn	0.088851	0	no_churn	-0.190953	-0.011884	-0.060221	0.042931	0.007631	0.037885	0.022519	-0.028935	Female	48	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
48	Yes	Yes	Medium Speed	In_Store_Support	One year	<50hrs	Active	7896bb90-8740-4249-af09-1515397ac4fd	no_churn	0.158768	0	no_churn	-0.027442	-0.000969	0.040049	-0.008445	-0.009718	-0.020344	0.069279	0.058564	Female	41	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
43	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	51abdb51-e332-46cb-b7b5-299d2a91d3f3	no_churn	0.251634	0	no_churn	-0.200457	0.03048	0.003572	-0.060811	-0.034043	0.065396	0.006703	-0.024867	Male	55	No	Yes	Employed	Rural	College	1,670,997,600
68	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	fd034f6d-4e22-47a9-98c4-75e512e3b60d	no_churn	0.168856	0	no_churn	-0.149175	-0.0034	-0.093676	-0.062406	0.030268	0.064671	0.025994	0.055215	Male	53	No	No	Employed	Suburban	Doctor	1,670,997,600
47	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	eb5ef702-858d-4086-8559-fcac2b332073	churn	0.397228	1	churn	-0.047754	-0.008089	0.025051	-0.059755	-0.073273	0.062978	-0.003382	0.045199	Male	39	No	Yes	Unemployed	Rural	Master	1,670,997,600
64	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	571ff81c-97a6-472e-a056-14e8115b1aad	no_churn	0.014553	0	no_churn	-0.16481	-0.014584	0.01304	-0.016378	-0.065011	0.02076	0.002514	0.025443	Female	54	No	Yes	Unemployed	Rural	College	1,670,997,600
41	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	cb0753c3-dbea-4d1f-9b89-05822d7922c5	no_churn	0.021107	0	no_churn	-0.107675	-0.010362	-0.03773	-0.062544	-0.037036	0.023871	0.005127	-0.022677	Female	46	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
63	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	eb066b71-e8f2-4124-9100-460a00aff644	no_churn	0.284562	0	no_churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Female	21	No	No	Employed	Suburban	Master	1,670,997,600
8	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	884ec7c5-5087-4760-88ca-ff4286782133	no_churn	0.198431	0	no_churn	0.101046	-0.004634	0.027265	-0.012705	-0.011833	0.08665	0.094116	-0.042708	Female	50	No	No	Unemployed	Urban	College	1,670,997,600
48	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	e1b2c385-bbaf-42be-8e3c-f211c8ef3f2e	churn	0.087797	0	no_churn	-0.094313	-0.006703	-0.049189	-0.071954	-0.105298	0.039693	0.010875	0.027863	Male	56	Yes	No	Unemployed	Suburban	Master	1,670,997,600
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	a6a23b25-8fdb-4d76-a4c8-8c3006f1210d	no_churn	0.827113	1	churn	0.127171	-0.018581	-0.104092	-0.073028	-0.146279	0.046421	-0.085774	0.015137	Male	58	No	Yes	Unemployed	Rural	College	1,670,997,600
56	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	a6e168cd-cc68-447d-aa06-3993d2984a40	no_churn	0.061398	0	no_churn	-0.06115	-0.000875	0.00758	0.046917	0.09358	0.041983	-0.029831	-0.000565	Female	68	No	No	Unemployed	Suburban	Master	1,670,997,600
66	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	2adea19b-aa41-4f2e-a6bd-a53e0054b050	no_churn	0.018821	0	no_churn	-0.039315	-0.00376	-0.022007	-0.020386	-0.03774	-0.101938	0.02808	-0.02196	Female	74	No	No	Employed	Suburban	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	2cfb8201-796a-4706-a112-10da79b1cace	no_churn	0.874638	1	churn	0.107974	-0.010009	-0.075011	0.053629	-0.083861	0.076385	-0.027369	-0.011571	Female	22	No	Yes	Unemployed	Suburban	College	1,670,997,600
40	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ded036a2-e028-4012-81ff-050c24bdbf19	no_churn	0.116673	0	no_churn	-0.106339	-0.017824	-0.031283	-0.034498	-0.053678	0.034499	-0.037237	-0.022665	Male	51	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
32	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	799d89a0-fd83-4ec5-8173-f3be49635b4e	no_churn	0.532582	0	no_churn	-0.052015	-0.004062	0.022518	-0.06338	-0.094142	0.073391	0.057241	0.061423	Female	71	No	No	Unemployed	Rural	Bachelor	1,670,997,600
56	Yes	Yes	Low Speed	Expired	One year	100hrs+	Active	3645f216-c959-40f9-ad1d-28511461512c	no_churn	0.299507	0	no_churn	-0.086591	-0.002973	0.041792	-0.026621	0.030753	-0.059461	0.065775	0.064133	Male	71	Yes	No	Employed	Suburban	College	1,670,997,600
57	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1abb959b-54e9-4b61-a12f-a5bcd1245ad1	no_churn	0.169975	0	no_churn	-0.214604	-0.012037	-0.011877	0.029995	-0.021203	0.00274	0.029277	-0.028317	Female	77	No	No	Employed	Rural	Bachelor	1,670,997,600
16	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	72ea57d2-062b-48f7-ad34-a3cf0cf8a89b	churn	0.032229	0	no_churn	0.157134	-0.001373	0.015537	-0.035549	0.042057	0.100737	-0.02187	0.009984	Male	52	Yes	No	Employed	Rural	Bachelor	1,670,997,600
0	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	ea11c49d-db1c-4d13-a82e-46daa8d79d78	no_churn	0.019369	0	no_churn	0.217991	-0.006819	-0.038408	-0.061023	-0.007913	0.1078	0.070359	-0.016736	Female	69	No	No	Employed	Urban	College	1,670,997,600
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8cd059fa-f785-46f4-ae39-c83d36b40fd2	no_churn	0.627243	1	churn	0.137554	-0.00125	-0.018325	0.131529	0.04172	0.086109	-0.039265	0.033307	Female	22	No	Yes	Medical Leave	Suburban	Bachelor	1,670,997,600
70	Yes	Yes	Low Speed	Expired	Month-to-month	<50hrs	Active	c17cae9c-8b0e-4d62-a9af-6d4b38678aec	churn	0.0195	0	no_churn	-0.137654	0.002104	0.062417	0.029981	-0.002285	0.079953	0.022694	0.093765	Male	31	Yes	No	Employed	Suburban	Master	1,670,997,600
66	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	136629e7-0f0e-4de1-b4f0-afda8fb41e42	no_churn	0.018821	0	no_churn	-0.095903	-0.016667	-0.049202	-0.040588	-0.06976	0.026667	0.017681	-0.021255	Male	50	Yes	Yes	Employed	Suburban	College	1,670,997,600
22	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8644f930-7374-4a9d-b5c9-23f01b6881c8	no_churn	0.058807	0	no_churn	-0.06902	-0.00702	-0.047113	-0.055538	-0.05506	-0.019536	0.009244	-0.018315	Male	65	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
41	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	94d9f2d9-c5b0-43dc-8bb0-78625fa853e3	no_churn	0.021107	0	no_churn	-0.071515	-0.002611	-0.014444	-0.051156	-0.019255	-0.036112	0.046239	-0.040172	Female	29	No	Yes	Employed	Suburban	College	1,670,997,600
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	9762c4dd-b41a-4c0f-9aa8-42d3134c6440	churn	0.9168	1	churn	0.285763	-0.005819	0.022577	-0.022633	0.107495	0.146924	0.095909	0.100758	Female	62	Yes	Yes	Disabled	Urban	High School or Below	1,670,997,600
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	1d4f2b56-f60d-41af-8983-ff020eb93411	no_churn	0.00287	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Female	70	No	Yes	Unemployed	Urban	Master	1,670,997,600
13	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	a32ad96e-63c0-4392-a285-ea1210034657	no_churn	0.522056	1	churn	0.169825	-0.009284	0.022461	0.147845	0.032361	0.055874	-0.02636	-0.01775	Male	21	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
69	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	c3973b33-b39a-4ef4-8724-6c1f27e4fe24	no_churn	0.023444	0	no_churn	-0.083631	-0.008727	0.044818	-0.089514	-0.067025	0.030228	0.050836	0.061847	Male	66	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
69	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	2f03bce3-3afa-4978-8219-19168d39c026	churn	0.023444	0	no_churn	-0.067338	-0.003288	0.014846	-0.029453	-0.027491	-0.150555	-0.038429	0.032682	Female	70	No	No	Employed	Urban	High School or Below	1,670,997,600
15	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	35c7996c-e4df-44d4-9a5b-293b58d85a86	no_churn	0.691294	1	churn	0.047668	-0.008136	0.0288	-0.075437	-0.044872	0.054678	0.01835	0.009923	Female	51	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
72	Yes	No	Fiber optic	Expired	Two year	100hrs+	Active	650bf1e3-82f8-4822-919a-d18cbe6389bf	no_churn	0.015237	0	no_churn	-0.137672	-0.003775	-0.029593	0.0376	0.005843	-0.164683	0.008764	0.014491	Male	59	No	Yes	Unemployed	Suburban	Doctor	1,670,997,600
8	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	cd8aeadf-20b8-49b3-8d31-b19ae2ebac42	no_churn	0.198431	0	no_churn	0.101046	-0.004634	0.027265	-0.012705	-0.011833	0.08665	0.094116	-0.042708	Male	21	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
63	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	b5deb5f0-9f99-4ab6-a638-b9a1f6a413be	no_churn	0.012845	0	no_churn	-0.090936	-0.008688	-0.001913	0.003305	-0.075035	0.049767	0.028751	-0.014278	Female	37	No	No	Medical Leave	Suburban	High School or Below	1,670,997,600
10	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	b725f13b-3a92-4dfc-8088-f83ac8916e0e	no_churn	0.634421	1	churn	0.113051	-0.004777	0.069878	0.245208	0.117224	0.131046	-0.006881	0.008418	Female	67	No	No	Employed	Rural	High School or Below	1,670,997,600
35	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	2c8182d7-7f37-47ae-b62d-07f4a556512d	no_churn	0.146765	0	no_churn	0.104943	-0.000567	0.075388	0.135172	0.080405	0.064855	0.013889	0.016889	Male	26	Yes	No	Medical Leave	Suburban	High School or Below	1,670,997,600
58	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	a14ba6f5-1cd3-4b96-9146-c94035275340	no_churn	0.02515	0	no_churn	-0.059017	-0.004497	0.010027	-0.043808	-0.010768	-0.147846	0.022605	-0.015723	Male	37	Yes	No	Employed	Urban	College	1,670,997,600
7	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	eb91aa76-a7be-423b-a8a8-86ef8a8e441c	no_churn	0.274909	0	no_churn	0.031645	-0.00596	-0.048651	-0.08608	-0.046237	0.037588	0.022704	-0.014778	Male	62	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	79a38d61-d8cd-4ef2-ba48-0cde77e952aa	no_churn	0.627243	1	churn	0.137554	-0.00125	-0.018325	0.131529	0.04172	0.086109	-0.039265	0.033307	Female	39	Yes	Yes	Unemployed	Rural	Bachelor	1,670,997,600
58	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	61d003b8-eb4d-49fd-81fd-04a9959179b2	no_churn	0.153528	0	no_churn	0.022271	0.148636	0.085323	0.048689	0.080601	0.146744	0.021521	0.017188	Male	74	No	Yes	Employed	Rural	Bachelor	1,670,997,600
44	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	e2f4c3c1-0705-49d4-9c78-98aeb928e106	no_churn	0.066688	0	no_churn	-0.178874	-0.006267	-0.056001	-0.013869	0.037312	0.030733	0.029588	-0.0376	Female	70	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
30	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	9dc971c7-6d21-4b34-8ce7-c2a7080566ca	no_churn	0.462506	0	no_churn	-0.109671	-0.006782	0.034408	0.120138	-0.020678	0.076489	0.048346	-0.057942	Female	43	No	No	Employed	Urban	Bachelor	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	743997d8-c05e-4b2a-94cc-19ee5f1f6f78	churn	0.874638	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Male	67	No	No	Unemployed	Suburban	College	1,670,997,600
48	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Active	5f2dc5dd-9de9-4c52-a4ae-a7a14b4765f6	no_churn	0.188244	1	churn	-0.121173	0.058249	0.036237	-0.004694	0.014237	0.077535	0.03105	0.024532	Male	45	No	No	Employed	Suburban	Bachelor	1,670,997,600
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	49cc6bbd-62bf-4658-a2f7-48fa9a820df9	no_churn	0.831256	1	churn	0.220709	-0.006085	0.035968	0.075524	-0.042424	0.123789	0.027063	-0.01565	Female	65	Yes	No	Disabled	Suburban	College	1,670,997,600
48	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	72ea85e6-bd5a-49c4-b0fe-bd8b82038903	no_churn	0.158768	0	no_churn	-0.100779	-0.001883	0.059121	-0.038788	-0.025297	0.061421	0.047912	0.056768	Female	80	No	Yes	Employed	Suburban	Bachelor	1,670,997,600

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