customerID
stringlengths 10
10
| gender
stringclasses 2
values | SeniorCitizen
int64 0
1
| Partner
stringclasses 2
values | Dependents
stringclasses 2
values | tenure
int64 0
72
| PhoneService
stringclasses 2
values | MultipleLines
stringclasses 3
values | InternetService
stringclasses 3
values | OnlineSecurity
stringclasses 3
values | OnlineBackup
stringclasses 3
values | DeviceProtection
stringclasses 3
values | TechSupport
stringclasses 3
values | StreamingTV
stringclasses 3
values | StreamingMovies
stringclasses 3
values | Contract
stringclasses 3
values | PaperlessBilling
stringclasses 2
values | PaymentMethod
stringclasses 4
values | MonthlyCharges
float64 18.3
119
| TotalCharges
stringlengths 1
7
| Churn
stringclasses 2
values |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7521-YXVZY | Male | 0 | No | Yes | 3 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 19.95 | 58.3 | No |
5419-CONWX | Female | 1 | No | No | 4 | Yes | No | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Credit card (automatic) | 99.8 | 442.85 | Yes |
6240-EURKS | Female | 0 | No | Yes | 18 | No | No phone service | DSL | No | No | No | No | No | Yes | Month-to-month | Yes | Electronic check | 35 | 553 | Yes |
2373-NTKOD | Male | 0 | No | No | 8 | Yes | No | DSL | No | No | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 66.25 | 546.45 | No |
1970-KKFWL | Female | 0 | No | No | 35 | Yes | Yes | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | No | Bank transfer (automatic) | 23.3 | 797.1 | No |
6960-HVYXR | Female | 0 | No | No | 1 | Yes | Yes | Fiber optic | No | No | No | No | No | No | Month-to-month | No | Electronic check | 76 | 76 | Yes |
9337-SRRNI | Male | 0 | No | Yes | 66 | Yes | Yes | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | Yes | Credit card (automatic) | 25.3 | 1673.8 | No |
0895-UADGO | Male | 0 | No | Yes | 8 | No | No phone service | DSL | Yes | No | No | Yes | No | Yes | Two year | Yes | Mailed check | 44.55 | 343.45 | No |
5678-VFNEQ | Female | 0 | Yes | No | 71 | Yes | Yes | Fiber optic | Yes | No | Yes | No | Yes | Yes | One year | Yes | Credit card (automatic) | 104.1 | 7412.25 | No |
5977-CKHON | Female | 0 | Yes | Yes | 43 | Yes | Yes | Fiber optic | No | No | Yes | No | No | Yes | Month-to-month | Yes | Bank transfer (automatic) | 92.55 | 4039 | No |
7024-OHCCK | Female | 1 | No | No | 2 | Yes | Yes | Fiber optic | No | No | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 93.85 | 170.85 | Yes |
2692-BUCFV | Male | 1 | No | No | 29 | Yes | No | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Bank transfer (automatic) | 101.45 | 2948.6 | No |
7861-UVUFT | Female | 0 | Yes | No | 15 | Yes | No | Fiber optic | No | No | Yes | No | Yes | No | Month-to-month | Yes | Electronic check | 84.3 | 1308.4 | Yes |
1830-GGFNM | Male | 0 | Yes | Yes | 65 | Yes | Yes | Fiber optic | Yes | Yes | Yes | Yes | No | No | Two year | No | Credit card (automatic) | 94.55 | 6078.75 | No |
5302-BDJNT | Male | 0 | No | No | 35 | Yes | Yes | Fiber optic | No | No | Yes | Yes | Yes | No | Month-to-month | No | Electronic check | 95.5 | 3418.2 | No |
5223-UZAVK | Male | 0 | No | No | 64 | Yes | No | Fiber optic | Yes | Yes | No | No | Yes | Yes | One year | Yes | Credit card (automatic) | 100.3 | 6603.8 | No |
4859-ZSRDZ | Female | 0 | Yes | Yes | 58 | No | No phone service | DSL | No | No | Yes | Yes | Yes | Yes | Two year | Yes | Credit card (automatic) | 55.5 | 3166.9 | No |
5651-WYIPH | Female | 1 | No | No | 18 | Yes | No | DSL | No | Yes | No | No | No | No | Month-to-month | Yes | Credit card (automatic) | 49.85 | 865.75 | No |
9350-VLHMB | Male | 0 | Yes | Yes | 67 | Yes | Yes | Fiber optic | No | Yes | No | No | No | Yes | Month-to-month | Yes | Bank transfer (automatic) | 89.55 | 6373.1 | No |
3498-LZGQZ | Male | 0 | Yes | Yes | 63 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | Yes | Mailed check | 19.15 | 1177.05 | No |
8785-CJSHH | Female | 0 | Yes | No | 60 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.8 | 5985.75 | No |
5357-TZHPP | Male | 1 | No | No | 9 | Yes | Yes | Fiber optic | No | No | No | No | No | Yes | Month-to-month | Yes | Credit card (automatic) | 84.4 | 732.5 | Yes |
3870-SPZSI | Female | 0 | Yes | Yes | 70 | Yes | Yes | Fiber optic | Yes | Yes | Yes | Yes | Yes | Yes | Two year | Yes | Credit card (automatic) | 113.05 | 7869.05 | No |
0680-DFNNY | Male | 0 | Yes | No | 15 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 101.1 | 1504.05 | Yes |
7560-QRBXH | Female | 0 | No | Yes | 48 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | One year | No | Mailed check | 19.95 | 936.7 | No |
7077-XJMET | Male | 0 | Yes | No | 12 | Yes | No | DSL | No | No | Yes | Yes | Yes | Yes | Month-to-month | Yes | Electronic check | 74.15 | 741.4 | No |
8752-GHJFU | Male | 1 | Yes | No | 71 | Yes | Yes | Fiber optic | Yes | Yes | Yes | Yes | No | No | One year | Yes | Electronic check | 92 | 6585.2 | No |
6896-SRVYQ | Male | 1 | No | No | 44 | Yes | No | Fiber optic | No | No | Yes | No | No | No | Month-to-month | No | Electronic check | 73.85 | 3122.4 | No |
7767-UXAGJ | Male | 0 | No | No | 1 | Yes | Yes | DSL | No | No | No | No | No | No | Month-to-month | Yes | Electronic check | 50.45 | 50.45 | Yes |
4652-ODEVH | Male | 0 | Yes | Yes | 45 | Yes | Yes | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | No | Mailed check | 24.45 | 1088.25 | No |
6510-UPNKS | Female | 0 | No | No | 23 | Yes | Yes | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | One year | No | Credit card (automatic) | 24.8 | 615.35 | No |
6718-BDGHG | Female | 0 | Yes | No | 43 | Yes | Yes | DSL | No | No | No | Yes | Yes | No | One year | Yes | Bank transfer (automatic) | 64.85 | 2908.2 | No |
9046-DQMTP | Male | 0 | No | No | 35 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Bank transfer (automatic) | 20.75 | 739.9 | No |
6439-LAJXL | Male | 0 | Yes | No | 9 | Yes | No | DSL | Yes | Yes | No | Yes | Yes | No | Month-to-month | Yes | Mailed check | 68.95 | 593.85 | No |
1571-SAVHK | Male | 0 | No | No | 12 | Yes | Yes | Fiber optic | No | No | No | Yes | Yes | Yes | Month-to-month | Yes | Mailed check | 99.95 | 1132.75 | Yes |
9052-VKDUW | Female | 1 | Yes | No | 65 | Yes | Yes | Fiber optic | Yes | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Credit card (automatic) | 109.4 | 7227.45 | No |
9546-CQJSU | Female | 0 | No | No | 2 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | No | Month-to-month | Yes | Electronic check | 91.4 | 193.6 | Yes |
1666-JZPZT | Male | 0 | No | No | 27 | Yes | Yes | DSL | No | No | No | No | No | No | Month-to-month | No | Mailed check | 49 | 1291.35 | No |
5777-KJIRB | Female | 0 | No | No | 40 | Yes | No | DSL | No | No | Yes | No | No | No | One year | Yes | Mailed check | 50.25 | 2023.55 | No |
0506-LVNGN | Female | 1 | No | No | 5 | Yes | No | Fiber optic | No | No | Yes | No | No | No | Month-to-month | Yes | Credit card (automatic) | 75.55 | 349.65 | Yes |
7677-SJJJK | Male | 0 | Yes | Yes | 8 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | One year | No | Credit card (automatic) | 19.9 | 153.95 | No |
2480-EJWYP | Female | 1 | Yes | No | 58 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | One year | Yes | Bank transfer (automatic) | 97.8 | 5458.8 | No |
3253-HKOKL | Female | 0 | Yes | Yes | 52 | Yes | No | Fiber optic | Yes | No | Yes | No | Yes | Yes | One year | No | Electronic check | 100.3 | 5244.45 | No |
7055-HNEOJ | Male | 0 | Yes | No | 3 | Yes | No | DSL | No | No | Yes | Yes | No | No | Month-to-month | Yes | Mailed check | 55.8 | 154.55 | No |
5514-YQENT | Male | 0 | No | Yes | 41 | Yes | No | Fiber optic | Yes | Yes | Yes | Yes | Yes | Yes | Two year | Yes | Electronic check | 111.15 | 4507.15 | No |
3211-AAPKX | Male | 0 | No | No | 20 | Yes | Yes | Fiber optic | No | No | No | Yes | Yes | Yes | Month-to-month | Yes | Mailed check | 98.55 | 2031.95 | No |
8445-DNBAE | Male | 0 | No | Yes | 1 | Yes | Yes | DSL | No | No | No | No | No | No | Month-to-month | Yes | Electronic check | 50.05 | 50.05 | No |
2951-QOQTK | Male | 0 | No | Yes | 4 | Yes | Yes | Fiber optic | No | No | No | Yes | No | No | Month-to-month | No | Credit card (automatic) | 80.8 | 332.45 | Yes |
2958-NHPPS | Male | 0 | No | No | 23 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Electronic check | 20.85 | 473.9 | No |
6806-YDEUL | Female | 1 | No | No | 6 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Bank transfer (automatic) | 19.5 | 106.8 | No |
1735-XMJVH | Male | 0 | Yes | Yes | 8 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | Yes | Mailed check | 19.35 | 152.6 | No |
6890-PFRQX | Male | 0 | No | No | 18 | Yes | Yes | DSL | Yes | No | Yes | No | Yes | No | Month-to-month | No | Mailed check | 69.5 | 1199.4 | No |
0222-CNVPT | Male | 1 | No | No | 52 | No | No phone service | DSL | Yes | No | No | No | Yes | Yes | Month-to-month | Yes | Credit card (automatic) | 48.8 | 2555.05 | No |
5899-OUVKV | Male | 0 | No | No | 31 | Yes | No | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 94.5 | 2979.2 | No |
8681-ICONS | Male | 0 | Yes | Yes | 29 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | Yes | Mailed check | 20.65 | 654.85 | No |
1621-YNCJH | Female | 0 | Yes | No | 36 | Yes | Yes | Fiber optic | Yes | Yes | Yes | Yes | No | Yes | Two year | Yes | Credit card (automatic) | 106.05 | 3834.4 | No |
3473-XIIIT | Female | 0 | Yes | No | 16 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 100 | 1534.75 | Yes |
6362-QHAFM | Male | 0 | Yes | No | 42 | Yes | Yes | Fiber optic | No | No | Yes | Yes | Yes | Yes | One year | Yes | Electronic check | 108.3 | 4586.15 | No |
7893-IXHRQ | Male | 0 | No | No | 1 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Electronic check | 20.55 | 20.55 | Yes |
3070-BDOQC | Female | 0 | No | No | 60 | Yes | No | Fiber optic | No | Yes | Yes | No | Yes | Yes | Two year | Yes | Electronic check | 99.65 | 5941.05 | No |
2952-QAYZF | Male | 0 | No | No | 5 | Yes | Yes | Fiber optic | No | Yes | Yes | No | No | No | Month-to-month | Yes | Electronic check | 85.3 | 424.15 | Yes |
6234-PFPXL | Male | 0 | Yes | No | 22 | Yes | Yes | Fiber optic | Yes | No | No | Yes | Yes | No | Month-to-month | No | Credit card (automatic) | 95.9 | 2234.95 | No |
9824-QCJPK | Male | 0 | Yes | No | 36 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | One year | No | Mailed check | 20 | 666.75 | No |
4763-PGDPO | Female | 0 | No | No | 4 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | No | Electronic check | 70.4 | 281 | Yes |
4283-IVYCI | Male | 0 | No | No | 9 | Yes | No | DSL | Yes | No | No | Yes | No | Yes | Month-to-month | No | Mailed check | 64.95 | 547.8 | No |
1866-OBPNR | Male | 0 | Yes | Yes | 1 | Yes | No | Fiber optic | No | Yes | No | No | No | No | Month-to-month | No | Credit card (automatic) | 74.6 | 74.6 | No |
8205-MQUGY | Male | 0 | Yes | Yes | 12 | Yes | No | DSL | Yes | No | No | No | No | No | Month-to-month | Yes | Electronic check | 49.2 | 571.15 | No |
8970-ANWXO | Female | 0 | No | No | 23 | Yes | Yes | DSL | No | No | No | Yes | Yes | Yes | One year | Yes | Mailed check | 73.75 | 1756.6 | No |
9480-BQJEI | Male | 0 | No | No | 62 | Yes | Yes | Fiber optic | Yes | Yes | No | No | No | Yes | One year | Yes | Bank transfer (automatic) | 92.3 | 5731.45 | No |
5394-SVGJV | Male | 0 | No | No | 37 | Yes | Yes | Fiber optic | No | No | No | Yes | Yes | Yes | Month-to-month | No | Bank transfer (automatic) | 98.8 | 3475.55 | Yes |
6979-TNDEU | Female | 0 | No | No | 8 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 19.2 | 156.85 | No |
9777-WJJPR | Male | 0 | Yes | No | 31 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | No | Month-to-month | No | Credit card (automatic) | 88.65 | 2683.2 | No |
9283-LZQOH | Male | 0 | Yes | Yes | 13 | Yes | Yes | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Credit card (automatic) | 74.4 | 896.75 | Yes |
7079-QRCBC | Female | 0 | No | No | 24 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 98.75 | 2407.3 | Yes |
9495-SKLKD | Male | 0 | Yes | Yes | 45 | Yes | Yes | Fiber optic | No | Yes | Yes | No | No | Yes | Month-to-month | Yes | Bank transfer (automatic) | 95.95 | 4456.65 | No |
6048-UWKAL | Female | 1 | Yes | No | 69 | Yes | Yes | Fiber optic | No | Yes | No | Yes | Yes | Yes | Two year | No | Credit card (automatic) | 105.4 | 6998.95 | No |
5067-DGXLL | Male | 0 | No | No | 2 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 20.25 | 36.8 | No |
5469-CTCWN | Male | 0 | Yes | Yes | 61 | Yes | Yes | Fiber optic | Yes | Yes | No | No | Yes | Yes | One year | Yes | Electronic check | 106 | 6547.7 | Yes |
9851-QXEEQ | Male | 0 | No | No | 41 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 104.7 | 4346.4 | Yes |
6281-FKEWS | Female | 0 | No | No | 44 | No | No phone service | DSL | No | No | Yes | No | Yes | Yes | One year | Yes | Electronic check | 49.05 | 2265 | No |
8898-KASCD | Male | 0 | No | No | 39 | No | No phone service | DSL | No | No | Yes | Yes | No | No | One year | No | Mailed check | 35.55 | 1309.15 | No |
9242-TKFSV | Male | 0 | Yes | Yes | 72 | No | No phone service | DSL | Yes | Yes | Yes | Yes | Yes | Yes | Two year | Yes | Credit card (automatic) | 65.1 | 4754.3 | No |
9290-SHCMB | Female | 1 | No | No | 13 | Yes | No | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 96.85 | 1235.55 | No |
0743-HNPFG | Female | 0 | Yes | Yes | 51 | Yes | No | DSL | Yes | Yes | No | Yes | No | Yes | One year | Yes | Credit card (automatic) | 69.75 | 3562.5 | No |
2277-BKJKN | Female | 1 | Yes | No | 71 | Yes | No | Fiber optic | No | Yes | Yes | No | Yes | Yes | Two year | Yes | Electronic check | 99.2 | 7213.75 | No |
9809-IMGCQ | Male | 1 | No | No | 22 | Yes | Yes | Fiber optic | No | No | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 96.7 | 2082.95 | Yes |
5208-HFSBT | Female | 0 | No | No | 2 | Yes | No | DSL | No | Yes | No | Yes | No | No | Month-to-month | Yes | Credit card (automatic) | 55.05 | 102.75 | Yes |
5035-PGZXH | Female | 0 | No | No | 56 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | One year | Yes | Electronic check | 106.8 | 5914.4 | No |
8695-WDYEA | Male | 0 | No | No | 1 | Yes | No | DSL | Yes | No | No | No | No | No | Month-to-month | No | Mailed check | 51.25 | 51.25 | No |
6543-JXSOO | Female | 0 | Yes | Yes | 23 | Yes | No | DSL | Yes | Yes | No | Yes | No | No | One year | Yes | Mailed check | 57.75 | 1282.85 | No |
8016-ZMGMO | Female | 1 | Yes | No | 66 | Yes | Yes | DSL | No | Yes | Yes | No | Yes | No | One year | Yes | Bank transfer (automatic) | 70.85 | 4738.85 | No |
8605-ITULD | Female | 0 | No | No | 1 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 19.55 | 19.55 | No |
3254-YRILK | Male | 1 | No | No | 19 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | No | Month-to-month | Yes | Electronic check | 88.2 | 1775.8 | Yes |
6416-YJTTB | Male | 0 | No | No | 11 | Yes | No | Fiber optic | Yes | No | Yes | No | No | No | Month-to-month | Yes | Bank transfer (automatic) | 79.5 | 795.65 | No |
2667-WYLWJ | Female | 0 | Yes | Yes | 8 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | One year | Yes | Mailed check | 19.75 | 145 | Yes |
4472-VESGY | Female | 0 | Yes | Yes | 52 | Yes | Yes | Fiber optic | Yes | Yes | Yes | No | No | Yes | Month-to-month | No | Bank transfer (automatic) | 98.15 | 4993.4 | No |
3195-TQDZX | Male | 0 | No | No | 3 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | Yes | Electronic check | 20.25 | 61.45 | No |
3128-YOVTD | Female | 0 | Yes | Yes | 51 | Yes | No | Fiber optic | Yes | Yes | No | No | No | No | Month-to-month | Yes | Bank transfer (automatic) | 79.15 | 4018.55 | No |
0529-ONKER | Male | 1 | No | No | 15 | Yes | Yes | Fiber optic | No | No | No | No | No | No | Month-to-month | No | Electronic check | 75.65 | 1146.65 | Yes |
1728-CXQBE | Male | 1 | Yes | No | 64 | Yes | Yes | Fiber optic | No | Yes | Yes | No | No | Yes | Month-to-month | Yes | Electronic check | 94.25 | 6081.4 | No |
Subsets and Splits