review the corresponding data set and use it to answer questions and complete an exploratory data analysis. You will use R and Excel to complete the assignment.
The second data set includes data about the customers of a telecom company, the services they subscribed to, and whether they left the companys services. Multiple aspects of the customers behaviors could be analyzed using this dataset.
The data and the variable descriptions can be found at:
https://www.kaggle.com/blastchar/telco-customer-churn
Requirements:
Part I: Contextualization
In the Introductory section for Part 1 of your 4-5-page report, provide a contextualization of the dataset by doing the following:
Download the selected data set and review its description. Specify the selected dataset.
Summarize the story behind the data. Provide in-text and reference list citations of any outside sources that you consulted to contextualize the data collection efforts.
Explore the dataset. Explain the attributes of the entities.
Describe the data captured in the data set.
Summarize three observations from a cursory visual inspection of the data.
Part II: Research Questions
When data is collected, or even before collection starts, we have the purpose of the analysis in mind and plan accordingly. For an analysis to provide us with meaningful insight, we must plan it well and have a clear research question or questions in mind. The term research can sound scary, but it refers to a path to satisfying curiosity or resolving a problem. For Part II, which should be 2-3 pages, provide an analysis based on the background of the data sets:
Write three questions that this dataset can help answer.
Explain the importance of these questions in a business or other relevant context.
Identify the variables from the data set that are relevant to the questions.
Write a sample statement of outcome that your analysis may reveal.
Underline the words in these statements that refer to the variables identified in task prompt H.
Part III. Data Preparation and Distribution Analysis. Using an R script, please perform the following:
Identify the columns that hold the values of the variables you previously identified in the analysis of the research questions. Write R script to generate a subset of the given data. If the variable is categorical and the values are not numerical, transform the values into numerical values. For example, if the values of a column are Y and N, use SQL to convert them to 0 and 1 respectively when generating the subset. That includes only the values for the selected variables and translate categorical values into numeric codes.
Write an R script for a query that provides insights into your research question.
Part IV. Reporting
Write a 250-word executive summary for members of the general public outlining the findings from your analysis.
Your well-written report should be 10-12 pages in length, not including the title or reference pages. Use Saudi Electronic University academic writing standards and APA style guidelines, citing at least two references in support of your work, in addition to your text and assigned readings.
You will upload a zipped file that includes your 10-12-page report and all supporting files, including Word, R code and Excel files, and screenshots that support the presentation of the findings in the report.
You are strongly encouraged to submit all assignments to the Turnitin Originality Check prior to submitting them to your instructor for grading. If you are unsure how to submit an assignment to the Originality Check tool, review the Turnitin Originality Check Student Guide.
WA_Fn-UseC_-Telco-Customer-Churn.csv
customerID gender SeniorCitizen Partner Dependents tenure PhoneService MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies Contract PaperlessBilling PaymentMethod MonthlyCharges TotalCharges Churn
7590-VHVEG Female 0 Yes No 1 No No phone service DSL No Yes No No No No Month-to-month Yes Electronic check 29.85 29.85 No
5575-GNVDE Male 0 No No 34 Yes No DSL Yes No Yes No No No One year No Mailed check 56.95 1889.5 No
3668-QPYBK Male 0 No No 2 Yes No DSL Yes Yes No No No No Month-to-month Yes Mailed check 53.85 108.15 Yes
7795-CFOCW Male 0 No No 45 No No phone service DSL Yes No Yes Yes No No One year No Bank transfer (automatic) 42.3 1840.75 No
9237-HQITU Female 0 No No 2 Yes No Fiber optic No No No No No No Month-to-month Yes Electronic check 70.7 151.65 Yes
9305-CDSKC Female 0 No No 8 Yes Yes Fiber optic No No Yes No Yes Yes Month-to-month Yes Electronic check 99.65 820.5 Yes
1452-KIOVK Male 0 No Yes 22 Yes Yes Fiber optic No Yes No No Yes No Month-to-month Yes Credit card (automatic) 89.1 1949.4 No
6713-OKOMC Female 0 No No 10 No No phone service DSL Yes No No No No No Month-to-month No Mailed check 29.75 301.9 No
7892-POOKP Female 0 Yes No 28 Yes Yes Fiber optic No No Yes Yes Yes Yes Month-to-month Yes Electronic check 104.8 3046.05 Yes
6388-TABGU Male 0 No Yes 62 Yes No DSL Yes Yes No No No No One year No Bank transfer (automatic) 56.15 3487.95 No
9763-GRSKD Male 0 Yes Yes 13 Yes No DSL Yes No No No No No Month-to-month Yes Mailed check 49.95 587.45 No
7469-LKBCI Male 0 No No 16 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Credit card (automatic) 18.95 326.8 No
8091-TTVAX Male 0 Yes No 58 Yes Yes Fiber optic No No Yes No Yes Yes One year No Credit card (automatic) 100.35 5681.1 No
0280-XJGEX Male 0 No No 49 Yes Yes Fiber optic No Yes Yes No Yes Yes Month-to-month Yes Bank transfer (automatic) 103.7 5036.3 Yes
5129-JLPIS Male 0 No No 25 Yes No Fiber optic Yes No Yes Yes Yes Yes Month-to-month Yes Electronic check 105.5 2686.05 No
3655-SNQYZ Female 0 Yes Yes 69 Yes Yes Fiber optic Yes Yes Yes Yes Yes Yes Two year No Credit card (automatic) 113.25 7895.15 No
8191-XWSZG Female 0 No No 52 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 20.65 1022.95 No
9959-WOFKT Male 0 No Yes 71 Yes Yes Fiber optic Yes No Yes No Yes Yes Two year No Bank transfer (automatic) 106.7 7382.25 No
4190-MFLUW Female 0 Yes Yes 10 Yes No DSL No No Yes Yes No No Month-to-month No Credit card (automatic) 55.2 528.35 Yes
4183-MYFRB Female 0 No No 21 Yes No Fiber optic No Yes Yes No No Yes Month-to-month Yes Electronic check 90.05 1862.9 No
8779-QRDMV Male 1 No No 1 No No phone service DSL No No Yes No No Yes Month-to-month Yes Electronic check 39.65 39.65 Yes
1680-VDCWW Male 0 Yes No 12 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service One year No Bank transfer (automatic) 19.8 202.25 No
1066-JKSGK 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 Mailed check 20.15 20.15 Yes
3638-WEABW Female 0 Yes No 58 Yes Yes DSL No Yes No Yes No No Two year Yes Credit card (automatic) 59.9 3505.1 No
6322-HRPFA Male 0 Yes Yes 49 Yes No DSL Yes Yes No Yes No No Month-to-month No Credit card (automatic) 59.6 2970.3 No
6865-JZNKO Female 0 No No 30 Yes No DSL Yes Yes No No No No Month-to-month Yes Bank transfer (automatic) 55.3 1530.6 No
6467-CHFZW Male 0 Yes Yes 47 Yes Yes Fiber optic No Yes No No Yes Yes Month-to-month Yes Electronic check 99.35 4749.15 Yes
8665-UTDHZ Male 0 Yes Yes 1 No No phone service DSL No Yes No No No No Month-to-month No Electronic check 30.2 30.2 Yes
5248-YGIJN Male 0 Yes No 72 Yes Yes DSL Yes Yes Yes Yes Yes Yes Two year Yes Credit card (automatic) 90.25 6369.45 No
8773-HHUOZ Female 0 No Yes 17 Yes No DSL No No No No Yes Yes Month-to-month Yes Mailed check 64.7 1093.1 Yes
3841-NFECX Female 1 Yes No 71 Yes Yes Fiber optic Yes Yes Yes Yes No No Two year Yes Credit card (automatic) 96.35 6766.95 No
4929-XIHVW Male 1 Yes No 2 Yes No Fiber optic No No Yes No Yes Yes Month-to-month Yes Credit card (automatic) 95.5 181.65 No
6827-IEAUQ Female 0 Yes Yes 27 Yes No DSL Yes Yes Yes Yes No No One year No Mailed check 66.15 1874.45 No
7310-EGVHZ 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 Bank transfer (automatic) 20.2 20.2 No
3413-BMNZE Male 1 No No 1 Yes No DSL No No No No No No Month-to-month No Bank transfer (automatic) 45.25 45.25 No
6234-RAAPL Female 0 Yes Yes 72 Yes Yes Fiber optic Yes Yes No Yes Yes No Two year No Bank transfer (automatic) 99.9 7251.7 No
6047-YHPVI Male 0 No No 5 Yes No Fiber optic No No No No No No Month-to-month Yes Electronic check 69.7 316.9 Yes
6572-ADKRS Female 0 No No 46 Yes No Fiber optic No No Yes No No No Month-to-month Yes Credit card (automatic) 74.8 3548.3 No
5380-WJKOV Male 0 No No 34 Yes Yes Fiber optic No Yes Yes No Yes Yes Month-to-month Yes Electronic check 106.35 3549.25 Yes
8168-UQWWF Female 0 No No 11 Yes Yes Fiber optic No No Yes No Yes Yes Month-to-month Yes Bank transfer (automatic) 97.85 1105.4 Yes
8865-TNMNX Male 0 Yes Yes 10 Yes No DSL No Yes No No No No One year No Mailed check 49.55 475.7 No
9489-DEDVP Female 0 Yes Yes 70 Yes Yes DSL Yes Yes No No Yes No Two year Yes Credit card (automatic) 69.2 4872.35 No
9867-JCZSP Female 0 Yes Yes 17 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 20.75 418.25 No
4671-VJLCL Female 0 No No 63 Yes Yes DSL Yes Yes Yes Yes Yes No Two year Yes Credit card (automatic) 79.85 4861.45 No
4080-IIARD Female 0 Yes No 13 Yes Yes DSL Yes Yes No Yes Yes No Month-to-month Yes Electronic check 76.2 981.45 No
3714-NTNFO Female 0 No No 49 Yes Yes Fiber optic No No No No No Yes Month-to-month Yes Electronic check 84.5 3906.7 No
5948-UJZLF Male 0 No No 2 Yes No DSL No Yes No No No No Month-to-month No Mailed check 49.25 97 No
7760-OYPDY Female 0 No No 2 Yes No Fiber optic No No No No Yes No Month-to-month Yes Electronic check 80.65 144.15 Yes
7639-LIAYI Male 0 No No 52 Yes Yes DSL Yes No No Yes Yes Yes Two year Yes Credit card (automatic) 79.75 4217.8 No
2954-PIBKO Female 0 Yes Yes 69 Yes Yes DSL Yes No Yes Yes No No Two year Yes Credit card (automatic) 64.15 4254.1 No
8012-SOUDQ Female 1 No No 43 Yes Yes Fiber optic No Yes No No Yes No Month-to-month Yes Electronic check 90.25 3838.75 No
9420-LOJKX Female 0 No No 15 Yes No Fiber optic Yes Yes No No Yes Yes Month-to-month Yes Credit card (automatic) 99.1 1426.4 Yes
6575-SUVOI Female 1 Yes No 25 Yes Yes DSL Yes No No Yes Yes No Month-to-month Yes Credit card (automatic) 69.5 1752.65 No
7495-OOKFY Female 1 Yes No 8 Yes Yes Fiber optic No Yes No No No No Month-to-month Yes Credit card (automatic) 80.65 633.3 Yes
4667-QONEA Female 1 Yes Yes 60 Yes No DSL Yes Yes Yes Yes No Yes One year Yes Credit card (automatic) 74.85 4456.35 No
1658-BYGOY Male 1 No No 18 Yes Yes Fiber optic No No No No Yes Yes Month-to-month Yes Electronic check 95.45 1752.55 Yes
8769-KKTPH Female 0 Yes Yes 63 Yes Yes Fiber optic Yes No No No Yes Yes One year Yes Credit card (automatic) 99.65 6311.2 No
5067-XJQFU Male 1 Yes Yes 66 Yes Yes Fiber optic No Yes Yes Yes Yes Yes One year Yes Electronic check 108.45 7076.35 No
3957-SQXML Female 0 Yes Yes 34 Yes Yes No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Credit card (automatic) 24.95 894.3 No
5954-BDFSG Female 0 No No 72 Yes Yes Fiber optic No No Yes Yes Yes Yes Two year Yes Credit card (automatic) 107.5 7853.7 No
0434-CSFON Female 0 Yes No 47 Yes Yes Fiber optic No No Yes No Yes Yes Month-to-month Yes Electronic check 100.5 4707.1 No
1215-FIGMP Male 0 No No 60 Yes Yes Fiber optic No Yes No No Yes No Month-to-month Yes Bank transfer (automatic) 89.9 5450.7 No
0526-SXDJP Male 0 Yes No 72 No No phone service DSL Yes Yes Yes No No No Two year No Bank transfer (automatic) 42.1 2962 No
0557-ASKVU Female 0 Yes Yes 18 Yes No DSL No No Yes Yes No No One year Yes Credit card (automatic) 54.4 957.1 No
5698-BQJOH Female 0 No No 9 Yes Yes Fiber optic No No No No Yes Yes Month-to-month No Electronic check 94.4 857.25 Yes
5122-CYFXA Female 0 No No 3 Yes No DSL No Yes No Yes Yes Yes Month-to-month Yes Electronic check 75.3 244.1 No
8627-ZYGSZ Male 0 Yes No 47 Yes Yes Fiber optic No Yes No No No No One year Yes Electronic check 78.9 3650.35 No
3410-YOQBQ Female 0 No No 31 Yes No DSL No Yes Yes Yes Yes Yes Two year No Mailed check 79.2 2497.2 No
3170-NMYVV Female 0 Yes Yes 50 Yes No 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) 20.15 930.9 No
7410-OIEDU Male 0 No No 10 Yes No Fiber optic Yes No Yes No No No Month-to-month Yes Mailed check 79.85 887.35 No
2273-QCKXA Male 0 No No 1 Yes No DSL No No No Yes No No Month-to-month No Mailed check 49.05 49.05 No
0731-EBJQB Female 0 Yes Yes 52 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service One year Yes Electronic check 20.4 1090.65 No
1891-QRQSA Male 1 Yes Yes 64 Yes Yes Fiber optic Yes No Yes Yes Yes Yes Two year Yes Bank transfer (automatic) 111.6 7099 No
8028-PNXHQ Male 0 Yes Yes 62 Yes Yes No No internet service No internet service No internet service No internet service No internet service No internet service Two year Yes Bank transfer (automatic) 24.25 1424.6 No
5630-AHZIL Female 0 No Yes 3 Yes No DSL Yes No No Yes No Yes Month-to-month Yes Bank transfer (automatic) 64.5 177.4 No
2673-CXQEU Female 1 No No 56 Yes Yes Fiber optic Yes Yes Yes No Yes Yes One year No Electronic check 110.5 6139.5 No
6416-JNVRK Female 0 No No 46 Yes No DSL No No No No No Yes One year No Credit card (automatic) 55.65 2688.85 No
5590-ZSKRV Female 0 Yes Yes 8 Yes No DSL Yes Yes No No No No Month-to-month No Mailed check 54.65 482.25 No
0191-ZHSKZ Male 1 No No 30 Yes No DSL Yes Yes No No Yes Yes Month-to-month Yes Electronic check 74.75 2111.3 No
3887-PBQAO Female 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 One year Yes Credit card (automatic) 25.9 1216.6 No
5919-TMRGD Female 0 No Yes 1 Yes No Fiber optic No No No No Yes No Month-to-month Yes Electronic check 79.35 79.35 Yes
8108-UXRQN Female 0 Yes Yes 11 No No phone service DSL Yes No No No Yes Yes Month-to-month No Electronic check 50.55 565.35 No
9191-MYQKX Female 0 Yes No 7 Yes No Fiber optic No No Yes No No No Month-to-month Yes Bank transfer (automatic) 75.15 496.9 Yes
9919-YLNNG Female 0 No No 42 Yes No Fiber optic No Yes Yes Yes Yes Yes Month-to-month Yes Bank transfer (automatic) 103.8 4327.5 No
0318-ZOPWS Female 0 Yes No 49 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year Yes Bank transfer (automatic) 20.15 973.35 No
4445-ZJNMU Male 0 No No 9 Yes Yes Fiber optic No Yes No No Yes Yes Month-to-month Yes Credit card (automatic) 99.3 918.75 No
4808-YNLEU Female 0 Yes No 35 Yes No DSL Yes No No No Yes No One year Yes Bank transfer (automatic) 62.15 2215.45 No
1862-QRWPE Female 0 Yes Yes 48 Yes No 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) 20.65 1057 No
2796-NNUFI Female 0 Yes Yes 46 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 19.95 927.1 No
3016-KSVCP Male 0 Yes No 29 No No phone service DSL No No No No Yes No Month-to-month No Mailed check 33.75 1009.25 No
4767-HZZHQ Male 0 Yes Yes 30 Yes No Fiber optic No Yes Yes No No No Month-to-month No Bank transfer (automatic) 82.05 2570.2 No
2424-WVHPL Male 1 No No 1 Yes No Fiber optic No No No Yes No No Month-to-month No Electronic check 74.7 74.7 No
7233-PAHHL Male 0 Yes Yes 66 Yes Yes DSL Yes No Yes Yes Yes Yes Two year Yes Mailed check 84 5714.25 No
6067-NGCEU Female 0 No No 65 Yes Yes Fiber optic Yes Yes Yes No Yes Yes Month-to-month Yes Credit card (automatic) 111.05 7107 No
9848-JQJTX Male 0 No No 72 Yes Yes Fiber optic No Yes Yes No Yes Yes Two year Yes Bank transfer (automatic) 100.9 7459.05 No
8637-XJIVR Female 0 No No 12 Yes Yes Fiber optic Yes No No No No No Month-to-month Yes Electronic check 78.95 927.35 Yes
9803-FTJCG Male 0 Yes Yes 71 Yes Yes DSL Yes Yes No Yes No No One year Yes Credit card (automatic) 66.85 4748.7 No
0278-YXOOG Male 0 No No 5 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 21.05 113.85 Yes
3212-KXOCR Male 0 No No 52 Yes No 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) 21 1107.2 No
4598-XLKNJ Female 1 Yes No 25 Yes No Fiber optic No Yes Yes No Yes Yes Month-to-month Yes Electronic check 98.5 2514.5 Yes
6380-ARCEH 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 Mailed check 20.2 20.2 No
3679-XASPY Female 0 Yes Yes 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 19.45 19.45 No
7123-WQUHX Male 0 No No 38 Yes Yes Fiber optic No No Yes Yes Yes No One year No Bank transfer (automatic) 95 3605.6 No
5386-THSLQ Female 1 Yes No 66 No No phone service DSL No Yes Yes No Yes No One year No Bank transfer (automatic) 45.55 3027.25 No
3192-NQECA Male 0 Yes No 68 Yes Yes Fiber optic No Yes Yes Yes Yes Yes Two year Yes Bank transfer (automatic) 110 7611.85 Yes
6180-YBIQI Male 0 No No 5 No No phone service DSL No No No No No No Month-to-month No Mailed check 24.3 100.2 No
6728-DKUCO Female 0 Yes Yes 72 Yes Yes Fiber optic Yes Yes No No Yes Yes One year Yes Electronic check 104.15 7303.05 No
9750-BOOHV Female 0 No No 32 No No phone service DSL Yes No No No No No One year No Mailed check 30.15 927.65 No
8597-CWYHH Male 0 No No 43 Yes Yes Fiber optic No No No No Yes Yes One year No Mailed check 94.35 3921.3 No
2848-YXSMW Male 0 Yes Yes 72 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Credit card (automatic) 19.4 1363.25 No
0486-HECZI Male 0 Yes No 55 Yes Yes Fiber optic Yes Yes No No Yes No Month-to-month Yes Electronic check 96.75 5238.9 Yes
4549-ZDQYY Female 0 No No 52 Yes No DSL Yes No Yes Yes No No One year No Credit card (automatic) 57.95 3042.25 No
5712-AHQNN Female 0 No No 43 Yes No Fiber optic No Yes Yes No Yes No Month-to-month Yes Electronic check 91.65 3954.1 No
4846-WHAFZ Female 1 Yes No 37 Yes Yes Fiber optic No No No No No No Month-to-month Yes Electronic check 76.5 2868.15 Yes
5256-SKJGO Female 0 Yes Yes 64 No No phone service DSL No Yes No Yes Yes Yes Two year Yes Electronic check 54.6 3423.5 No
3071-VBYPO Male 0 Yes Yes 3 Yes No Fiber optic Yes Yes No No Yes No Month-to-month No Electronic check 89.85 248.4 No
9560-BBZXK Female 0 No No 36 No No phone service DSL Yes No No No No No Two year No Bank transfer (automatic) 31.05 1126.35 No
5299-RULOA Female 0 Yes Yes 10 Yes Yes Fiber optic Yes No No No Yes Yes Month-to-month Yes Electronic check 100.25 1064.65 Yes
8402-OOOHJ Female 0 No No 41 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Mailed check 20.65 835.15 No
9445-ZUEQE Male 0 Yes Yes 27 Yes Yes Fiber optic No Yes No Yes No No Month-to-month Yes Credit card (automatic) 85.2 2151.6 No
1091-SOZGA Female 0 Yes Yes 56 Yes Yes Fiber optic No No Yes No Yes Yes One year Yes Credit card (automatic) 99.8 5515.45 No
2928-HLDBA Female 0 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 Mailed check 20.7 112.75 No
0404-SWRVG Male 0 No No 3 Yes Yes Fiber optic No No No No No No Month-to-month Yes Electronic check 74.4 229.55 Yes
6497-TILVL Female 0 Yes Yes 7 Yes No DSL Yes No No No No No Month-to-month No Mailed check 50.7 350.35 No
7219-TLZHO Female 0 Yes Yes 4 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 20.85 62.9 No
4622-YNKIJ Male 0 No No 33 Yes No Fiber optic Yes No No Yes Yes No Two year Yes Electronic check 88.95 3027.65 No
4412-YLTKF Female 1 No No 27 Yes Yes Fiber optic No No Yes No No No Month-to-month Yes Electronic check 78.05 2135.5 Yes
6734-PSBAW Male 0 Yes No 72 Yes Yes No No internet service No internet service No internet service No internet service No internet service No internet service Two year Yes Bank transfer (automatic) 23.55 1723.95 No
3930-ZGWVE 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 Mailed check 19.75 19.75 No
2639-UGMAZ Male 1 No No 71 No No phone service DSL Yes Yes No No Yes Yes One year Yes Electronic check 56.45 3985.35 No
2876-GZYZC Female 0 No No 13 Yes Yes Fiber optic No No No No No Yes Month-to-month Yes Electronic check 85.95 1215.65 No
6207-WIOLX Female 0 Yes Yes 25 No No phone service DSL Yes Yes Yes No Yes Yes Month-to-month Yes Credit card (automatic) 58.6 1502.65 Yes
8587-XYZSF Male 0 No No 67 Yes No DSL No No No Yes No No Two year No Bank transfer (automatic) 50.55 3260.1 No
3091-FYHKI Male 0 No No 1 No No phone service DSL No No No No No Yes Month-to-month Yes Electronic check 35.45 35.45 Yes
2372-HWUHI Male 0 No No 2 Yes No DSL No No No No No No Month-to-month No Electronic check 44.35 81.25 Yes
7799-LGRDP Female 0 No No 43 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) 25.7 1188.2 No
7850-VWJUU Female 0 No No 23 Yes No Fiber optic Yes No No No No No Month-to-month Yes Bank transfer (automatic) 75 1778.5 No
3774-VBNXY Female 0 Yes Yes 64 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Mailed check 20.2 1277.75 No
6217-KDYWC Male 0 No Yes 57 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 19.6 1170.55 No
0390-DCFDQ Female 1 Yes No 1 Yes No Fiber optic No No No No No No Month-to-month Yes Mailed check 70.45 70.45 Yes
3146-MSEGF Female 1 Yes Yes 72 Yes Yes DSL Yes Yes Yes Yes Yes Yes Two year Yes Credit card (automatic) 88.05 6425.65 No
4080-OGPJL Female 0 No No 8 Yes Yes DSL Yes No No Yes No Yes Month-to-month No Electronic check 71.15 563.65 Yes
1095-WGNGG Female 0 Yes No 61 Yes Yes Fiber optic No Yes No No Yes Yes Two year Yes Bank transfer (automatic) 101.05 5971.25 No
2636-SJDOU Male 0 No No 64 Yes Yes Fiber optic Yes Yes No No No No One year Yes Credit card (automatic) 84.3 5289.05 No
1131-QQZEB Male 1 Yes No 71 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) 23.95 1756.2 No
5716-EZXZN Female 0 Yes Yes 65 Yes Yes Fiber optic Yes Yes No Yes Yes No Two year Yes Credit card (automatic) 99.05 6416.7 No
6837-BJYDQ 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 One year No Mailed check 19.6 61.35 No
2135-RXIHG Male 0 No No 1 Yes No DSL No No No No No No Month-to-month Yes Electronic check 45.65 45.65 Yes
6440-DKQGE Male 0 No Yes 30 Yes No DSL No Yes Yes No Yes No One year No Credit card (automatic) 64.5 1929.95 No
3466-BYAVD Male 0 Yes Yes 15 Yes No DSL No Yes Yes Yes No Yes Month-to-month Yes Mailed check 69.5 1071.4 No
3780-YVMFA Female 0 Yes Yes 8 Yes No DSL No No No Yes Yes Yes Month-to-month Yes Electronic check 68.55 564.35 No
3874-EQOEP Male 0 No No 7 Yes Yes Fiber optic No No No No Yes Yes Month-to-month No Mailed check 95 655.5 Yes
1679-JRFBR Female 0 Yes Yes 70 Yes Yes Fiber optic Yes Yes Yes No Yes Yes One year Yes Credit card (automatic) 108.15 7930.55 No
9073-ZZIAY Male 0 Yes Yes 62 Yes No DSL Yes Yes Yes Yes Yes Yes Two year No Electronic check 86.1 5215.25 No
3077-RSNTJ Female 0 Yes Yes 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 Mailed check 19.7 113.5 No
6551-GNYDG Female 0 Yes Yes 14 Yes No Fiber optic No No No No No Yes Month-to-month Yes Bank transfer (automatic) 80.9 1152.8 No
9167-APMXZ Female 0 No No 22 Yes Yes Fiber optic No No No No Yes No Month-to-month Yes Bank transfer (automatic) 84.15 1821.95 No
2749-CTKAJ Male 0 Yes Yes 22 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 20.15 419.9 No
6371-NZYEG Male 0 Yes Yes 16 Yes No DSL Yes No Yes No Yes No Two year No Mailed check 64.25 1024 No
7554-NEWDD Male 0 No No 10 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) 25.7 251.6 No
8992-VONJD Female 0 No Yes 13 Yes No DSL Yes Yes No No No No Month-to-month Yes Electronic check 56 764.55 No
0867-MKZVY Female 0 Yes No 20 Yes Yes Fiber optic Yes No No No No No Month-to-month No Electronic check 82.4 1592.35 Yes
4482-EWFMI Female 0 No No 2 Yes No Fiber optic No No No No No No Month-to-month Yes Electronic check 69.7 135.2 No
4648-YPBTM Male 0 No No 53 Yes Yes DSL No Yes Yes Yes No Yes Two year Yes Bank transfer (automatic) 73.9 3958.25 No
2907-ILJBN Female 0 Yes Yes 11 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 20.6 233.9 No
6345-FZOQH Male 0 Yes No 69 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Mailed check 19.9 1363.45 No
3376-BMGFE Female 0 No No 4 Yes No Fiber optic No No No No No No Month-to-month Yes Bank transfer (automatic) 70.9 273 Yes
5997-OPVFA Male 0 Yes No 72 Yes Yes DSL Yes Yes Yes Yes Yes Yes Two year Yes Bank transfer (automatic) 89.05 6254.45 No
3445-HXXGF Male 1 Yes No 58 No No phone service DSL No Yes Yes No No Yes Month-to-month Yes Electronic check 45.3 2651.2 Yes
1159-WFSGR Female 0 Yes Yes 16 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 20.4 321.4 No
7654-YWJUF Male 0 Yes No 43 Yes No Fiber optic Yes No Yes Yes No No One year Yes Bank transfer (automatic) 84.25 3539.25 No
1875-QIVME Female 0 Yes No 2 Yes Yes Fiber optic No No Yes Yes Yes Yes Month-to-month Yes Electronic check 104.4 242.8 Yes
6727-IOTLZ Male 0 Yes No 14 Yes No DSL No Yes Yes Yes Yes Yes Two year No Mailed check 81.95 1181.75 No
0691-JVSYA Female 0 Yes No 53 Yes No Fiber optic No No Yes No Yes Yes One year Yes Bank transfer (automatic) 94.85 5000.2 Yes
5918-VUKWP Female 0 No No 32 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service One year No Bank transfer (automatic) 20.55 654.55 No
1744-JHKYS Female 0 Yes No 34 Yes Yes 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 24.7 780.2 No
2656-FMOKZ Female 1 No No 15 Yes Yes Fiber optic No No No No No No Month-to-month Yes Mailed check 74.45 1145.7 Yes
2070-FNEXE Female 1 No No 7 Yes No Fiber optic Yes No No No No No Month-to-month No Bank transfer (automatic) 76.45 503.6 Yes
5947-SGKCL Female 0 Yes Yes 15 Yes Yes Fiber optic No Yes Yes No Yes Yes Month-to-month Yes Bank transfer (automatic) 105.35 1559.25 No
3712-PKXZA Male 0 Yes No 61 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service One year Yes Credit card (automatic) 20.55 1252 No
6317-YPKDH Female 0 No No 1 No No phone service DSL No Yes No No No No Month-to-month No Bank transfer (automatic) 29.95 29.95 Yes
6582-OIVSP Female 0 No No 1 Yes No DSL No No No No No No Month-to-month No Mailed check 45.3 45.3 No
9367-WXLCH Male 0 No No 8 Yes Yes Fiber optic No No No No No Yes Month-to-month No Bank transfer (automatic) 84.5 662.65 Yes
5524-KHNJP Male 0 Yes Yes 33 Yes No DSL Yes No Yes No Yes Yes One year No Credit card (automatic) 74.75 2453.3 No
1918-ZBFQJ Female 0 No No 13 Yes No Fiber optic No Yes Yes No No No Month-to-month Yes Electronic check 79.25 1111.65 Yes
1024-GUALD Female 0 Yes No 1 No No phone service DSL No No No No No No Month-to-month Yes Electronic check 24.8 24.8 Yes
4827-USJHP Male 0 No No 20 Yes No DSL No Yes No No No No Month-to-month Yes Mailed check 51.8 1023.85 No
8167-GJLRN Male 0 No No 3 No No phone service DSL No No No Yes No No Month-to-month No Electronic check 30.4 82.15 No
0956-SYCWG Female 0 No No 13 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service One year No Electronic check 19.65 244.8 No
8017-UVSZU Female 0 Yes No 40 Yes Yes DSL No Yes No No No No Month-to-month No Credit card (automatic) 56.6 2379.1 No
7100-FQPRV Male 0 Yes Yes 43 Yes Yes DSL Yes No No Yes No Yes One year Yes Credit card (automatic) 71.9 3173.35 No
2472-OVKUP Male 0 Yes No 6 Yes No Fiber optic No Yes Yes No No Yes Month-to-month Yes Electronic check 91 531 Yes
2984-RGEYA Female 0 Yes Yes 69 Yes No 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) 19.75 1375.4 No
9680-NIAUV Female 0 Yes Yes 72 Yes Yes Fiber optic Yes Yes Yes No Yes Yes Two year No Credit card (automatic) 109.7 8129.3 No
2146-EGVDT Male 0 Yes Yes 59 Yes No No No internet service No internet service No internet service No internet service No internet service No internet service Two year No Credit card (automatic) 19.3 1192.7 No
2604-IJPDU Female 0 Yes No 20 Yes No Fiber optic Yes Yes No Yes Yes No Month-to-month Yes Electronic check 96.55 1901.65 No
9178-JHUVJ Male 0 Yes Yes 24 Yes Yes No No internet service No internet service No internet service No internet service No internet service No internet service Two year Yes Bank transfer (automatic) 24.1 587.4 No
6168-YBYNP Male 0 No No 59 Yes Yes Fiber optic No Yes Yes Yes Yes Yes Month-to-month Yes Electronic check 111.35 6519.75 No
7255-SSFBC Male 0 Yes Yes 72 Yes Yes Fiber optic No Yes Yes Yes Yes Yes Two year Yes Bank transfer (automatic) 112.25 8041.65 No
3645-DEYGF Male 0 No Yes 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 20.75 20.75 No
9323-HGFWY Female 0 Yes No 27 Yes No Fiber optic Yes No No Yes Yes Yes One year Yes Credit card (automatic) 101.9 2681.15 No
8544-GOQSH Female 0 No No 14 Yes No Fiber optic No Yes No Yes No No Month-to-month Yes Credit card (automatic) 80.05 1112.3 No
3363-DTIVD Male 0 Yes Yes 71 Yes Yes Fiber optic Yes No Yes No Yes Yes Two year No Electronic check 105.55 7405.5 No
7018-WBJNK Male 0 No Yes 13 Yes No Fiber optic No No No No Yes No Month-to-month Yes Credit card (automatic) 78.3 1033.95 No
9142-KZXOP Male 0 No No 44 Yes No Fiber optic No No No No No No Month-to-month No Credit card (automatic) 68.85 2958.95 No
7674-YTAFD Female 0 No No 33 Yes No Fiber optic No Yes No Yes No No One year Yes Bank transfer (automatic) 79.95 2684.85 No
6348-SNFUS Male 0 Yes Yes 72 No No phone service DSL Yes Yes Yes Yes No Yes Tw
