Quiz: Customer Churn Analysis Using PySpark
Test your knowledge of customer churn analysis and predictions using PySpark.
Task 1: Load the Telco churn data into a PySpark DataFrame
To begin our analysis, we’ll load the Telco churn data into a PySpark DataFrame. This task consists of two subtasks:
1.1 Load the customer data into a PySpark DataFrame
We’ll first load the customer data from a suitable data source into a PySpark DataFrame using PySpark’s built-in capabilities.
1.2 Ensure the data is properly formatted and structured for analysis
Once we have loaded the data, it’s essential to ensure that the data is properly formatted and structured for analysis by printing the first five rows and the schema of the DataFrame.
Press + to interact
main.py
churn.csv
CustomerID,Count,Country,State,City,Zip Code,Lat Long,Latitude,Longitude,Gender,Senior Citizen,Partner,Dependents,Tenure Months,Phone Service,Multiple Lines,Internet Service,Online Security,Online Backup,Device Protection,Tech Support,Streaming TV,Streaming Movies,Contract,Paperless Billing,Payment Method,Monthly Charges,Total Charges,Churn Label,Churn Value,Churn Score,CLTV,Churn Reason3668-QPYBK,1,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,Male,No,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes,1,86,3239,Competitor made better offer9305-CDSKC,1,United States,California,Los Angeles,90006,"34.048013, -118.293953",34.048013,-118.293953,Female,No,No,Yes,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes,1,86,5372,Moved1066-JKSGK,1,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,Male,No,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,1,92,4832,Competitor made better offer8665-UTDHZ,1,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,Male,No,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes,1,97,2915,Competitor had better devices8773-HHUOZ,1,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,Female,No,No,No,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes,1,74,3022,Competitor offered higher download speeds9191-MYQKX,1,United States,California,Lynwood,90262,"33.923573, -118.200669",33.923573,-118.200669,Female,No,Yes,Yes,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes,1,70,3457,Service dissatisfaction0867-MKZVY,1,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,Female,No,Yes,Yes,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes,1,86,5719,Price too high3445-HXXGF,1,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,Male,Yes,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,1,100,5444,Service dissatisfaction2656-FMOKZ,1,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,Female,Yes,No,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes,1,99,5717,Limited range of services1918-ZBFQJ,1,United States,California,Glendale,91206,"34.162515, -118.203869",34.162515,-118.203869,Female,No,No,Yes,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes,1,73,5142,Price too high8937-RDTHP,1,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,Male,No,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes,1,66,2484,Poor expertise of phone support1251-KRREG,1,United States,California,North Hollywood,91601,"34.1692, -118.372498",34.1692,-118.372498,Male,No,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes,1,81,2556,Price too high4959-JOSRX,1,United States,California,La Puente,91744,"34.031441, -117.936436",34.031441,-117.936436,Female,No,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes,1,99,4884,Lack of affordable download/upload speed6323-AYBRX,1,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,Male,No,No,No,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,Mailed check,19.35,1099.6,Yes,1,83,5084,Price too high3580-REOAC,1,United States,California,Bonita,91902,"32.67117, -117.00232",32.67117,-117.00232,Male,No,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes,1,83,4061,Poor expertise of phone support2321-OMBXY,1,United States,California,Carlsbad,92009,"33.098018, -117.258203",33.098018,-117.258203,Female,No,Yes,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes,1,81,2071,Limited range of services2840-XANRC,1,United States,California,Del Mar,92014,"32.948262, -117.256086",32.948262,-117.256086,Male,Yes,Yes,No,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.15,2231.05,Yes,1,73,2212,Lack of affordable download/upload speed0122-OAHPZ,1,United States,California,Oceanside,92057,"33.254497, -117.285879",33.254497,-117.285879,Female,No,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes,1,67,2473,Price too high1010-DIAUQ,1,United States,California,San Diego,92116,"32.765299, -117.122565",32.765299,-117.122565,Male,No,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes,1,98,5383,Price too high0979-PHULV,1,United States,California,Holtville,92250,"32.811001, -115.152865",32.811001,-115.152865,Male,No,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes,1,80,4020,Extra data charges0256-LTHVJ,1,United States,California,Ludlow,92338,"34.702766, -116.093376",34.702766,-116.093376,Female,No,Yes,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes,1,98,5201,Competitor had better devices7783-YKGDV,1,United States,California,March Air Reserve Base,92518,"33.888323, -117.277533",33.888323,-117.277533,Female,No,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes,1,76,2538,Lack of affordable download/upload speed9282-IZGQK,1,United States,California,Irvine,92612,"33.643095, -117.810896",33.643095,-117.810896,Female,No,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.0,85,Yes,1,80,5679,Don't know2817-NTQDO,1,United States,California,Huntington Beach,92646,"33.666301, -117.969501",33.666301,-117.969501,Male,No,No,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),45.55,597,Yes,1,74,4856,Poor expertise of online support4710-FDUIZ,1,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,Male,No,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes,1,67,5170,Competitor offered more data1218-VKFPE,1,United States,California,Anaheim,92805,"33.830209, -117.906099",33.830209,-117.906099,Female,No,Yes,No,12,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,19.0,233.55,Yes,1,72,3535,Competitor made better offer3627-FHKBK,1,United States,California,Anaheim,92806,"33.83796, -117.870494",33.83796,-117.870494,Female,No,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes,1,87,3244,Competitor had better devices3419-SNJJD,1,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,Female,Yes,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes,1,91,4196,Competitor offered higher download speeds7207-RMRDB,1,United States,California,Santa Barbara,93110,"34.437945, -119.77191",34.437945,-119.77191,Female,No,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes,1,89,5720,Competitor had better devices0195-IESCP,1,United States,California,Armona,93202,"36.315979, -119.710852",36.315979,-119.710852,Male,No,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes,1,75,3573,Competitor offered more data4580-TMHJU,1,United States,California,Avenal,93204,"35.916943, -120.129921",35.916943,-120.129921,Female,No,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes,1,65,2152,Don't know2024-BASKD,1,United States,California,Exeter,93221,"36.301689, -119.018233",36.301689,-119.018233,Female,No,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes,1,94,3860,Competitor offered more data4464-JCOLN,1,United States,California,Huron,93234,"36.217864, -120.080117",36.217864,-120.080117,Male,No,Yes,No,2,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,19.85,35.9,Yes,1,68,2362,Competitor offered more data7538-GWHML,1,United States,California,Lemon Cove,93244,"36.462671, -118.997291",36.462671,-118.997291,Female,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes,1,80,2323,Competitor made better offer3276-HDUEG,1,United States,California,Maricopa,93252,"34.737031, -119.460557",34.737031,-119.460557,Female,No,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes,1,78,4838,Competitor offered higher download speeds0823-HSCDJ,1,United States,California,Onyx,93255,"35.676978, -118.101378",35.676978,-118.101378,Male,Yes,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes,1,90,5597,Competitor offered more data1448-PWKYE,1,United States,California,Shafter,93263,"35.490705, -119.286833",35.490705,-119.286833,Male,No,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.0,80,Yes,1,88,2046,Competitor had better devices7133-VBDCG,1,United States,California,Bakersfield,93311,"35.16207, -119.194488",35.16207,-119.194488,Female,No,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes,1,85,4535,Competitor offered higher download speeds4952-YSOGZ,1,United States,California,Lompoc,93436,"34.601055, -120.382917",34.601055,-120.382917,Female,No,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes,1,74,5640,Competitor offered more data5244-IRFIH,1,United States,California,Los Alamos,93440,"34.758699, -120.275839",34.758699,-120.275839,Male,Yes,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes,1,96,4333,Competitor made better offer6439-GTPCA,1,United States,California,Pismo Beach,93449,"35.165668, -120.655842",35.165668,-120.655842,Female,No,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes,1,73,5269,Competitor had better devices6683-VLCTZ,1,United States,California,Johannesburg,93528,"35.363339, -117.637641",35.363339,-117.637641,Male,Yes,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes,1,92,5444,Competitor offered more data5842-POCOP,1,United States,California,Randsburg,93554,"35.405722, -117.773354",35.405722,-117.773354,Female,No,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes,1,79,4356,Competitor offered higher download speeds7314-OXENN,1,United States,California,Trona,93562,"35.74837, -117.384948",35.74837,-117.384948,Male,No,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.0,184.65,Yes,1,97,3051,Competitor offered more data0691-IFBQW,1,United States,California,Biola,93606,"36.798882, -120.019511",36.798882,-120.019511,Female,Yes,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.0,4874.8,Yes,1,81,2403,Competitor made better offer3009-JWMPU,1,United States,California,Five Points,93624,"36.397745, -120.119911",36.397745,-120.119911,Male,No,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes,1,92,5016,Attitude of service provider3138-BKYAV,1,United States,California,Kerman,93630,"36.727418, -120.123526",36.727418,-120.123526,Male,No,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes,1,75,4694,Attitude of service provider9231-ZJYAM,1,United States,California,Squaw Valley,93675,"36.719141, -119.202677",36.719141,-119.202677,Female,Yes,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes,1,72,5301,Moved6982-SSHFK,1,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes,1,89,3522,Competitor offered higher download speeds3027-ZTDHO,1,United States,California,Fresno,93721,"36.732694, -119.783786",36.732694,-119.783786,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes,1,80,5951,Don't know2382-BCKQJ,1,United States,California,Big Sur,93920,"36.092975, -121.549826",36.092975,-121.549826,Female,No,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes,1,91,5600,Competitor offered higher download speeds0947-MUGVO,1,United States,California,Jolon,93928,"35.930782, -121.189757",35.930782,-121.189757,Male,Yes,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes,1,95,5849,Competitor offered higher download speeds3804-RVTGV,1,United States,California,Mountain View,94043,"37.419725, -122.062947",37.419725,-122.062947,Male,No,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes,1,100,5812,Price too high0781-LKXBR,1,United States,California,San Francisco,94102,"37.7795, -122.419233",37.7795,-122.419233,Male,Yes,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes,1,70,4038,Price too high1907-UBQFC,1,United States,California,San Francisco,94108,"37.791998, -122.408653",37.791998,-122.408653,Male,Yes,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes,1,99,3189,Price too high7074-IEVOJ,1,United States,California,San Francisco,94130,"37.820894, -122.369725",37.820894,-122.369725,Female,Yes,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes,1,91,3501,Product dissatisfaction6680-WKXRZ,1,United States,California,Antioch,94509,"37.980057, -121.801599",37.980057,-121.801599,Female,No,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes,1,97,2054,Don't know9117-SHLZX,1,United States,California,Fremont,94538,"37.505768, -121.962472",37.505768,-121.962472,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes,1,72,3571,Poor expertise of phone support3158-MOERK,1,United States,California,Hayward,94545,"37.62984, -122.120843",37.62984,-122.120843,Female,No,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.0,174.8,Yes,1,83,3391,Competitor offered more data7294-TMAOP,1,United States,California,Castro Valley,94546,"37.708327, -122.083473",37.708327,-122.083473,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.55,90.55,Yes,1,72,2627,Competitor made better offer8919-FYFQZ,1,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,Male,Yes,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes,1,96,4829,Competitor had better devices8603-IJWDN,1,United States,California,Pinole,94564,"37.996462, -122.293716",37.996462,-122.293716,Male,No,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes,1,93,5228,Competitor offered higher download speeds1989-PRJHP,1,United States,California,Pleasanton,94588,"37.685052, -121.912061",37.685052,-121.912061,Male,Yes,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes,1,65,2377,Competitor had better devices4695-VADHF,1,United States,California,Oakland,94606,"37.792489, -122.244314",37.792489,-122.244314,Male,No,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes,1,84,2989,Competitor had better devices8436-BJUMM,1,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,Male,No,Yes,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes,1,84,2404,Competitor offered higher download speeds4184-TJFAN,1,United States,California,Berkeley,94707,"37.897753, -122.279391",37.897753,-122.279391,Female,Yes,Yes,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes,1,68,4486,Competitor offered higher download speeds6941-PMGEP,1,United States,California,Novato,94945,"38.135897, -122.563683",38.135897,-122.563683,Female,No,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.0,412.5,Yes,1,97,3937,Competitor made better offer4086-YQSNZ,1,United States,California,Glencoe,95232,"38.358464, -120.579304",38.358464,-120.579304,Female,Yes,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes,1,89,3834,Attitude of service provider6270-OMFIW,1,United States,California,Valley Springs,95252,"38.156971, -120.849231",38.156971,-120.849231,Male,No,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes,1,99,4990,Attitude of support person5673-FSSMF,1,United States,California,Delhi,95315,"37.422961, -120.765493",37.422961,-120.765493,Female,No,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes,1,91,4611,Attitude of support person1579-KLYDT,1,United States,California,Hickman,95323,"37.605926, -120.69955",37.605926,-120.69955,Male,No,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.45,593.45,Yes,1,98,5356,Competitor made better offer1373-ORVIZ,1,United States,California,Modesto,95351,"37.621458, -121.012295",37.621458,-121.012295,Female,No,Yes,No,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes,1,91,2860,Competitor offered higher download speeds7979-CORPM,1,United States,California,Oakdale,95361,"37.785033, -120.776141",37.785033,-120.776141,Male,No,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes,1,67,5927,Don't know6581-NQCBA,1,United States,California,Snelling,95369,"37.521708, -120.426843",37.521708,-120.426843,Female,No,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes,1,78,4840,Don't know1689-MRZQR,1,United States,California,Turlock,95382,"37.529656, -120.854357",37.529656,-120.854357,Male,No,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes,1,77,2777,Don't know2833-SLKDQ,1,United States,California,Caspar,95420,"39.361283, -123.784599",39.361283,-123.784599,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes,1,98,4094,Network reliability6818-WOBHJ,1,United States,California,Fulton,95439,"38.493888, -122.777141",38.493888,-122.777141,Female,Yes,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,6127.6,Yes,1,69,5651,Network reliability2408-TZMJL,1,United States,California,Gualala,95445,"38.848082, -123.50608",38.848082,-123.50608,Male,No,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes,1,97,4601,Network reliability8519-IMDHU,1,United States,California,Alderpoint,95511,"40.166028, -123.584144",40.166028,-123.584144,Male,Yes,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes,1,83,4981,Network reliability6393-WRYZE,1,United States,California,Bridgeville,95526,"40.372532, -123.525626",40.372532,-123.525626,Female,No,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes,1,87,3979,Don't know9415-DPEWS,1,United States,California,Carmichael,95608,"38.626128, -121.328011",38.626128,-121.328011,Female,No,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes,1,96,5727,Competitor offered more data7943-RQCHR,1,United States,California,Davis,95616,"38.508735, -121.678813",38.508735,-121.678813,Female,No,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes,1,83,2893,Competitor offered more data3793-MMFUH,1,United States,California,Davis,95618,"38.544002, -121.685559",38.544002,-121.685559,Female,Yes,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes,1,97,2230,Competitor made better offer3164-AALRN,1,United States,California,Greenwood,95635,"38.921333, -120.897718",38.921333,-120.897718,Male,No,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70.0,347.4,Yes,1,77,2673,Competitor had better devices3334-CTHOL,1,United States,California,Jackson,95642,"38.336216, -120.76901",38.336216,-120.76901,Female,No,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes,1,71,2041,Competitor had better devices0471-LVHGK,1,United States,California,Orangevale,95662,"38.689174, -121.218435",38.689174,-121.218435,Male,No,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73.0,3001.2,Yes,1,86,2041,Competitor offered higher download speeds5419-CONWX,1,United States,California,Pleasant Grove,95668,"38.833554, -121.498102",38.833554,-121.498102,Female,Yes,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,1,89,2268,Competitor offered more data1571-SAVHK,1,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,Male,No,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes,1,80,5598,Competitor had better devices2667-WYLWJ,1,United States,California,Dunnigan,95937,"38.931425, -121.946081",38.931425,-121.946081,Female,No,Yes,No,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,1,89,2247,Competitor offered higher download speeds5240-IJOQT,1,United States,California,Grass Valley,95949,"39.099204, -121.137962",39.099204,-121.137962,Male,Yes,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes,1,88,3348,Competitor offered higher download speeds1092-GANHU,1,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,Male,No,No,No,17,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,76.65,1313.55,Yes,1,87,3182,Competitor offered more data3186-BAXNB,1,United States,California,Cottonwood,96022,"40.336392, -122.448533",40.336392,-122.448533,Female,No,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes,1,71,4319,Attitude of service provider9391-EOYLI,1,United States,California,Lewiston,96052,"40.704293, -122.803899",40.704293,-122.803899,Male,Yes,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes,1,69,5374,Competitor made better offer6032-KRXXO,1,United States,California,Seiad Valley,96086,"41.924174, -123.260788",41.924174,-123.260788,Male,No,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes,1,84,5654,Competitor made better offer8017-LXHFA,1,United States,California,Davis Creek,96108,"41.750354, -120.403885",41.750354,-120.403885,Female,Yes,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,2293.6,Yes,1,95,2740,Competitor made better offer1262-OPMFY,1,United States,California,Likely,96116,"41.266008, -120.490731",41.266008,-120.490731,Female,No,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes,1,96,5105,Competitor made better offer7963-GQRMY,1,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,Female,No,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes,1,88,4903,Extra data charges1228-FZFRV,1,United States,California,Los Angeles,90007,"34.027337, -118.28515",34.027337,-118.28515,Male,No,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes,1,79,5536,Extra data charges5047-LHVLY,1,United States,California,Los Angeles,90020,"34.066367, -118.309868",34.066367,-118.309868,Male,Yes,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes,1,98,3438,Extra data charges9158-VCTQB,1,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,Female,No,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes,1,96,4963,Extra data charges6839-ITVZJ,1,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,Female,No,Yes,No,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes,1,71,2039,Don't know8593-WHYHV,1,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,Male,No,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes,1,67,4934,Don't know6097-EQISJ,1,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,Female,No,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes,1,82,4688,Attitude of support person4423-YLHDV,1,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,Female,No,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes,1,67,5570,Attitude of support person0516-VRYBW,1,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,Female,No,No,No,18,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),20.15,390.85,Yes,1,85,4931,Attitude of support person5922-ABDVO,1,United States,California,Seal Beach,90740,"33.75462, -118.071128",33.75462,-118.071128,Female,No,Yes,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.65,1761.05,Yes,1,74,3046,Attitude of support person6910-HADCM,1,United States,California,Long Beach,90808,"33.823943, -118.111335",33.823943,-118.111335,Female,No,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.35,76.35,Yes,1,67,5613,Attitude of support person8080-DDEMJ,1,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,Male,Yes,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes,1,79,4499,Attitude of support person2485-ITVKB,1,United States,California,Northridge,91325,"34.236683, -118.517588",34.236683,-118.517588,Female,No,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes,1,78,2643,Attitude of support person0923-PNFUB,1,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,Female,No,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,83.75,247.25,Yes,1,65,4852,Attitude of support person6689-TCZHQ,1,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,Female,Yes,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes,1,65,4054,Attitude of support person4566-GOLUK,1,United States,California,Rosemead,91770,"34.065108, -118.082791",34.065108,-118.082791,Male,No,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes,1,98,3620,Attitude of support person2484-DGXPZ,1,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,Female,No,Yes,No,31,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,19.55,658.95,Yes,1,67,2687,Attitude of support person5834-ASPWA,1,United States,California,Jamul,91935,"32.695681, -116.798386",32.695681,-116.798386,Male,No,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.45,75.45,Yes,1,74,5518,Attitude of support person1024-VRZHF,1,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,Male,No,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes,1,70,2044,Attitude of support person3424-NMNBO,1,United States,California,Pauma Valley,92061,"33.313828, -116.940501",33.313828,-116.940501,Male,Yes,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes,1,91,4739,Competitor offered higher download speeds8565-CLBZW,1,United States,California,San Diego,92102,"32.716007, -117.117462",32.716007,-117.117462,Male,No,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes,1,95,2050,Competitor offered higher download speeds4795-KTRTH,1,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,Female,Yes,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.0,371.65,Yes,1,99,4287,Product dissatisfaction6481-OGDOO,1,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,Male,No,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.6,6056.15,Yes,1,73,4394,Product dissatisfaction8305-VHZBZ,1,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,Male,No,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,Yes,Mailed check,20.2,20.2,Yes,1,92,4325,Product dissatisfaction9961-JBNMK,1,United States,California,Desert Center,92239,"33.889605, -115.257009",33.889605,-115.257009,Male,Yes,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes,1,87,4317,Product dissatisfaction9734-UYXQI,1,United States,California,Holtville,92250,"32.811001, -115.152865",32.811001,-115.152865,Female,No,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes,1,97,5115,Product dissatisfaction3177-LASXD,1,United States,California,Westmorland,92281,"33.03679, -115.60503",33.03679,-115.60503,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71.35,71.35,Yes,1,77,2619,Poor expertise of phone support4897-QSUYC,1,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,Female,No,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,Yes,Mailed check,20.15,20.15,Yes,1,86,4939,Attitude of support person3806-DXQOM,1,United States,California,Baker,92309,"35.28952, -116.092214",35.28952,-116.092214,Female,No,No,No,4,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,33.65,137.85,Yes,1,95,2563,Attitude of service provider2153-MREFK,1,United States,California,Fawnskin,92333,"34.274846, -116.937581",34.274846,-116.937581,Female,No,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes,1,79,3599,Attitude of support person0925-VYDLG,1,United States,California,Ludlow,92338,"34.702766, -116.093376",34.702766,-116.093376,Female,No,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes,1,83,5898,Attitude of service provider8035-BUYVG,1,United States,California,Running Springs,92382,"34.186211, -117.07683",34.186211,-117.07683,Male,No,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes,1,67,5422,Attitude of support person4021-RQSNY,1,United States,California,Moreno Valley,92555,"33.907361, -117.109972",33.907361,-117.109972,Male,Yes,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes,1,72,5137,Attitude of service provider3207-OYBWH,1,United States,California,Newport Beach,92661,"33.601309, -117.902304",33.601309,-117.902304,Male,Yes,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.25,5427.05,Yes,1,86,6259,Attitude of support person4285-GYRQC,1,United States,California,Newport Beach,92662,"33.606336, -117.893042",33.606336,-117.893042,Female,No,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes,1,89,3344,Attitude of support person7216-EWTRS,1,United States,California,Newport Beach,92663,"33.62251, -117.927024",33.62251,-117.927024,Female,Yes,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes,1,65,3128,Attitude of service provider2528-HFYZX,1,United States,California,Santa Ana,92706,"33.765893, -117.881533",33.765893,-117.881533,Male,Yes,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes,1,92,3266,Attitude of support person2482-CZGBB,1,United States,California,Anaheim,92804,"33.818, -117.974404",33.818,-117.974404,Male,No,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.0,740,Yes,1,67,3156,Attitude of support person4529-CKBCL,1,United States,California,Ventura,93001,"34.360261, -119.306383",34.360261,-119.306383,Female,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes,1,85,4381,Attitude of service provider2506-CLAKW,1,United States,California,Ventura,93003,"34.279221, -119.221437",34.279221,-119.221437,Female,No,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes,1,80,3578,Attitude of support person0320-JDNQG,1,United States,California,Oxnard,93035,"34.18454, -119.224666",34.18454,-119.224666,Male,No,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes,1,83,3425,Don't know1587-FKLZB,1,United States,California,Santa Barbara,93101,"34.419203, -119.710008",34.419203,-119.710008,Male,Yes,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes,1,96,4479,Attitude of support person4307-KTUMW,1,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,Male,No,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes,1,68,5543,Attitude of service provider5440-FLBQG,1,United States,California,Santa Barbara,93110,"34.437945, -119.77191",34.437945,-119.77191,Male,Yes,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.4,7318.2,Yes,1,73,4708,Attitude of service provider7470-MCQTK,1,United States,California,Alpaugh,93201,"35.869626, -119.498771",35.869626,-119.498771,Female,No,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes,1,86,2655,Attitude of support person1846-XWOQN,1,United States,California,Bradley,93426,"35.842889, -121.004862",35.842889,-121.004862,Female,Yes,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes,1,71,2825,Competitor made better offer0235-KGSLC,1,United States,California,Buellton,93427,"34.631362, -120.238218",34.631362,-120.238218,Female,No,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes,1,86,3967,Moved5136-KCKGI,1,United States,California,Templeton,93465,"35.536115, -120.739231",35.536115,-120.739231,Female,No,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes,1,76,4461,Competitor had better devices3722-WPXTK,1,United States,California,Benton,93512,"37.653947, -118.231443",37.653947,-118.231443,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes,1,72,4254,Competitor offered higher download speeds7854-FOKSF,1,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,Male,No,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes,1,93,4747,Competitor offered higher download speeds8263-JQAIK,1,United States,California,Palmdale,93591,"34.598221, -117.79593",34.598221,-117.79593,Male,Yes,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes,1,77,5573,Competitor offered more data9492-TOKRI,1,United States,California,Dinuba,93618,"36.523619, -119.386868",36.523619,-119.386868,Female,No,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.0,1527.35,Yes,1,97,2708,Price too high2609-IAICY,1,United States,California,North Fork,93643,"37.244307, -119.470256",37.244307,-119.470256,Female,No,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes,1,79,2756,Limited range of services1740-CSDJP,1,United States,California,Oakhurst,93644,"37.648647, -119.231447",37.648647,-119.231447,Male,No,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes,1,88,2548,Lack of affordable download/upload speed7641-EUYET,1,United States,California,Tranquillity,93668,"36.635661, -120.288644",36.635661,-120.288644,Male,Yes,Yes,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes,1,72,5712,Product dissatisfaction9921-ZVRHG,1,United States,California,Traver,93673,"36.456091, -119.486225",36.456091,-119.486225,Female,No,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes,1,94,4155,Service dissatisfaction4701-MLJPN,1,United States,California,Fresno,93702,"36.739385, -119.753649",36.739385,-119.753649,Male,No,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes,1,78,2933,Lack of self-service on Website1596-BBVTG,1,United States,California,Fresno,93711,"36.833002, -119.82947",36.833002,-119.82947,Male,No,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes,1,79,2785,Don't know5373-SFODM,1,United States,California,San Lucas,93954,"36.125529, -120.864443",36.125529,-120.864443,Male,Yes,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes,1,82,3041,Product dissatisfaction8931-GJJIQ,1,United States,California,Burlingame,94010,"37.57028, -122.365778",37.57028,-122.365778,Female,No,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes,1,97,3520,Lack of self-service on Website5130-IEKQT,1,United States,California,San Francisco,94109,"37.794487, -122.42227",37.794487,-122.42227,Male,Yes,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes,1,100,4283,Price too high0407-BDJKB,1,United States,California,San Francisco,94114,"37.758085, -122.434801",37.758085,-122.434801,Male,No,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes,1,88,4129,Service dissatisfaction4074-SJFFA,1,United States,California,San Francisco,94122,"37.760412, -122.484966",37.760412,-122.484966,Female,No,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes,1,83,2614,Network reliability7576-OYWBN,1,United States,California,San Mateo,94402,"37.556634, -122.317723",37.556634,-122.317723,Male,Yes,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes,1,67,2930,Price too high4323-SADQS,1,United States,California,Concord,94521,"37.971421, -121.971504",37.971421,-121.971504,Male,No,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes,1,93,3520,Service dissatisfaction4446-BZKHU,1,United States,California,Pleasant Hill,94523,"37.95338, -122.076886",37.95338,-122.076886,Male,No,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.55,6281.45,Yes,1,86,5011,Lack of self-service on Website5202-IVJNU,1,United States,California,Crockett,94525,"38.049292, -122.228415",38.049292,-122.228415,Female,No,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes,1,72,3106,Network reliability3351-NQLDI,1,United States,California,Travis Afb,94535,"38.265899, -121.939461",38.265899,-121.939461,Female,No,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes,1,99,4348,Long distance charges4588-YBNIB,1,United States,California,Fremont,94539,"37.516791, -121.899117",37.516791,-121.899117,Female,No,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,Yes,Mailed check,19.6,19.6,Yes,1,91,4205,Price too high3336-JORSO,1,United States,California,Hayward,94542,"37.656695, -122.048361",37.656695,-122.048361,Female,Yes,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes,1,80,3401,Product dissatisfaction5028-GZLDO,1,United States,California,Moraga,94556,"37.827946, -122.107185",37.827946,-122.107185,Male,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes,1,96,5317,Service dissatisfaction6861-XWTWQ,1,United States,California,Napa,94559,"38.232389, -122.324944",38.232389,-122.324944,Male,Yes,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes,1,90,2487,Lack of self-service on Website2725-KXXWT,1,United States,California,Vallejo,94589,"38.161321, -122.271588",38.161321,-122.271588,Male,No,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.75,90.75,Yes,1,86,5460,Lack of self-service on Website8348-HFYIV,1,United States,California,Oakland,94601,"37.776523, -122.219268",37.776523,-122.219268,Male,No,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes,1,90,5775,Limited range of services6849-WLEYG,1,United States,California,Emeryville,94608,"37.83726, -122.287648",37.83726,-122.287648,Male,No,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,19.75,19.75,Yes,1,92,2611,Lack of affordable download/upload speed7341-LXCAF,1,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,Male,No,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes,1,87,4013,Product dissatisfaction9462-MJUAW,1,United States,California,Berkeley,94708,"37.897743, -122.263124",37.897743,-122.263124,Male,No,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes,1,92,4399,Service dissatisfaction0415-MOSGF,1,United States,California,Los Gatos,95030,"37.222842, -121.988727",37.222842,-121.988727,Female,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes,1,76,3204,Attitude of support person4826-XTSOH,1,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,Male,Yes,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes,1,96,4843,Attitude of support person2634-HCZGT,1,United States,California,San Jose,95126,"37.327069, -121.916819",37.327069,-121.916819,Male,Yes,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes,1,77,5271,Moved4404-HIBDJ,1,United States,California,San Jose,95131,"37.387027, -121.897775",37.387027,-121.897775,Female,No,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes,1,85,5175,Competitor offered more data5013-SBUIH,1,United States,California,Stockton,95202,"37.959706, -121.287669",37.959706,-121.287669,Female,No,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes,1,84,5855,Competitor had better devices0709-TVGUR,1,United States,California,Stockton,95207,"38.002125, -121.324979",38.002125,-121.324979,Female,Yes,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes,1,69,3145,Competitor had better devices6023-YEBUP,1,United States,California,Stockton,95210,"38.033219, -121.297433",38.033219,-121.297433,Male,No,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes,1,81,5351,Competitor offered higher download speeds9170-GYZJC,1,United States,California,Vallecito,95251,"38.055562, -120.456298",38.055562,-120.456298,Female,No,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes,1,84,4734,Price too high2454-RPBRZ,1,United States,California,Catheys Valley,95306,"37.394411, -120.127262",37.394411,-120.127262,Female,Yes,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes,1,97,2709,Service dissatisfaction0148-DCDOS,1,United States,California,Planada,95365,"37.329725, -120.306399",37.329725,-120.306399,Male,No,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.7,2362.1,Yes,1,82,5641,Price too high0310-MVLET,1,United States,California,Snelling,95369,"37.521708, -120.426843",37.521708,-120.426843,Female,No,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,6010.05,Yes,1,77,5612,Service dissatisfaction1732-VHUBQ,1,United States,California,Yosemite National Park,95389,"37.704267, -119.607001",37.704267,-119.607001,Female,Yes,Yes,No,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes,1,82,4457,Don't know8869-TORSS,1,United States,California,Santa Rosa,95405,"38.439696, -122.668817",38.439696,-122.668817,Female,No,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes,1,69,2681,Poor expertise of phone support0611-DFXKO,1,United States,California,Comptche,95427,"39.239818, -123.565432",39.239818,-123.565432,Male,No,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.0,1820.45,Yes,1,78,4594,Service dissatisfaction0564-JJHGS,1,United States,California,Guerneville,95446,"38.52576, -123.013347",38.52576,-123.013347,Male,No,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes,1,90,5007,Limited range of services2249-YPRNG,1,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,Female,No,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes,1,84,4223,Service dissatisfaction1591-NFNLQ,1,United States,California,Crescent City,95531,"41.701223, -124.003393",41.701223,-124.003393,Male,No,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80.0,4242.35,Yes,1,91,4769,Don't know2815-CPTUL,1,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,Male,Yes,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes,1,89,3684,Price too high7613-LLQFO,1,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,Male,No,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes,1,100,3330,Limited range of services2640-PMGFL,1,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,Male,No,No,No,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes,1,100,2518,Lack of affordable download/upload speed6022-UGGSO,1,United States,California,Citrus Heights,95610,"38.69508, -121.271616",38.69508,-121.271616,Female,Yes,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes,1,90,2091,Price too high6127-ISGTU,1,United States,California,Garden Valley,95633,"38.852544, -120.837669",38.852544,-120.837669,Female,No,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes,1,67,3075,Lack of self-service on Website1322-AGOQM,1,United States,California,Mather,95655,"38.549822, -121.266725",38.549822,-121.266725,Male,No,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes,1,95,2243,Service dissatisfaction3677-IYRBF,1,United States,California,Newcastle,95658,"38.883224, -121.15918",38.883224,-121.15918,Female,Yes,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes,1,90,4002,Lack of self-service on Website8118-LSUEL,1,United States,California,Roseville,95678,"38.759751, -121.288545",38.759751,-121.288545,Male,Yes,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes,1,79,5507,Product dissatisfaction7005-CCBKV,1,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,Male,No,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes,1,77,4539,Service dissatisfaction5052-PNLOS,1,United States,California,Echo Lake,95721,"38.851842, -120.076204",38.851842,-120.076204,Male,No,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes,1,65,3662,Don't know9174-FKWZE,1,United States,California,Sacramento,95819,"38.567594, -121.437507",38.567594,-121.437507,Female,Yes,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,Yes,Electronic check,19.45,19.45,Yes,1,78,3848,Limited range of services8809-RIHDD,1,United States,California,Sacramento,95827,"38.549185, -121.328386",38.549185,-121.328386,Male,No,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes,1,83,5055,Lack of affordable download/upload speed4822-NGOCH,1,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,Female,No,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes,1,74,5801,Long distance charges5307-DZCVC,1,United States,California,Sacramento,95835,"38.685069, -121.543709",38.685069,-121.543709,Female,Yes,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes,1,74,2431,Extra data charges8679-JOEVF,1,United States,California,Sacramento,95838,"38.646096, -121.442433",38.646096,-121.442433,Female,Yes,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes,1,87,5556,Price too high1142-WACZW,1,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,Male,No,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes,1,95,4268,Don't know5649-ANRML,1,United States,California,Clipper Mills,95930,"39.562239, -121.14836",39.562239,-121.14836,Male,Yes,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes,1,90,4486,Don't know4892-VLANZ,1,United States,California,Colusa,95932,"39.273096, -122.050763",39.273096,-122.050763,Male,No,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,19.8,19.8,Yes,1,96,5600,Don't know3030-YZADT,1,United States,California,Grass Valley,95949,"39.099204, -121.137962",39.099204,-121.137962,Male,No,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes,1,66,5023,Competitor had better devices8393-DLHGA,1,United States,California,Palermo,95968,"39.435756, -121.552071",39.435756,-121.552071,Male,No,No,No,25,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.9,2448.75,Yes,1,68,2241,Competitor offered more data9907-SWKKF,1,United States,California,Twain,95984,"40.022184, -121.062384",40.022184,-121.062384,Female,Yes,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,25.05,Yes,1,65,4842,Competitor offered higher download speeds0587-DMGBH,1,United States,California,Willows,95988,"39.493991, -122.286363",39.493991,-122.286363,Female,No,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes,1,75,2269,Competitor offered higher download speeds6397-JNZZG,1,United States,California,Adin,96006,"41.171578, -120.913161",41.171578,-120.913161,Female,Yes,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes,1,85,2573,Competitor offered higher download speeds3523-QRQLL,1,United States,California,Bieber,96009,"41.083464, -121.107929",41.083464,-121.107929,Female,No,Yes,No,22,Yes,No,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),69.5,1498.2,Yes,1,94,5922,Competitor offered more data5519-NPHVG,1,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,Female,No,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes,1,73,3975,Price too high2636-ALXXZ,1,United States,California,Tahoe Vista,96148,"39.24124, -120.054765",39.24124,-120.054765,Female,Yes,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes,1,74,2151,Poor expertise of online support3866-MDTUB,1,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,Female,No,No,No,2,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.75,146.9,Yes,1,72,3257,Lack of self-service on Website6347-DCUIK,1,United States,California,Los Angeles,90043,"33.988543, -118.334081",33.988543,-118.334081,Male,No,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes,1,90,4231,Lack of self-service on Website7663-RGWBC,1,United States,California,Los Angeles,90049,"34.091829, -118.491244",34.091829,-118.491244,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes,1,97,4773,Don't know3891-PUQOD,1,United States,California,Los Angeles,90063,"34.044271, -118.185237",34.044271,-118.185237,Female,No,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes,1,65,5020,Service dissatisfaction5519-YLDGW,1,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,Female,No,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes,1,91,3769,Limited range of services4585-HETAI,1,United States,California,Huntington Park,90255,"33.97803, -118.217141",33.97803,-118.217141,Female,No,Yes,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes,1,83,5026,Service dissatisfaction4951-UKAAQ,1,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,Female,No,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes,1,72,5948,Network reliability4918-QLLIW,1,United States,California,Santa Monica,90405,"34.005439, -118.477507",34.005439,-118.477507,Male,No,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes,1,65,2755,Don't know2947-DOMLJ,1,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,Male,No,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes,1,82,3677,Service dissatisfaction0917-EZOLA,1,United States,California,Lakewood,90713,"33.847755, -118.112532",33.847755,-118.112532,Male,Yes,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.15,7689.95,Yes,1,74,5925,Extra data charges7274-RTAPZ,1,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes,1,89,3898,Product dissatisfaction7599-FKVXZ,1,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,Male,No,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes,1,93,2265,Don't know7587-RZNME,1,United States,California,Valencia,91355,"34.43987, -118.644609",34.43987,-118.644609,Male,No,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes,1,91,4849,Lack of affordable download/upload speed4706-AXVKM,1,United States,California,Stevenson Ranch,91381,"34.364153, -118.615583",34.364153,-118.615583,Female,Yes,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes,1,67,5118,Extra data charges1670-SVOWZ,1,United States,California,Mira Loma,91752,"33.999992, -117.535395",33.999992,-117.535395,Female,No,Yes,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes,1,98,2504,Competitor offered higher download speeds0260-ZDLGK,1,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,Female,No,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes,1,65,3585,Competitor made better offer6128-CZOMY,1,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,Female,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes,1,78,4689,Competitor offered higher download speeds9540-JYROE,1,United States,California,Bonita,91902,"32.67117, -117.00232",32.67117,-117.00232,Male,No,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,551.35,Yes,1,75,2899,Competitor offered higher download speeds2260-USTRB,1,United States,California,Campo,91906,"32.673483, -116.472863",32.673483,-116.472863,Female,Yes,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes,1,67,2767,Competitor offered more data1501-SGHBW,1,United States,California,Guatay,91931,"32.857946, -116.561917",32.857946,-116.561917,Male,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes,1,81,3843,Competitor made better offer2612-RANWT,1,United States,California,Mount Laguna,91948,"32.830852, -116.444601",32.830852,-116.444601,Female,No,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes,1,96,3682,Price too high6900-PXRMS,1,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,Male,Yes,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.75,2710.25,Yes,1,100,3157,Product dissatisfaction3346-BRMIS,1,United States,California,Bonsall,92003,"33.290907, -117.202895",33.290907,-117.202895,Female,Yes,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.35,810.7,Yes,1,92,2167,Service dissatisfaction2722-JMONI,1,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,Female,Yes,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes,1,76,4989,Limited range of services4083-EUGRJ,1,United States,California,Oceanside,92057,"33.254497, -117.285879",33.254497,-117.285879,Male,No,No,No,9,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,20.25,178.5,Yes,1,98,3361,Lack of affordable download/upload speed0612-RTZZA,1,United States,California,Vista,92084,"33.22784, -117.200024",33.22784,-117.200024,Female,Yes,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes,1,87,4628,Price too high4433-JCGCG,1,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,Male,Yes,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.0,4680.05,Yes,1,88,2436,Poor expertise of phone support9488-HGMJH,1,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,Female,Yes,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes,1,85,5287,Competitor made better offer6038-GCYEC,1,United States,California,Palm Desert,92211,"33.762759, -116.324817",33.762759,-116.324817,Female,No,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes,1,95,5153,Competitor had better devices6961-VCPMC,1,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,Male,Yes,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes,1,75,4876,Competitor offered more data2645-QTLMB,1,United States,California,Bloomington,92316,"34.059722, -117.39104",34.059722,-117.39104,Male,No,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes,1,99,5267,Network reliability4424-TKOPW,1,United States,California,Crestline,92325,"34.248061, -117.29028",34.248061,-117.29028,Male,Yes,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes,1,70,4998,Lack of affordable download/upload speed5914-DVBWJ,1,United States,California,Riverside,92508,"33.885499, -117.324959",33.885499,-117.324959,Female,Yes,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.45,1505.85,Yes,1,99,5145,Competitor offered more data8625-AZYZY,1,United States,California,Anza,92539,"33.527605, -116.666551",33.527605,-116.666551,Male,No,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes,1,72,4734,Competitor made better offer6946-LMSQS,1,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,Male,Yes,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes,1,97,2673,Lack of self-service on Website3932-CMDTD,1,United States,California,Foothill Ranch,92610,"33.698728, -117.67768",33.698728,-117.67768,Female,No,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,105.65,443.9,Yes,1,66,4663,Limited range of services5089-IFSDP,1,United States,California,Huntington Beach,92647,"33.723579, -118.005441",33.723579,-118.005441,Female,No,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes,1,89,6424,Product dissatisfaction4817-VYYWS,1,United States,California,Silverado,92676,"33.782346, -117.635263",33.782346,-117.635263,Female,No,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes,1,90,3598,Service dissatisfaction5299-SJCZT,1,United States,California,Ladera Ranch,92694,"33.569186, -117.640055",33.569186,-117.640055,Male,No,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes,1,73,4480,Network reliability2898-LSJGD,1,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,Female,No,Yes,No,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes,1,74,5531,Attitude of service provider7716-YTYHG,1,United States,California,Oxnard,93030,"34.223244, -119.18012",34.223244,-119.18012,Female,No,Yes,No,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes,1,93,3365,Competitor offered higher download speeds6959-UWKHF,1,United States,California,Alpaugh,93201,"35.869626, -119.498771",35.869626,-119.498771,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes,1,87,4895,Competitor had better devices3815-SLMEF,1,United States,California,Avenal,93204,"35.916943, -120.129921",35.916943,-120.129921,Female,No,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes,1,88,2802,Competitor offered higher download speeds4587-VVTOX,1,United States,California,Frazier Park,93222,"34.907911, -119.234281",34.907911,-119.234281,Female,No,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes,1,90,4163,Competitor offered more data4652-NNHNY,1,United States,California,Fellows,93224,"35.215731, -119.57013",35.215731,-119.57013,Male,No,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes,1,77,3226,Don't know2860-RANUS,1,United States,California,Mc Kittrick,93251,"35.38381, -119.730885",35.38381,-119.730885,Female,Yes,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes,1,75,3336,Price too high0406-BPDVR,1,United States,California,Visalia,93277,"36.303793, -119.375646",36.303793,-119.375646,Female,Yes,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes,1,68,6405,Lack of affordable download/upload speed6689-KXGBO,1,United States,California,San Luis Obispo,93401,"35.233745, -120.626442",35.233745,-120.626442,Female,No,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes,1,87,3420,Product dissatisfaction4255-DDUOU,1,United States,California,Casmalia,93429,"34.866032, -120.536546",34.866032,-120.536546,Female,No,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,Yes,Mailed check,20.5,20.5,Yes,1,76,2398,Lack of self-service on Website5590-YRFJT,1,United States,California,Lompoc,93437,"34.757477, -120.550507",34.757477,-120.550507,Female,No,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes,1,94,3298,Don't know3415-TAILE,1,United States,California,Johannesburg,93528,"35.363339, -117.637641",35.363339,-117.637641,Female,No,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes,1,96,4265,Competitor had better devices0324-BRPCJ,1,United States,California,Palmdale,93591,"34.598221, -117.79593",34.598221,-117.79593,Female,Yes,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes,1,70,4481,Competitor offered more data4628-CTTLA,1,United States,California,Sanger,93657,"36.819628, -119.440414",36.819628,-119.440414,Male,No,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes,1,66,4917,Lack of self-service on Website2876-VBBBL,1,United States,California,Shaver Lake,93664,"37.223, -119.001021",37.223,-119.001021,Female,No,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,Yes,Mailed check,20.25,20.25,Yes,1,85,2783,Network reliability4229-CZMLL,1,United States,California,Salinas,93901,"36.64152, -121.622188",36.64152,-121.622188,Male,No,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes,1,87,4160,Service dissatisfaction5482-PLVPE,1,United States,California,Daly City,94014,"37.691561, -122.445202",37.691561,-122.445202,Female,Yes,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes,1,72,3278,Competitor had better devices2357-COQEK,1,United States,California,Atherton,94027,"37.454924, -122.203168",37.454924,-122.203168,Female,Yes,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes,1,78,4136,Competitor made better offer3737-GCSPV,1,United States,California,Millbrae,94030,"37.601248, -122.403099",37.601248,-122.403099,Female,No,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes,1,92,3101,Competitor had better devices2034-CGRHZ,1,United States,California,San Francisco,94104,"37.791222, -122.402241",37.791222,-122.402241,Male,Yes,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes,1,66,5245,Competitor offered higher download speeds3683-QKIUE,1,United States,California,San Francisco,94107,"37.768881, -122.395521",37.768881,-122.395521,Female,No,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes,1,88,4713,Competitor offered higher download speeds4228-ZGYUW,1,United States,California,San Francisco,94108,"37.791998, -122.408653",37.791998,-122.408653,Male,No,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes,1,98,3212,Competitor offered more data3519-ZKXGG,1,United States,California,San Francisco,94123,"37.800254, -122.436975",37.800254,-122.436975,Female,No,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes,1,79,4062,Competitor offered more data6416-TVAIH,1,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,Male,No,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes,1,89,5753,Competitor offered more data2683-BPJSO,1,United States,California,Byron,94514,"37.83323, -121.601461",37.83323,-121.601461,Male,No,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes,1,99,2651,Lack of self-service on Website1087-UDSIH,1,United States,California,Concord,94520,"38.013825, -122.039144",38.013825,-122.039144,Female,No,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,Mailed check,19.6,59.75,Yes,1,81,5000,Lack of affordable download/upload speed5445-PZWGX,1,United States,California,Travis Afb,94535,"38.265899, -121.939461",38.265899,-121.939461,Male,No,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102.0,6529.25,Yes,1,87,5090,Price too high9170-CCKOU,1,United States,California,Fremont,94539,"37.516791, -121.899117",37.516791,-121.899117,Male,No,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes,1,91,2026,Product dissatisfaction3814-MLAXC,1,United States,California,Hayward,94545,"37.62984, -122.120843",37.62984,-122.120843,Female,No,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes,1,67,2554,Lack of self-service on Website4597-NUCQV,1,United States,California,Oakland,94601,"37.776523, -122.219268",37.776523,-122.219268,Male,Yes,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2440.15,Yes,1,87,4287,Attitude of support person9019-QVLZD,1,United States,California,Oakland,94602,"37.803883, -122.208417",37.803883,-122.208417,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes,1,81,5082,Competitor made better offer4013-TLDHQ,1,United States,California,Berkeley,94704,"37.871416, -122.246597",37.871416,-122.246597,Male,No,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes,1,72,3666,Competitor had better devices3754-DXMRT,1,United States,California,San Pablo,94806,"37.980269, -122.342635",37.980269,-122.342635,Male,Yes,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes,1,86,5655,Competitor offered higher download speeds2592-SEIFQ,1,United States,California,San Anselmo,94960,"37.99272, -122.575026",37.99272,-122.575026,Male,No,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes,1,69,3503,Competitor offered higher download speeds7481-ATQQS,1,United States,California,Boulder Creek,95006,"37.171727, -122.142961",37.171727,-122.142961,Female,Yes,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes,1,70,5651,Competitor offered higher download speeds5449-FIBXJ,1,United States,California,San Jose,95127,"37.375156, -121.795867",37.375156,-121.795867,Male,No,Yes,No,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes,1,67,2349,Lack of affordable download/upload speed8280-MQRQN,1,United States,California,Arnold,95223,"38.32153, -120.236358",38.32153,-120.236358,Female,No,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes,1,69,2806,Network reliability4603-JANFB,1,United States,California,Glencoe,95232,"38.358464, -120.579304",38.358464,-120.579304,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes,1,97,4548,Poor expertise of online support2479-BRAMR,1,United States,California,Murphys,95247,"38.147852, -120.440124",38.147852,-120.440124,Male,Yes,Yes,No,41,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.75,3273.55,Yes,1,71,4995,Competitor offered more data6711-FLDFB,1,United States,California,Big Oak Flat,95305,"37.818589, -120.256995",37.818589,-120.256995,Female,No,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes,1,68,5159,Competitor had better devices9658-WYUFB,1,United States,California,Lathrop,95330,"37.80821, -121.308401",37.80821,-121.308401,Female,No,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,1617.5,Yes,1,66,2825,Competitor offered more data2013-SGDXK,1,United States,California,Mariposa,95338,"37.526791, -119.99437",37.526791,-119.99437,Female,No,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes,1,78,2172,Competitor offered more data3506-LCJDC,1,United States,California,Modesto,95358,"37.612612, -121.108568",37.612612,-121.108568,Male,No,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,Bank transfer (automatic),19.95,19.95,Yes,1,76,4860,Product dissatisfaction9647-ERGBE,1,United States,California,Turlock,95380,"37.474396, -120.875917",37.474396,-120.875917,Female,No,Yes,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes,1,100,4664,Lack of affordable download/upload speed9058-CBREO,1,United States,California,Winton,95388,"37.421299, -120.599587",37.421299,-120.599587,Female,Yes,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes,1,95,3357,Product dissatisfaction3750-CKVKH,1,United States,California,Clearlake Oaks,95423,"39.07116, -122.598542",39.07116,-122.598542,Male,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes,1,71,2299,Don't know3440-JPSCL,1,United States,California,Sonoma,95476,"38.25485, -122.461799",38.25485,-122.461799,Female,No,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes,1,87,3722,Competitor offered higher download speeds6987-XQSJT,1,United States,California,Blue Lake,95525,"40.94338, -123.831799",40.94338,-123.831799,Female,Yes,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes,1,78,5684,Competitor offered higher download speeds0325-XBFAC,1,United States,California,Hoopa,95546,"41.163637, -123.704841",41.163637,-123.704841,Male,No,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes,1,94,5811,Competitor offered more data3393-FMZPV,1,United States,California,Elverta,95626,"38.734997, -121.463719",38.734997,-121.463719,Female,No,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes,1,74,2195,Extra data charges9965-YOKZB,1,United States,California,Grizzly Flats,95636,"38.636102, -120.522149",38.636102,-120.522149,Male,Yes,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes,1,71,3723,Network reliability0362-ZBZWJ,1,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,Male,No,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes,1,69,2455,Attitude of service provider4274-OWWYO,1,United States,California,Walnut Grove,95690,"38.240419, -121.587535",38.240419,-121.587535,Male,No,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes,1,66,5633,Deceased2369-UAPKZ,1,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,Male,No,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes,1,76,3131,Moved0637-KVDLV,1,United States,California,Elk Grove,95758,"38.35363, -121.44195",38.35363,-121.44195,Male,No,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,162.45,Yes,1,80,5944,Don't know8785-EPNCG,1,United States,California,Sacramento,95815,"38.608405, -121.449942",38.608405,-121.449942,Male,No,No,No,11,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,Credit card (automatic),23.15,245.2,Yes,1,65,5671,Competitor made better offer5729-KLZAR,1,United States,California,Sacramento,95817,"38.550722, -121.457314",38.550722,-121.457314,Female,No,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes,1,73,2961,Competitor had better devices8740-CRYFY,1,United States,California,Sacramento,95823,"38.475465, -121.443625",38.475465,-121.443625,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes,1,75,2038,Competitor offered higher download speeds2962-XPMCQ,1,United States,California,Sacramento,95828,"38.486938, -121.395805",38.486938,-121.395805,Male,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes,1,81,2699,Competitor offered higher download speeds8696-JKZNU,1,United States,California,Anderson,96007,"40.448632, -122.306657",40.448632,-122.306657,Female,Yes,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes,1,100,5859,Don't know2055-PDADH,1,United States,California,Big Bend,96011,"41.096569, -121.879082",41.096569,-121.879082,Female,Yes,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes,1,67,2491,Don't know2568-OIADY,1,United States,California,Fort Jones,96032,"41.5837, -122.935922",41.5837,-122.935922,Female,No,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes,1,92,4233,Competitor had better devices2302-ANTDP,1,United States,California,Hat Creek,96040,"40.789799, -121.474529",40.789799,-121.474529,Female,Yes,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes,1,67,5915,Competitor offered more data5233-GEEAX,1,United States,California,Lewiston,96052,"40.704293, -122.803899",40.704293,-122.803899,Male,Yes,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes,1,85,5971,Competitor had better devices4432-ADRLB,1,United States,California,Montague,96064,"41.759864, -122.379175",41.759864,-122.379175,Male,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes,1,99,4655,Competitor had better devices2626-URJFX,1,United States,California,Termo,96132,"41.027281, -120.669427",41.027281,-120.669427,Male,No,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes,1,69,5691,Network reliability4735-ASGMA,1,United States,California,Carnelian Bay,96140,"39.227434, -120.091806",39.227434,-120.091806,Male,No,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes,1,99,4997,Lack of affordable download/upload speed7853-GVUDZ,1,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,Female,No,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,Yes,Credit card (automatic),20.15,20.15,Yes,1,70,4277,Lack of self-service on Website8008-HAWED,1,United States,California,Los Angeles,90027,"34.127194, -118.295647",34.127194,-118.295647,Male,No,No,No,14,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,712.75,Yes,1,82,4883,Competitor had better devices7124-UGSUR,1,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,Female,Yes,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes,1,84,4412,Competitor had better devices7912-SYRQT,1,United States,California,Los Angeles,90042,"34.11572, -118.192754",34.11572,-118.192754,Female,No,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.1,552.95,Yes,1,96,5514,Competitor offered more data4140-WJAWW,1,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,Female,No,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,Credit card (automatic),19.85,108.05,Yes,1,99,3799,Product dissatisfaction8943-URTMR,1,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,Female,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes,1,100,5082,Lack of affordable download/upload speed4713-LZDRV,1,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,Female,Yes,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes,1,94,4322,Long distance charges2955-PSXOE,1,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,Female,No,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,Yes,Bank transfer (automatic),20.2,20.2,Yes,1,98,3061,Price too high1644-IRKSF,1,United States,California,La Palma,90623,"33.850504, -118.039892",33.850504,-118.039892,Female,No,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes,1,76,5080,Attitude of support person9940-RHLFB,1,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,Female,No,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes,1,66,2176,Competitor made better offer4759-TRPLW,1,United States,California,Long Beach,90822,"33.778436, -118.118648",33.778436,-118.118648,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes,1,70,4238,Competitor had better devices8020-BWHYL,1,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,Female,Yes,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1147.45,Yes,1,99,4526,Competitor offered more data4625-EWPTF,1,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,Male,No,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,30.45,226.45,Yes,1,94,4549,Competitor had better devices8382-SHQEH,1,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,Female,No,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes,1,85,2656,Long distance charges7845-URHJN,1,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,Female,No,Yes,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,Bank transfer (automatic),20.15,156.25,Yes,1,98,4785,Price too high9530-EHPOH,1,United States,California,El Cajon,92019,"32.785165, -116.862648",32.785165,-116.862648,Male,No,No,No,11,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.75,608,Yes,1,99,3407,Competitor had better devices3317-HRTNN,1,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,Female,Yes,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes,1,73,3561,Competitor offered higher download speeds6386-SZZKH,1,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,Female,No,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes,1,92,5785,Extra data charges2982-IHMFT,1,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,Female,Yes,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes,1,67,4291,Price too high5649-VUKMC,1,United States,California,Coachella,92236,"33.680031, -116.171678",33.680031,-116.171678,Female,No,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Mailed check,95.5,1115.15,Yes,1,88,3538,Lack of self-service on Website9689-PTNPG,1,United States,California,Vidal,92280,"34.264124, -114.717964",34.264124,-114.717964,Male,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes,1,80,5055,Competitor had better devices5515-IDEJJ,1,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,Male,No,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,Mailed check,19.9,19.9,Yes,1,67,5441,Competitor offered more data6005-OBZPH,1,United States,California,Ludlow,92338,"34.702766, -116.093376",34.702766,-116.093376,Female,Yes,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes,1,89,4074,Price too high1597-FZREH,1,United States,California,Shoshone,92384,"35.924252, -116.188668",35.924252,-116.188668,Female,No,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes,1,100,3005,Lack of affordable download/upload speed6141-OOXUQ,1,United States,California,San Bernardino,92411,"34.122501, -117.320138",34.122501,-117.320138,Male,No,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,19.65,19.65,Yes,1,69,5717,Service dissatisfaction2506-TNFCO,1,United States,California,Riverside,92509,"34.004379, -117.447864",34.004379,-117.447864,Female,Yes,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes,1,67,5948,Network reliability6437-UKHMV,1,United States,California,Moreno Valley,92557,"33.970661, -117.255039",33.970661,-117.255039,Female,No,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes,1,98,3109,Attitude of support person8473-VUVJN,1,United States,California,Temecula,92590,"33.475493, -117.219551",33.475493,-117.219551,Male,Yes,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes,1,86,5443,Attitude of service provider0196-VULGZ,1,United States,California,Irvine,92620,"33.716136, -117.752574",33.716136,-117.752574,Female,Yes,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes,1,77,5721,Deceased6345-ULYRW,1,United States,California,Laguna Beach,92651,"33.570023, -117.773669",33.570023,-117.773669,Male,Yes,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes,1,99,2674,Competitor made better offer9611-CTWIH,1,United States,California,Garden Grove,92841,"33.786738, -117.982564",33.786738,-117.982564,Female,No,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes,1,84,3591,Competitor made better offer0013-EXCHZ,1,United States,California,Camarillo,93010,"34.227846, -119.079903",34.227846,-119.079903,Female,Yes,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes,1,68,3464,Network reliability4667-OHGKG,1,United States,California,Summerland,93067,"34.420998, -119.60137",34.420998,-119.60137,Male,No,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,Yes,Mailed check,19.3,19.3,Yes,1,99,4266,Service dissatisfaction2344-JMOGN,1,United States,California,Buttonwillow,93206,"35.451402, -119.488413",35.451402,-119.488413,Male,No,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes,1,72,3016,Don't know4818-DRBQT,1,United States,California,Farmersville,93223,"36.29878, -119.201028",36.29878,-119.201028,Male,No,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes,1,83,5189,Attitude of support person6821-BUXUX,1,United States,California,Maricopa,93252,"34.737031, -119.460557",34.737031,-119.460557,Female,No,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes,1,65,2110,Attitude of support person5143-WMWOG,1,United States,California,Stratford,93266,"36.175255, -119.813805",36.175255,-119.813805,Male,No,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,19.95,19.95,Yes,1,83,2051,Attitude of support person4471-KXAUH,1,United States,California,Woody,93287,"35.710244, -118.881679",35.710244,-118.881679,Female,No,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes,1,100,2514,Attitude of service provider3244-DCJWY,1,United States,California,Bakersfield,93312,"35.392599, -119.245341",35.392599,-119.245341,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes,1,89,4133,Attitude of support person0193-ESZXP,1,United States,California,Oceano,93445,"35.059695, -120.604741",35.059695,-120.604741,Female,Yes,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes,1,100,5067,Attitude of support person5049-GLYVG,1,United States,California,Badger,93603,"36.64545, -118.924982",36.64545,-118.924982,Male,No,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,20.6,20.6,Yes,1,90,3618,Attitude of service provider7136-RVDTZ,1,United States,California,Portola Valley,94028,"37.369709, -122.215844",37.369709,-122.215844,Male,Yes,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes,1,97,5824,Attitude of service provider6927-WTFIV,1,United States,California,Redwood City,94061,"37.461251, -122.235414",37.461251,-122.235414,Male,Yes,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes,1,98,3684,Attitude of service provider3398-ZOUAA,1,United States,California,Redwood City,94063,"37.499411, -122.196318",37.499411,-122.196318,Male,Yes,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes,1,67,3853,Attitude of support person0568-ONFPC,1,United States,California,San Francisco,94112,"37.720498, -122.443119",37.720498,-122.443119,Male,No,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes,1,83,2102,Moved2968-SSGAA,1,United States,California,San Francisco,94117,"37.770533, -122.445121",37.770533,-122.445121,Female,No,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes,1,77,4001,Competitor offered more data8610-WFCJF,1,United States,California,Palo Alto,94303,"37.45809, -122.115398",37.45809,-122.115398,Female,No,Yes,No,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes,1,69,5732,Competitor offered higher download speeds7248-VZQLC,1,United States,California,Concord,94521,"37.971421, -121.971504",37.971421,-121.971504,Female,Yes,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes,1,72,4661,Price too high4192-GORJT,1,United States,California,Fremont,94555,"37.555473, -122.080312",37.555473,-122.080312,Male,No,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes,1,77,4580,Service dissatisfaction5995-OIGLP,1,United States,California,Port Costa,94569,"38.035707, -122.196821",38.035707,-122.196821,Male,No,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes,1,90,3043,Extra data charges7951-QKZPL,1,United States,California,Saint Helena,94574,"38.581354, -122.296283",38.581354,-122.296283,Female,No,Yes,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes,1,77,5194,Product dissatisfaction3640-PHQXK,1,United States,California,Union City,94587,"37.59485, -122.051521",37.59485,-122.051521,Female,No,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes,1,85,2031,Service dissatisfaction6877-LGWXO,1,United States,California,Pleasanton,94588,"37.685052, -121.912061",37.685052,-121.912061,Male,Yes,Yes,No,18,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.55,1422.65,Yes,1,84,3521,Lack of self-service on Website9033-EOXWV,1,United States,California,Oakland,94603,"37.739113, -122.175602",37.739113,-122.175602,Female,No,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes,1,94,4149,Don't know5567-WSELE,1,United States,California,Richmond,94801,"37.945288, -122.383941",37.945288,-122.383941,Male,Yes,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes,1,87,3019,Competitor had better devices1871-MOWRM,1,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,Male,No,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes,1,87,4306,Competitor offered more data6595-YGXIT,1,United States,California,Boulder Creek,95006,"37.171727, -122.142961",37.171727,-122.142961,Male,Yes,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.95,2291.2,Yes,1,100,3878,Competitor made better offer9253-QXKBE,1,United States,California,Morgan Hill,95037,"37.161544, -121.649371",37.161544,-121.649371,Male,Yes,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes,1,71,2233,Network reliability7568-PODML,1,United States,California,Watsonville,95076,"36.931654, -121.752383",36.931654,-121.752383,Male,No,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes,1,69,4954,Lack of affordable download/upload speed3945-GFWQL,1,United States,California,San Jose,95113,"37.333851, -121.891147",37.333851,-121.891147,Female,No,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes,1,89,4162,Extra data charges9526-BIHHD,1,United States,California,San Jose,95127,"37.375156, -121.795867",37.375156,-121.795867,Male,No,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes,1,74,3383,Product dissatisfaction8364-TRMMK,1,United States,California,San Jose,95132,"37.424655, -121.74841",37.424655,-121.74841,Female,No,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.65,151.3,Yes,1,76,2876,Lack of self-service on Website3097-NQYSN,1,United States,California,San Jose,95139,"37.218705, -121.762429",37.218705,-121.762429,Male,Yes,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes,1,78,5204,Competitor had better devices0870-VEMYL,1,United States,California,Columbia,95310,"38.085839, -120.37855",38.085839,-120.37855,Female,No,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),53.85,259.8,Yes,1,74,5435,Competitor offered higher download speeds4009-ALQFH,1,United States,California,Groveland,95321,"37.902968, -119.667544",37.902968,-119.667544,Female,No,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes,1,90,5932,Competitor offered more data0475-RIJEP,1,United States,California,Pinecrest,95364,"38.224869, -119.755729",38.224869,-119.755729,Male,No,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes,1,100,5107,Lack of affordable download/upload speed4789-KWMXN,1,United States,California,Tuolumne,95379,"37.939768, -120.188002",37.939768,-120.188002,Male,No,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes,1,97,3344,Price too high2867-UIMSS,1,United States,California,Vernalis,95385,"37.609095, -121.263381",37.609095,-121.263381,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes,1,85,2734,Product dissatisfaction1585-MQSSU,1,United States,California,Santa Rosa,95404,"38.526941, -122.709096",38.526941,-122.709096,Male,No,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes,1,94,5659,Lack of self-service on Website7547-EKNFS,1,United States,California,Caspar,95420,"39.361283, -123.784599",39.361283,-123.784599,Male,No,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes,1,89,2075,Attitude of service provider2446-BEGGB,1,United States,California,Eldridge,95431,"38.348884, -122.51699",38.348884,-122.51699,Female,Yes,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes,1,83,3330,Attitude of support person2575-GFSOE,1,United States,California,Graton,95444,"38.434362, -122.86891",38.434362,-122.86891,Female,No,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.0,506.9,Yes,1,65,5672,Attitude of service provider8878-HMWBV,1,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,Male,No,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes,1,68,5598,Competitor had better devices1977-STDKI,1,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,Female,Yes,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.0,73,Yes,1,76,4116,Competitor offered more data2754-XBHTB,1,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,Female,No,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes,1,96,3847,Competitor made better offer1597-LHYNC,1,United States,California,Auburn,95602,"38.99003, -121.114408",38.99003,-121.114408,Female,Yes,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.0,2497.2,Yes,1,90,4232,Price too high7493-TPUWZ,1,United States,California,Diamond Springs,95619,"38.683605, -120.811852",38.683605,-120.811852,Male,No,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes,1,85,4243,Lack of self-service on Website4558-FANTW,1,United States,California,Fair Oaks,95628,"38.652065, -121.25441",38.652065,-121.25441,Female,No,Yes,No,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes,1,89,5643,Lack of affordable download/upload speed8884-ADFVN,1,United States,California,Roseville,95678,"38.759751, -121.288545",38.759751,-121.288545,Male,Yes,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes,1,74,2016,Don't know2720-WGKHP,1,United States,California,Sloughhouse,95683,"38.470423, -121.114897",38.470423,-121.114897,Male,Yes,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.0,181.7,Yes,1,93,5569,Don't know0940-OUQEC,1,United States,California,Winters,95694,"38.578604, -122.024579",38.578604,-122.024579,Male,No,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes,1,77,3492,Competitor offered more data0807-ZABDG,1,United States,California,Woodland,95776,"38.694081, -121.694431",38.694081,-121.694431,Female,No,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes,1,97,4412,Competitor offered higher download speeds3551-HUAZH,1,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,Male,Yes,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes,1,89,3429,Price too high3685-YLCMQ,1,United States,California,Dobbins,95935,"39.381174, -121.21191",39.381174,-121.21191,Male,No,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes,1,66,5411,Service dissatisfaction8413-VONUO,1,United States,California,Grimes,95950,"39.033058, -121.895718",39.033058,-121.895718,Male,No,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes,1,82,5332,Limited range of services9223-UCPVT,1,United States,California,Orland,95963,"39.748037, -122.302169",39.748037,-122.302169,Female,No,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes,1,77,5764,Lack of affordable download/upload speed2474-BRUCM,1,United States,California,Redding,96002,"40.527834, -122.318749",40.527834,-122.318749,Male,Yes,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes,1,84,2837,Don't know5708-EVONK,1,United States,California,Cassel,96016,"40.936285, -121.572692",40.936285,-121.572692,Female,No,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes,1,73,5989,Don't know3190-XFANI,1,United States,California,Happy Camp,96039,"41.831901, -123.487478",41.831901,-123.487478,Male,No,No,No,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes,1,82,5585,Competitor offered more data1444-VVSGW,1,United States,California,Los Molinos,96055,"40.059385, -122.091481",40.059385,-122.091481,Male,No,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes,1,99,5563,Product dissatisfaction9317-WZPGV,1,United States,California,Paskenta,96074,"39.884395, -122.587513",39.884395,-122.587513,Female,Yes,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes,1,77,4038,Extra data charges2856-HYAPG,1,United States,California,Platina,96076,"40.367964, -122.937379",40.367964,-122.937379,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes,1,99,3052,Price too high6906-ANDWJ,1,United States,California,Vina,96092,"39.955164, -122.018567",39.955164,-122.018567,Male,No,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes,1,97,2510,Lack of self-service on Website9600-NAXZN,1,United States,California,Los Angeles,90010,"34.062125, -118.315709",34.062125,-118.315709,Male,No,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes,1,79,3370,Moved4662-EKDPQ,1,United States,California,Los Angeles,90016,"34.028331, -118.354338",34.028331,-118.354338,Male,No,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes,1,96,5344,Competitor had better devices3319-DWOEP,1,United States,California,Los Angeles,90020,"34.066367, -118.309868",34.066367,-118.309868,Male,Yes,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes,1,89,5750,Competitor made better offer0818-OCPZO,1,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,Male,Yes,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes,1,83,2571,Competitor offered more data3768-NLUBH,1,United States,California,Torrance,90503,"33.840399, -118.353714",33.840399,-118.353714,Male,Yes,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes,1,74,5247,Network reliability0685-MLYYM,1,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,Female,Yes,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes,1,96,4407,Long distance charges8976-OQHGT,1,United States,California,Lomita,90717,"33.794209, -118.317354",33.794209,-118.317354,Female,No,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes,1,99,5758,Lack of self-service on Website5294-CDGWY,1,United States,California,Long Beach,90802,"33.752524, -118.210737",33.752524,-118.210737,Male,No,Yes,No,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes,1,95,5633,Don't know7931-PXHFC,1,United States,California,Duarte,91010,"34.145695, -117.95982",34.145695,-117.95982,Male,No,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes,1,83,3818,Poor expertise of phone support9820-RMCQV,1,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,Female,No,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes,1,92,4444,Competitor made better offer9274-CNFMO,1,United States,California,Pacoima,91331,"34.255442, -118.421314",34.255442,-118.421314,Male,Yes,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes,1,69,3716,Competitor offered more data8444-WRIDW,1,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,Female,Yes,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes,1,79,5011,Lack of self-service on Website9451-LPGOO,1,United States,California,Panorama City,91402,"34.223768, -118.445461",34.223768,-118.445461,Male,No,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes,1,66,3780,Network reliability5868-YWPDW,1,United States,California,Sherman Oaks,91423,"34.146957, -118.432138",34.146957,-118.432138,Male,Yes,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes,1,72,5834,Limited range of services2025-JKFWI,1,United States,California,Burbank,91501,"34.188339, -118.300942",34.188339,-118.300942,Male,No,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.0,1301.7,Yes,1,81,3493,Lack of affordable download/upload speed9079-YEXQJ,1,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,Female,No,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes,1,93,5527,Product dissatisfaction2685-SREOM,1,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,Female,No,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes,1,96,4793,Service dissatisfaction4501-EQDRN,1,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes,1,98,4620,Attitude of service provider7384-GHBPI,1,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,Male,No,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes,1,83,2987,Attitude of support person1400-MMYXY,1,United States,California,Alhambra,91801,"34.090925, -118.128164",34.090925,-118.128164,Male,Yes,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes,1,71,2715,Attitude of service provider1450-SKCVI,1,United States,California,Del Mar,92014,"32.948262, -117.256086",32.948262,-117.256086,Female,No,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes,1,72,5276,Attitude of support person6502-MJQAE,1,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes,1,87,2072,Attitude of support person0032-PGELS,1,United States,California,Palomar Mountain,92060,"33.309852, -116.823091",33.309852,-116.823091,Female,No,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes,1,74,5171,Attitude of service provider6394-MFYNG,1,United States,California,Solana Beach,92075,"33.001813, -117.263628",33.001813,-117.263628,Female,No,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes,1,89,4956,Attitude of support person6583-QGCSI,1,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,Female,Yes,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.05,4367.35,Yes,1,87,5813,Competitor made better offer1980-KXVPM,1,United States,California,El Centro,92243,"32.770393, -115.60915",32.770393,-115.60915,Female,Yes,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes,1,83,3553,Competitor offered higher download speeds0723-DRCLG,1,United States,California,Holtville,92250,"32.811001, -115.152865",32.811001,-115.152865,Female,Yes,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes,1,94,2394,Competitor made better offer1699-HPSBG,1,United States,California,Palm Springs,92264,"33.745746, -116.514215",33.745746,-116.514215,Male,No,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes,1,69,4581,Competitor offered higher download speeds0639-TSIQW,1,United States,California,White Water,92282,"33.972293, -116.654195",33.972293,-116.654195,Female,No,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),102.95,6886.25,Yes,1,70,5620,Competitor offered more data5575-GNVDE,1,United States,California,Los Angeles,90002,"33.949255, -118.246978",33.949255,-118.246978,Male,No,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No,0,61,3441,6713-OKOMC,1,United States,California,Los Angeles,90008,"34.008293, -118.346766",34.008293,-118.346766,Female,No,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,0,51,2013,6388-TABGU,1,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,Male,No,No,No,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No,0,58,4529,3655-SNQYZ,1,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,Female,No,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No,0,43,5141,4183-MYFRB,1,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,Female,No,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,1862.9,No,0,57,5982,5248-YGIJN,1,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,Male,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No,0,21,5974,6827-IEAUQ,1,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,Female,No,Yes,No,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No,0,66,3213,9489-DEDVP,1,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,Female,No,Yes,No,70,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),69.2,4872.35,No,0,25,4715,3714-NTNFO,1,United States,California,Los Angeles,90048,"34.072945, -118.37267",34.072945,-118.37267,Female,No,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No,0,71,6434,4667-QONEA,1,United States,California,Los Angeles,90064,"34.037251, -118.423573",34.037251,-118.423573,Female,Yes,Yes,No,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No,0,59,5153,5954-BDFSG,1,United States,California,West Hollywood,90069,"34.093781, -118.381061",34.093781,-118.381061,Female,No,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No,0,53,4708,0526-SXDJP,1,United States,California,Bell,90201,"33.970343, -118.171368",33.970343,-118.171368,Male,No,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No,0,29,6091,0731-EBJQB,1,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,Female,No,Yes,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,Yes,Electronic check,20.4,1090.65,No,0,26,5482,3887-PBQAO,1,United States,California,Hermosa Beach,90254,"33.86532, -118.396336",33.86532,-118.396336,Female,No,Yes,No,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,0,78,5741,3016-KSVCP,1,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,Male,No,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,0,62,3664,2424-WVHPL,1,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,Male,Yes,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74.7,74.7,No,0,60,4182,9803-FTJCG,1,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,Male,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.85,4748.7,No,0,26,4117,3679-XASPY,1,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,Female,No,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,0,26,5612,7123-WQUHX,1,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,Male,No,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95.0,3605.6,No,0,63,4741,5386-THSLQ,1,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,Female,Yes,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,0,28,6238,5712-AHQNN,1,United States,California,Whittier,90601,"34.007353, -118.033683",34.007353,-118.033683,Female,No,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No,0,65,3826,3071-VBYPO,1,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,Male,No,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No,0,22,4648,9445-ZUEQE,1,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,Male,No,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,0,28,3796,3930-ZGWVE,1,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,Male,No,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,0,68,2484,3146-MSEGF,1,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,Female,Yes,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No,0,8,6102,1131-QQZEB,1,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,Male,Yes,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,0,52,4329,6440-DKQGE,1,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,Male,No,No,No,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No,0,30,4320,2749-CTKAJ,1,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,Male,No,Yes,No,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,0,72,2173,5947-SGKCL,1,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,Female,No,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,0,66,2721,3712-PKXZA,1,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,Male,No,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,0,42,5110,5524-KHNJP,1,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,Male,No,Yes,No,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No,0,26,5344,8167-GJLRN,1,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,Male,No,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,0,55,3108,0956-SYCWG,1,United States,California,Agoura Hills,91301,"34.129058, -118.759788",34.129058,-118.759788,Female,No,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,0,49,2024,9680-NIAUV,1,United States,California,West Hills,91307,"34.199787, -118.68493",34.199787,-118.68493,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No,0,74,5945,9142-KZXOP,1,United States,California,Sylmar,91342,"34.321621, -118.399841",34.321621,-118.399841,Male,No,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,0,51,2053,6348-SNFUS,1,United States,California,Granada Hills,91344,"34.291273, -118.505104",34.291273,-118.505104,Male,No,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No,0,32,4556,9286-BHDQG,1,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,Male,No,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No,0,22,5041,6496-JDSSB,1,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,Female,No,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.0,624.6,No,0,22,2165,9227-UAQFT,1,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,Male,No,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,Mailed check,19.75,284.35,No,0,53,4272,0303-UNCIP,1,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,Male,No,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65.0,2531.8,No,0,57,5043,4075-JFPGR,1,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,Female,No,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No,0,68,5561,3675-YDUPJ,1,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,Male,No,No,No,10,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,19.85,193.05,No,0,58,3768,6655-LHBYW,1,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,Male,No,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No,0,33,5068,7633-MVPUY,1,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,Male,No,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No,0,68,4012,8645-KWHJO,1,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,Male,No,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55.0,771.95,No,0,23,4900,8203-XJZRC,1,United States,California,Chula Vista,91914,"32.688506, -116.938632",32.688506,-116.938632,Male,No,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,20.25,20.25,No,0,57,5384,2240-HSJQD,1,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,Male,No,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No,0,55,3571,1248-DYXUB,1,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,Male,No,Yes,Yes,52,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,24.8,1229.1,No,0,76,5320,3167-SNQPL,1,United States,California,Pine Valley,91962,"32.800671, -116.483363",32.800671,-116.483363,Male,Yes,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,3741.85,No,0,78,4036,4091-TVOCN,1,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,Male,No,No,No,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No,0,69,2257,7102-JJVTX,1,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,Female,No,Yes,No,9,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,48.6,422.3,No,0,46,4562,8626-PTQGE,1,United States,California,Escondido,92026,"33.21846, -117.116916",33.21846,-117.116916,Male,No,No,No,69,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,4176.7,No,0,22,5388,5697-GOMBF,1,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,Female,Yes,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No,0,34,5444,9385-EHGDO,1,United States,California,Lakeside,92040,"32.909873, -116.906774",32.909873,-116.906774,Female,No,Yes,Yes,35,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,19.85,739.35,No,0,46,4177,9498-FIMXL,1,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,Female,No,No,No,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,19.2,161.95,No,0,40,5272,0021-IKXGC,1,United States,California,San Marcos,92078,"33.119028, -117.166036",33.119028,-117.166036,Female,Yes,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No,0,50,4432,4654-DLAMQ,1,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,Female,Yes,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97.0,6430.9,No,0,68,4053,9294-TDIPC,1,United States,California,San Diego,92110,"32.76501, -117.19938",32.76501,-117.19938,Male,No,No,Yes,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,20.2,83.75,No,0,58,5169,9069-LGEUL,1,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,Male,No,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No,0,42,5379,2805-EDJPQ,1,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,Female,No,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),99.75,5608.4,No,0,68,5926,6862-CQUMB,1,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,Male,No,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No,0,75,2640,5686-CMAWK,1,United States,California,San Diego,92131,"32.89325, -117.087091",32.89325,-117.087091,Male,No,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No,0,29,5863,1708-PBBOA,1,United States,California,Banning,92220,"33.936298, -116.849577",33.936298,-116.849577,Female,No,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No,0,62,3179,2519-ERQOJ,1,United States,California,Desert Hot Springs,92241,"33.832799, -116.250973",33.832799,-116.250973,Male,Yes,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No,0,30,5322,7606-BPHHN,1,United States,California,La Quinta,92253,"33.695532, -116.310571",33.695532,-116.310571,Male,No,No,No,72,Yes,No,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),19.8,1468.75,No,0,9,5368,4163-NCJAK,1,United States,California,Palm Desert,92260,"33.694501, -116.412711",33.694501,-116.412711,Female,No,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No,0,76,2438,3935-TBRZZ,1,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,Male,No,Yes,No,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No,0,80,3037,8734-DKSTZ,1,United States,California,Winterhaven,92283,"32.852947, -114.850784",32.852947,-114.850784,Female,No,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No,0,20,4922,2181-UAESM,1,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,Male,No,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No,0,25,3477,2320-SLKMB,1,United States,California,Baker,92309,"35.28952, -116.092214",35.28952,-116.092214,Female,No,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),44.45,1183.8,No,0,26,3080,0771-WLCLA,1,United States,California,Big Bear Lake,92315,"34.242058, -116.89802",34.242058,-116.89802,Female,No,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No,0,70,2683,0206-TBWLC,1,United States,California,Calimesa,92320,"33.982787, -117.057627",33.982787,-117.057627,Female,No,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No,0,67,4488,0732-OCQOC,1,United States,California,Death Valley,92328,"36.27688, -117.033326",36.27688,-117.033326,Female,No,Yes,No,52,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),25.05,1270.25,No,0,42,5674,8313-NDOIA,1,United States,California,Green Valley Lake,92341,"34.244411, -117.072654",34.244411,-117.072654,Female,No,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No,0,61,5813,4237-CLSMM,1,United States,California,Highland,92346,"34.129677, -117.154277",34.129677,-117.154277,Male,No,Yes,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,20.0,38,No,0,77,4823,5968-XQIVE,1,United States,California,Newberry Springs,92365,"34.89326, -116.505958",34.89326,-116.505958,Male,No,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No,0,76,6016,5756-OZRIO,1,United States,California,Riverside,92504,"33.9108, -117.398153",33.9108,-117.398153,Male,Yes,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No,0,29,4001,4134-BSXLX,1,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,Male,No,Yes,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.9,1785.65,No,0,76,3851,0505-SPOOW,1,United States,California,Riverside,92508,"33.885499, -117.324959",33.885499,-117.324959,Female,No,Yes,No,70,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),19.8,1397.65,No,0,30,4500,4374-YMUSQ,1,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,Male,No,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),116.25,3899.05,No,0,22,4022,3957-HHLMR,1,United States,California,Aguanga,92536,"33.482243, -116.827173",33.482243,-116.827173,Female,No,Yes,No,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No,0,20,6316,5736-YEJAX,1,United States,California,Hemet,92543,"33.739415, -116.968339",33.739415,-116.968339,Male,No,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No,0,28,5189,8981-FJGLA,1,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,Male,No,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78.0,851.8,No,0,23,4886,4332-MUOEZ,1,United States,California,Moreno Valley,92553,"33.923149, -117.244933",33.923149,-117.244933,Male,Yes,Yes,No,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No,0,32,2574,8606-CIQUL,1,United States,California,Temecula,92591,"33.540604, -117.10909",33.540604,-117.10909,Male,Yes,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No,0,60,5168,1403-GYAFU,1,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,Male,No,Yes,Yes,70,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),20.05,1360.25,No,0,64,4485,5844-QVTAT,1,United States,California,Irvine,92620,"33.716136, -117.752574",33.716136,-117.752574,Female,No,Yes,No,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No,0,21,4276,8905-IAZPF,1,United States,California,Capistrano Beach,92624,"33.458754, -117.665104",33.458754,-117.665104,Female,No,Yes,No,69,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.65,6744.2,No,0,45,5251,1352-HNSAW,1,United States,California,Aliso Viejo,92656,"33.571259, -117.731917",33.571259,-117.731917,Female,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No,0,65,5633,2075-PUEPR,1,United States,California,Newport Coast,92657,"33.603282, -117.821841",33.603282,-117.821841,Male,No,Yes,Yes,55,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),19.35,1153.25,No,0,49,5248,1154-HYWWO,1,United States,California,San Clemente,92672,"33.429488, -117.609432",33.429488,-117.609432,Male,No,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No,0,67,4993,5846-NEQVZ,1,United States,California,Mission Viejo,92691,"33.611945, -117.665867",33.611945,-117.665867,Male,No,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No,0,25,5328,0308-IVGOK,1,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,Female,No,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No,0,62,2133,7293-LSCDV,1,United States,California,Santa Ana,92704,"33.719869, -117.907063",33.719869,-117.907063,Female,No,Yes,Yes,60,Yes,No,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),19.25,1103.25,No,0,52,6134,5150-LJNSR,1,United States,California,Tustin,92782,"33.738543, -117.785046",33.738543,-117.785046,Male,No,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Bank transfer (automatic),98.05,3082.1,No,0,80,4524,4568-KNYWR,1,United States,California,Fullerton,92831,"33.879983, -117.895482",33.879983,-117.895482,Male,No,No,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),63.25,3342.45,No,0,43,6471,0742-LAFQK,1,United States,California,Fullerton,92833,"33.877639, -117.961212",33.877639,-117.961212,Male,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No,0,46,5152,0795-LAFGP,1,United States,California,Fullerton,92835,"33.902211, -117.914922",33.902211,-117.914922,Male,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No,0,40,5633,0215-BQKGS,1,United States,California,Garden Grove,92844,"33.766476, -117.969795",33.766476,-117.969795,Male,No,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No,0,66,5393,2001-MCUUW,1,United States,California,Corona,92879,"33.893823, -117.531446",33.893823,-117.531446,Male,No,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No,0,25,4210,5240-CAOYT,1,United States,California,Oak View,93022,"34.404544, -119.302118",34.404544,-119.302118,Female,No,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No,0,43,4882,5148-HKFIR,1,United States,California,Piru,93040,"34.432843, -118.730106",34.432843,-118.730106,Female,No,No,No,20,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,19.7,406.95,No,0,76,4404,7665-VIGUD,1,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,Male,No,No,No,10,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,20.35,176.3,No,0,38,4745,7954-MLBUN,1,United States,California,Santa Barbara,93111,"34.460197, -119.802602",34.460197,-119.802602,Male,No,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No,0,64,2021,2077-DDHJK,1,United States,California,Goleta,93117,"34.489983, -120.091246",34.489983,-120.091246,Female,No,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No,0,50,4114,9574-BOSMD,1,United States,California,Arvin,93203,"35.116307, -118.817644",35.116307,-118.817644,Male,No,Yes,Yes,68,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),25.4,1620.2,No,0,72,5668,8404-VLQFB,1,United States,California,California Hot Springs,93207,"35.865795, -118.69759",35.865795,-118.69759,Female,No,Yes,Yes,15,Yes,Yes,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,25.25,394.85,No,0,59,4667,3509-GWQGF,1,United States,California,Ducor,93218,"35.846067, -119.004073",35.846067,-119.004073,Male,Yes,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.0,1732.6,No,0,77,5242,5845-BZZIB,1,United States,California,Frazier Park,93222,"34.907911, -119.234281",34.907911,-119.234281,Male,No,Yes,Yes,35,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,20.1,655.3,No,0,65,4517,1140-UKVZG,1,United States,California,Farmersville,93223,"36.29878, -119.201028",36.29878,-119.201028,Female,No,No,No,17,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,Mailed check,24.8,475.25,No,0,66,5208,9565-FLVCG,1,United States,California,Lamont,93241,"35.245035, -118.905553",35.245035,-118.905553,Male,No,Yes,No,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No,0,74,5420,2800-VEQXM,1,United States,California,Lebec,93243,"34.845861, -118.885163",34.845861,-118.885163,Female,No,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No,0,21,3319,0214-JHPFW,1,United States,California,Lost Hills,93249,"35.637715, -119.893068",35.637715,-119.893068,Female,No,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No,0,42,5640,2324-AALNO,1,United States,California,Porterville,93257,"36.008958, -118.891593",36.008958,-118.891593,Female,No,No,No,48,Yes,Yes,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),24.55,1203.95,No,0,41,5517,5760-IFJOZ,1,United States,California,Richgrove,93261,"35.809921, -119.127437",35.809921,-119.127437,Male,No,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No,0,77,3449,4957-TREIR,1,United States,California,Stratford,93266,"36.175255, -119.813805",36.175255,-119.813805,Male,No,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No,0,20,5645,8262-COGGB,1,United States,California,Visalia,93277,"36.303793, -119.375646",36.303793,-119.375646,Male,No,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,Yes,Mailed check,20.45,20.45,No,0,48,5384,9620-QJREV,1,United States,California,Weldon,93283,"35.55647, -118.244914",35.55647,-118.244914,Male,No,No,No,47,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),20.55,1013.05,No,0,56,3313,2480-JZOSN,1,United States,California,Woody,93287,"35.710244, -118.881679",35.710244,-118.881679,Female,No,Yes,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,Yes,Mailed check,20.65,20.65,No,0,59,4517,6942-LBFDP,1,United States,California,Bakersfield,93308,"35.559617, -118.925185",35.559617,-118.925185,Female,No,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,Yes,Mailed check,20.55,33.6,No,0,25,5629,5433-KYGHE,1,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,Female,No,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86.0,1164.05,No,0,33,5494,0114-IGABW,1,United States,California,Cambria,93428,"35.591387, -121.032256",35.591387,-121.032256,Female,No,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No,0,76,5224,8434-VGEQQ,1,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,Male,No,Yes,No,61,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),20.55,1305.95,No,0,36,4446,6549-YMFAW,1,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,Male,Yes,Yes,No,9,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,21.25,204.55,No,0,69,2302,6621-YOBKI,1,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,Male,No,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,20.35,92.75,No,0,76,2303,1216-JWVUX,1,United States,California,San Miguel,93451,"35.886767, -120.608661",35.886767,-120.608661,Male,No,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No,0,33,5985,7503-MIOGA,1,United States,California,Shandon,93461,"35.634488, -120.293534",35.634488,-120.293534,Female,Yes,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No,0,56,5881,4381-MHQDC,1,United States,California,Solvang,93463,"34.624399, -120.137875",34.624399,-120.137875,Female,No,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65.0,2879.9,No,0,40,3286,2499-AJYUA,1,United States,California,Benton,93512,"37.653947, -118.231443",37.653947,-118.231443,Female,Yes,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No,0,80,5933,6919-ELBGL,1,United States,California,Big Pine,93513,"37.245505, -118.062943",37.245505,-118.062943,Male,Yes,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No,0,61,6268,6425-JWTDV,1,United States,California,Boron,93516,"34.95703, -117.73045",34.95703,-117.73045,Male,No,Yes,No,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,Mailed check,19.25,855.1,No,0,46,2282,9477-LGWQI,1,United States,California,Darwin,93522,"36.319181, -117.593053",36.319181,-117.593053,Male,No,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No,0,70,5715,1410-RSCMR,1,United States,California,Edwards,93523,"34.966777, -117.961179",34.966777,-117.961179,Male,No,Yes,Yes,7,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),71.35,515.75,No,0,30,3459,3115-CZMZD,1,United States,California,Independence,93526,"36.869584, -118.189241",36.869584,-118.189241,Male,No,No,No,0,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,20.25, ,No,0,68,5504,0139-IVFJG,1,United States,California,Inyokern,93527,"36.041315, -118.188235",36.041315,-118.188235,Female,No,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No,0,29,5361,5684-FJVYR,1,United States,California,Lake Hughes,93532,"34.659579, -118.584212",34.659579,-118.584212,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No,0,49,5794,8728-SKJLR,1,United States,California,Olancha,93549,"36.296851, -117.865469",36.296851,-117.865469,Male,No,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No,0,78,3277,3442-ZHHCC,1,United States,California,Coarsegold,93614,"37.212191, -119.749323",37.212191,-119.749323,Male,No,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No,0,53,5355,4257-GAESD,1,United States,California,Dinuba,93618,"36.523619, -119.386868",36.523619,-119.386868,Female,No,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45.0,298.7,No,0,72,2270,5173-WXOQV,1,United States,California,Dos Palos,93620,"37.045728, -120.630682",37.045728,-120.630682,Male,No,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No,0,56,4369,3807-XHCJH,1,United States,California,Fish Camp,93623,"37.483535, -119.679414",37.483535,-119.679414,Female,No,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,20.0,20,No,0,33,2358,5671-RQRLP,1,United States,California,Fowler,93625,"36.625792, -119.672483",36.625792,-119.672483,Female,Yes,Yes,No,70,Yes,Yes,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),75.65,5411.4,No,0,30,4181,9926-PJHDQ,1,United States,California,Kingsburg,93631,"36.478239, -119.52137",36.478239,-119.52137,Female,No,Yes,No,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No,0,34,5120,9650-VBUOG,1,United States,California,Tranquillity,93668,"36.635661, -120.288644",36.635661,-120.288644,Male,No,Yes,Yes,38,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),25.05,963.95,No,0,73,3772,3487-EARAT,1,United States,California,Wishon,93669,"37.287758, -119.548156",37.287758,-119.548156,Female,No,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No,0,43,6325,2672-TGEFF,1,United States,California,Traver,93673,"36.456091, -119.486225",36.456091,-119.486225,Female,No,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,3340.55,No,0,31,3746,4625-LAMOB,1,United States,California,Fresno,93705,"36.78724, -119.827813",36.78724,-119.827813,Male,No,No,No,44,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),20.4,905.55,No,0,55,2404,9778-OGKQZ,1,United States,California,Fresno,93727,"36.751489, -119.68072",36.751489,-119.68072,Male,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.0,6782.15,No,0,44,5883,2252-NKNSI,1,United States,California,Salinas,93905,"36.667794, -121.601306",36.667794,-121.601306,Male,No,No,No,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No,0,69,4322,8713-IGZSO,1,United States,California,Salinas,93906,"36.722898, -121.633648",36.722898,-121.633648,Male,No,No,No,2,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,Mailed check,24.85,62,No,0,57,5983,7695-PKLCZ,1,United States,California,Salinas,93908,"36.624338, -121.615669",36.624338,-121.615669,Female,No,No,No,68,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),20.5,1424.9,No,0,68,4201,8374-UULRV,1,United States,California,Carmel By The Sea,93921,"36.554618, -121.922239",36.554618,-121.922239,Male,No,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No,0,33,5965,9777-IQHWP,1,United States,California,Greenfield,93927,"36.248708, -121.386617",36.248708,-121.386617,Male,No,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No,0,42,6249,2732-ISEZX,1,United States,California,Pacific Grove,93950,"36.618337, -121.926417",36.618337,-121.926417,Female,No,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,Yes,Mailed check,20.5,104.3,No,0,53,5263,1937-OTUKY,1,United States,California,Seaside,93955,"36.625114, -121.823565",36.625114,-121.823565,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No,0,75,4332,1764-VUUMT,1,United States,California,Spreckels,93962,"36.624641, -121.647195",36.624641,-121.647195,Male,No,No,Yes,66,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),19.95,1269.1,No,0,51,6382,3050-GBUSH,1,United States,California,Burlingame,94010,"37.57028, -122.365778",37.57028,-122.365778,Female,No,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No,0,67,2496,3199-NPKCN,1,United States,California,Menlo Park,94025,"37.449551, -122.183762",37.449551,-122.183762,Female,No,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No,0,37,5649,6259-WJQLC,1,United States,California,Pacifica,94044,"37.573633, -122.455167",37.573633,-122.455167,Male,Yes,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No,0,50,2143,0678-RLHVP,1,United States,California,Redwood City,94065,"37.527497, -122.230941",37.527497,-122.230941,Female,No,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No,0,67,5731,1051-GEJLJ,1,United States,California,San Gregorio,94074,"37.331762, -122.341444",37.331762,-122.341444,Female,No,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,19.5,27.55,No,0,74,4836,5285-MVEHD,1,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,Female,No,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No,0,24,4196,5543-QDCRY,1,United States,California,San Francisco,94103,"37.773147, -122.411287",37.773147,-122.411287,Male,No,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No,0,49,5344,5993-BQHEA,1,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,Male,No,No,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,Credit card (automatic),20.05,267,No,0,62,4018,8942-DBMHZ,1,United States,California,San Francisco,94122,"37.760412, -122.484966",37.760412,-122.484966,Male,No,No,No,12,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,20.45,255.35,No,0,80,4883,4301-VVZKA,1,United States,California,San Francisco,94123,"37.800254, -122.436975",37.800254,-122.436975,Male,No,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No,0,51,5432,4824-GUCBY,1,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,Female,Yes,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No,0,34,5602,5393-HJZSM,1,United States,California,San Francisco,94129,"37.797526, -122.464531",37.797526,-122.464531,Female,No,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No,0,70,5324,5146-CBVOE,1,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,Female,No,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No,0,59,5176,0811-GSDTP,1,United States,California,Alameda,94502,"37.724817, -122.224363",37.724817,-122.224363,Female,No,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No,0,22,3540,9904-EHEVJ,1,United States,California,Bethel Island,94511,"38.050558, -121.646924",38.050558,-121.646924,Female,Yes,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No,0,35,2965,8467-WYNSR,1,United States,California,Clayton,94517,"37.881842, -121.848111",37.881842,-121.848111,Male,No,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No,0,62,2729,5382-SOYZL,1,United States,California,Concord,94519,"37.990118, -122.012188",37.990118,-122.012188,Male,No,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No,0,61,3729,8388-FYNPZ,1,United States,California,Pleasant Hill,94523,"37.95338, -122.076886",37.95338,-122.076886,Male,No,No,No,4,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,56.75,245.15,No,0,51,2401,4002-BQWPQ,1,United States,California,Crockett,94525,"38.049292, -122.228415",38.049292,-122.228415,Male,No,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No,0,61,5917,3429-IFLEM,1,United States,California,Hayward,94544,"37.639215, -122.037554",37.639215,-122.037554,Female,No,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No,0,61,4846,5002-GCQFH,1,United States,California,Hercules,94547,"37.991259, -122.214945",37.991259,-122.214945,Male,No,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No,0,62,5698,6461-PPAXN,1,United States,California,Napa,94559,"38.232389, -122.324944",38.232389,-122.324944,Female,No,Yes,No,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No,0,30,4858,1106-HRLKZ,1,United States,California,Oakley,94561,"37.999406, -121.686241",37.999406,-121.686241,Male,No,Yes,Yes,40,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,19.6,808.95,No,0,34,2630,9108-EQPNQ,1,United States,California,San Leandro,94577,"37.717196, -122.159338",37.717196,-122.159338,Female,No,Yes,Yes,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,Credit card (automatic),26.1,225.55,No,0,63,3179,6614-YOLAC,1,United States,California,Oakland,94602,"37.803883, -122.208417",37.803883,-122.208417,Female,No,Yes,No,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No,0,48,4151,9361-YNQWJ,1,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,Female,No,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No,0,24,5887,6732-FZUGP,1,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,Female,No,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No,0,52,4510,8329-GWVPJ,1,United States,California,Berkeley,94708,"37.897743, -122.263124",37.897743,-122.263124,Female,No,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No,0,64,4539,6445-TNRXS,1,United States,California,Richmond,94805,"37.941456, -122.320968",37.941456,-122.320968,Male,No,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No,0,59,5671,4581-LNWUM,1,United States,California,San Pablo,94806,"37.980269, -122.342635",37.980269,-122.342635,Female,No,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No,0,78,3000,3524-WQDSG,1,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,Female,No,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No,0,73,3280,3845-JHAMY,1,United States,California,Inverness,94937,"38.099323, -122.945723",38.099323,-122.945723,Female,No,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No,0,25,2069,3486-NPGST,1,United States,California,Mill Valley,94941,"37.901371, -122.572024",37.901371,-122.572024,Female,No,No,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,19.55,620.75,No,0,47,2691,4829-ZLJTK,1,United States,California,Penngrove,94951,"38.325599, -122.642352",38.325599,-122.642352,Female,Yes,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,112.4,8046.85,No,0,37,6144,7143-BQIBA,1,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,Male,No,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No,0,76,3415,9646-NMHXE,1,United States,California,San Geronimo,94963,"38.00474, -122.663717",38.00474,-122.663717,Male,No,Yes,No,47,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,19.65,973.1,No,0,77,2021,7030-NJVDP,1,United States,California,San Quentin,94964,"37.942551, -122.491642",37.942551,-122.491642,Male,No,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No,0,77,5436,8883-GRDWQ,1,United States,California,Stinson Beach,94970,"37.921137, -122.657562",37.921137,-122.657562,Male,Yes,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.0,1055.9,No,0,20,5090,1751-NCDLI,1,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,Male,Yes,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No,0,41,2641,4367-NUYAO,1,United States,California,Cupertino,95014,"37.306612, -122.080621",37.306612,-122.080621,Male,No,Yes,Yes,0,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,25.75, ,No,0,48,4950,9170-ARBTB,1,United States,California,Felton,95018,"37.089111, -122.062213",37.089111,-122.062213,Female,No,Yes,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,Credit card (automatic),19.6,1012.4,No,0,37,4848,8590-YFFQO,1,United States,California,Morgan Hill,95037,"37.161544, -121.649371",37.161544,-121.649371,Male,No,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No,0,78,5669,8659-IOOPU,1,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,Female,No,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No,0,34,6171,7363-QTBIW,1,United States,California,Scotts Valley,95066,"37.070177, -122.010077",37.070177,-122.010077,Female,No,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No,0,62,4654,0971-QIFJK,1,United States,California,Soquel,95073,"37.023669, -121.946461",37.023669,-121.946461,Female,No,Yes,No,69,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),24.25,1641.8,No,0,21,4884,2176-LVPNX,1,United States,California,San Jose,95113,"37.333851, -121.891147",37.333851,-121.891147,Female,Yes,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No,0,33,4994,1047-NNCBF,1,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,Male,No,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No,0,59,5790,5859-HZYLF,1,United States,California,San Jose,95133,"37.371862, -121.860349",37.371862,-121.860349,Male,No,Yes,Yes,26,Yes,No,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),19.15,515.75,No,0,58,4347,0411-EZJZE,1,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,Female,No,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No,0,31,4830,8807-ARQET,1,United States,California,Angels Camp,95222,"38.071327, -120.632221",38.071327,-120.632221,Female,No,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No,0,79,2454,8992-CEUEN,1,United States,California,Arnold,95223,"38.32153, -120.236358",38.32153,-120.236358,Female,No,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,18.85,18.85,No,0,37,5084,8777-PVYGU,1,United States,California,Burson,95225,"38.183918, -120.898817",38.183918,-120.898817,Female,No,Yes,No,52,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Mailed check,64.3,3410.6,No,0,73,4405,9359-UGBTK,1,United States,California,Lockeford,95237,"38.166791, -121.14207",38.166791,-121.14207,Female,No,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No,0,50,4910,1282-IHQAC,1,United States,California,Sheep Ranch,95250,"38.244806, -120.417301",38.244806,-120.417301,Male,Yes,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No,0,68,4022,6994-ORCWG,1,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,Female,No,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Mailed check,54.25,773.2,No,0,44,4423,5461-QKNTN,1,United States,California,Catheys Valley,95306,"37.394411, -120.127262",37.394411,-120.127262,Male,Yes,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No,0,63,2040,0887-WBJVH,1,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,Female,No,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No,0,20,4700,8967-SZQAS,1,United States,California,Hornitos,95325,"37.479926, -120.230424",37.479926,-120.230424,Female,No,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No,0,48,3185,4468-KAZHE,1,United States,California,Hughson,95326,"37.5923, -120.853288",37.5923,-120.853288,Female,Yes,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.0,1259.35,No,0,37,2399,0455-ENTCR,1,United States,California,Jamestown,95327,"37.84771, -120.486589",37.84771,-120.486589,Male,No,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No,0,38,5012,5542-NKVRU,1,United States,California,La Grange,95329,"37.666587, -120.411517",37.666587,-120.411517,Female,No,No,No,42,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),20.75,844.45,No,0,57,2574,6789-HJBWG,1,United States,California,Livingston,95334,"37.361987, -120.748394",37.361987,-120.748394,Female,No,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,611.65,No,0,70,5007,6077-BDPXA,1,United States,California,Merced,95340,"37.255637, -120.493537",37.255637,-120.493537,Female,No,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No,0,26,2228,6980-IMXXE,1,United States,California,Modesto,95355,"37.672906, -120.946594",37.672906,-120.946594,Female,No,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),20.2,1412.65,No,0,34,5267,0784-GTUUK,1,United States,California,Newman,95360,"37.343846, -121.039391",37.343846,-121.039391,Male,No,Yes,No,62,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),23.75,1446.8,No,0,66,4811,2294-DMMUS,1,United States,California,Patterson,95363,"37.410236, -121.320337",37.410236,-121.320337,Female,No,Yes,Yes,62,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.45,4300.45,No,0,37,5057,8496-DMZUK,1,United States,California,Soulsbyville,95372,"37.990574, -120.261821",37.990574,-120.261821,Male,No,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No,0,78,3171,0319-QZTCO,1,United States,California,Santa Rosa,95401,"38.460517, -122.790335",38.460517,-122.790335,Female,No,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No,0,52,3654,9220-ZNKJI,1,United States,California,Cobb,95426,"38.838088, -122.73203",38.838088,-122.73203,Female,Yes,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No,0,73,4291,2226-ICFDO,1,United States,California,Covelo,95428,"39.83307, -123.178765",39.83307,-123.178765,Female,No,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No,0,72,6361,5529-GIBVH,1,United States,California,Duncans Mills,95430,"38.445603, -123.063756",38.445603,-123.063756,Female,No,No,No,47,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,20.15,1046.2,No,0,74,2618,2388-LAESQ,1,United States,California,Manchester,95459,"38.966713, -123.586412",38.966713,-123.586412,Female,Yes,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No,0,26,4796,9531-NSBMR,1,United States,California,Mendocino,95460,"39.305545, -123.743697",39.305545,-123.743697,Female,No,No,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,Yes,Bank transfer (automatic),19.25,679.8,No,0,79,4904,9968-FFVVH,1,United States,California,Potter Valley,95469,"39.408634, -123.045516",39.408634,-123.045516,Male,No,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No,0,40,5082,8390-FESFV,1,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,Female,No,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No,0,61,5466,9795-SHUHB,1,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,Female,No,Yes,No,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No,0,79,5313,3941-XTSKM,1,United States,California,Burnt Ranch,95527,"40.854512, -123.450097",40.854512,-123.450097,Male,No,Yes,No,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No,0,71,3844,9788-YTFGE,1,United States,California,Fortuna,95540,"40.584991, -124.121504",40.584991,-124.121504,Male,No,No,No,7,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,19.95,147.5,No,0,38,3331,6682-VCIXC,1,United States,California,Mad River,95552,"40.390301, -123.412327",40.390301,-123.412327,Female,No,Yes,No,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No,0,43,5656,3733-LSYCE,1,United States,California,Samoa,95564,"40.809636, -124.189977",40.809636,-124.189977,Female,No,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No,0,67,4891,6265-FRMTQ,1,United States,California,Scotia,95565,"40.440636, -124.098739",40.440636,-124.098739,Male,No,No,No,31,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),20.4,609.1,No,0,29,5363,5469-NUJUR,1,United States,California,Zenia,95595,"40.170357, -123.417298",40.170357,-123.417298,Male,No,No,No,19,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,19.95,373.5,No,0,50,2831,7266-GSSJX,1,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,Male,No,Yes,Yes,11,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,20.45,250.8,No,0,28,2606,7073-QETQY,1,United States,California,Capay,95607,"38.681651, -122.130569",38.681651,-122.130569,Male,No,Yes,No,66,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,20.35,1359.5,No,0,22,4845,5478-JJVZK,1,United States,California,Fair Oaks,95628,"38.652065, -121.25441",38.652065,-121.25441,Female,No,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No,0,36,3009,4291-HPAXL,1,United States,California,Galt,95632,"38.274451, -121.259201",38.274451,-121.259201,Male,No,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,19.85,19.85,No,0,75,4840,1697-BCSHV,1,United States,California,Guinda,95637,"38.830739, -122.196202",38.830739,-122.196202,Female,No,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No,0,70,6433,1131-SUEKT,1,United States,California,Hood,95639,"38.375325, -121.507935",38.375325,-121.507935,Male,No,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No,0,64,4000,3717-OEAUQ,1,United States,California,Ione,95640,"38.33788, -120.954202",38.33788,-120.954202,Male,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No,0,38,2388,7684-XSZIY,1,United States,California,Loomis,95650,"38.809175, -121.171375",38.809175,-121.171375,Male,No,Yes,Yes,72,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),24.3,1643.25,No,0,43,5160,9089-UOWJG,1,United States,California,Lotus,95651,"38.815515, -120.916997",38.815515,-120.916997,Female,No,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No,0,29,5068,2272-JKMSI,1,United States,California,Roseville,95661,"38.736685, -121.251984",38.736685,-121.251984,Female,No,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No,0,49,4306,8714-CTZJW,1,United States,California,Pilot Hill,95664,"38.803731, -121.043799",38.803731,-121.043799,Female,No,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),82.85,319.6,No,0,80,3154,3569-EDBPQ,1,United States,California,Pine Grove,95665,"38.400264, -120.641274",38.400264,-120.641274,Female,No,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No,0,31,2198,1970-KKFWL,1,United States,California,Rescue,95672,"38.724322, -120.991237",38.724322,-120.991237,Female,No,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,0,78,2416,4859-ZSRDZ,1,United States,California,Vacaville,95687,"38.333133, -121.920151",38.333133,-121.920151,Female,No,Yes,No,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No,0,69,4080,3870-SPZSI,1,United States,California,Wilton,95693,"38.392559, -121.225093",38.392559,-121.225093,Female,No,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No,0,54,4203,7560-QRBXH,1,United States,California,Woodland,95695,"38.71967, -121.862416",38.71967,-121.862416,Female,No,No,No,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,0,21,3396,8752-GHJFU,1,United States,California,Applegate,95703,"38.983388, -120.988814",38.983388,-120.988814,Male,Yes,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,92.0,6585.2,No,0,66,4322,4652-ODEVH,1,United States,California,Dutch Flat,95714,"39.197215, -120.83679",39.197215,-120.83679,Male,No,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,0,57,3586,6718-BDGHG,1,United States,California,Gold Run,95717,"39.170376, -120.838404",39.170376,-120.838404,Female,No,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No,0,72,4000,1666-JZPZT,1,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,Male,No,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.0,1291.35,No,0,51,5428,7677-SJJJK,1,United States,California,Granite Bay,95746,"38.749466, -121.184196",38.749466,-121.184196,Male,No,Yes,No,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,0,29,3152,7055-HNEOJ,1,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,Male,No,Yes,No,3,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,55.8,154.55,No,0,48,2662,5514-YQENT,1,United States,California,Rocklin,95765,"38.823278, -121.281856",38.823278,-121.281856,Male,No,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No,0,32,5038,2958-NHPPS,1,United States,California,Sacramento,95816,"38.574856, -121.46504",38.574856,-121.46504,Male,No,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,0,53,4263,8681-ICONS,1,United States,California,Sacramento,95822,"38.512569, -121.495184",38.512569,-121.495184,Male,No,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,0,72,4667,6234-PFPXL,1,United States,California,Sacramento,95829,"38.486502, -121.334051",38.486502,-121.334051,Male,No,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,0,56,3207,9824-QCJPK,1,United States,California,Sacramento,95830,"38.490508, -121.284171",38.490508,-121.284171,Male,No,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,20.0,666.75,No,0,60,4175,4283-IVYCI,1,United States,California,Sacramento,95832,"38.445939, -121.496855",38.445939,-121.496855,Male,No,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No,0,66,3013,8205-MQUGY,1,United States,California,Sacramento,95834,"38.646209, -121.52446",38.646209,-121.52446,Male,No,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No,0,37,3582,9777-WJJPR,1,United States,California,Sacramento,95842,"38.687367, -121.34848",38.687367,-121.34848,Male,No,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,0,48,4821,5067-DGXLL,1,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,Male,No,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,0,59,5736,6281-FKEWS,1,United States,California,Berry Creek,95916,"39.657228, -121.37778",39.657228,-121.37778,Female,No,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No,0,68,3910,9290-SHCMB,1,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,Female,Yes,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No,0,28,3098,5035-PGZXH,1,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,Female,No,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.8,5914.4,No,0,49,6161,4472-VESGY,1,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,Female,No,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,0,48,5123,3128-YOVTD,1,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,Female,No,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,0,64,6321,1728-CXQBE,1,United States,California,Glenn,95943,"39.597975, -122.032248",39.597975,-122.032248,Male,Yes,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,6081.4,No,0,63,6020,8819-WFGGJ,1,United States,California,Grimes,95950,"39.033058, -121.895718",39.033058,-121.895718,Male,No,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No,0,30,4601,1925-GMVBW,1,United States,California,Oroville,95965,"39.624561, -121.552866",39.624561,-121.552866,Female,No,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,Credit card (automatic),20.55,96.1,No,0,23,5967,9207-ZPANB,1,United States,California,Paradise,95969,"39.69676, -121.644379",39.69676,-121.644379,Male,No,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No,0,37,5042,0640-YJTPY,1,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,Male,No,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,Bank transfer (automatic),21.0,1493.75,No,0,71,4974,8096-LOIST,1,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,Female,No,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No,0,38,3384,9764-REAFF,1,United States,California,Stonyford,95979,"39.288127, -122.415841",39.288127,-122.415841,Female,No,Yes,No,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,Bank transfer (automatic),18.4,1057.85,No,0,20,4375,7107-UBYKY,1,United States,California,Sutter,95982,"39.172777, -121.805845",39.172777,-121.805845,Female,No,Yes,Yes,35,Yes,Yes,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,25.75,882.55,No,0,49,4194,2882-WDTBA,1,United States,California,Willows,95988,"39.493991, -122.286363",39.493991,-122.286363,Male,No,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.75,5388.15,No,0,75,5839,6518-KZXCB,1,United States,California,Cassel,96016,"40.936285, -121.572692",40.936285,-121.572692,Male,No,No,No,22,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,25.25,566.5,No,0,61,3403,7776-QGYJC,1,United States,California,Shasta Lake,96019,"40.692523, -122.369876",40.692523,-122.369876,Female,No,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No,0,25,2042,9818-XQCUV,1,United States,California,Dunsmuir,96025,"41.212695, -122.392067",41.212695,-122.392067,Female,No,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,20.35,45.3,No,0,61,5994,8259-NFJTV,1,United States,California,Flournoy,96029,"39.84784, -122.544556",39.84784,-122.544556,Female,No,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No,0,45,5996,7108-DGVUU,1,United States,California,Lookout,96054,"41.280478, -121.160249",41.280478,-121.160249,Female,Yes,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No,0,38,2784,2720-FVBQP,1,United States,California,Mccloud,96057,"41.251322, -122.105209",41.251322,-122.105209,Female,No,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No,0,30,3061,9906-NHHVC,1,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,Female,Yes,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No,0,76,5693,8152-UOBNY,1,United States,California,Mineral,96063,"40.408796, -121.579609",40.408796,-121.579609,Female,Yes,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No,0,59,5746,7643-RCHXS,1,United States,California,Montgomery Creek,96065,"40.877552, -121.885884",40.877552,-121.885884,Female,No,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,No,Electronic check,19.35,1263.85,No,0,23,4566,2927-QRRQV,1,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,Male,No,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No,0,79,4120,3399-BMLVW,1,United States,California,Whitmore,96096,"40.637105, -121.906949",40.637105,-121.906949,Male,No,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No,0,75,4994,3374-PZLXD,1,United States,California,Blairsden Graeagle,96103,"39.783747, -120.661032",39.783747,-120.661032,Male,No,No,No,34,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,19.7,675.6,No,0,73,4136,4939-KYYPY,1,United States,California,Coleville,96107,"38.42528, -119.475741",38.42528,-119.475741,Male,No,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No,0,23,4818,6022-KOUQO,1,United States,California,Eagleville,96110,"41.280341, -120.150381",41.280341,-120.150381,Female,No,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No,0,22,4998,2361-UPSND,1,United States,California,Herlong,96113,"40.198234, -120.18089",40.198234,-120.18089,Female,No,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No,0,52,5433,6267-DCFFZ,1,United States,California,Madeline,96119,"41.042003, -120.506086",41.042003,-120.506086,Female,Yes,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No,0,39,3792,1498-DQNRX,1,United States,California,Westwood,96137,"40.271535, -121.018087",40.271535,-121.018087,Female,No,Yes,No,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,No,Mailed check,19.85,573.05,No,0,59,2712,3761-FLYZI,1,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,Female,Yes,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No,0,64,5225,4403-BWPAY,1,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,Male,No,No,No,14,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),24.8,321.7,No,0,22,4527,5405-ZMYXQ,1,United States,California,Los Angeles,90019,"34.049841, -118.33846",34.049841,-118.33846,Female,No,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No,0,57,2142,1442-OKRJE,1,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,Male,No,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No,0,80,4663,2808-CHTDM,1,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,Female,No,Yes,Yes,23,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,25.1,611.45,No,0,67,2267,1060-ENTOF,1,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,Female,Yes,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No,0,64,5703,0999-QXNSA,1,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,Male,Yes,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No,0,57,3779,4422-QVIJA,1,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,Female,No,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No,0,74,5879,6961-MJKBO,1,United States,California,Los Angeles,90057,"34.061918, -118.277939",34.061918,-118.277939,Male,No,No,No,47,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),20.45,943,No,0,72,4342,6435-SRWBJ,1,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,Female,No,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No,0,36,5269,0404-AHASP,1,United States,California,Beverly Hills,90212,"34.062095, -118.401508",34.062095,-118.401508,Male,No,Yes,No,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),19.7,1421.9,No,0,36,6436,7279-NMVJC,1,United States,California,Compton,90220,"33.88151, -118.234451",33.88151,-118.234451,Female,No,No,No,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,Bank transfer (automatic),19.9,323.15,No,0,70,2093,2081-VEYEH,1,United States,California,Compton,90221,"33.885811, -118.206459",33.885811,-118.206459,Male,No,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No,0,70,5653,2587-YNLES,1,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,Female,No,Yes,Yes,6,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,20.1,100.35,No,0,42,5874,5935-FCCNB,1,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,Female,Yes,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No,0,54,4425,1958-RNRKS,1,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,Male,No,Yes,No,30,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,49.9,1441.95,No,0,45,3712,1015-OWJKI,1,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,Male,No,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,19.05,19.05,No,0,59,5279,8887-IPQNC,1,United States,California,Manhattan Beach,90266,"33.889632, -118.39737",33.889632,-118.39737,Female,No,Yes,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.25,313.45,No,0,58,5014,8646-JCOMS,1,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,Female,No,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No,0,38,4958,1803-BGNBD,1,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,Female,No,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.3,654.5,No,0,63,3854,6519-CFDBX,1,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,Female,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No,0,45,4964,3669-WHAFY,1,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,Female,No,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No,0,24,4144,2519-LBNQL,1,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,Male,Yes,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No,0,73,4040,8623-ULFNQ,1,United States,California,Cerritos,90703,"33.8681, -118.067402",33.8681,-118.067402,Female,Yes,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No,0,43,3225,8401-EMUWF,1,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,Male,No,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No,0,36,4701,5377-NDTOU,1,United States,California,San Pedro,90732,"33.744119, -118.31448",33.744119,-118.31448,Female,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No,0,39,4644,2474-LCNUE,1,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,Female,No,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No,0,61,2590,6016-LVTJQ,1,United States,California,Long Beach,90805,"33.864622, -118.179626",33.864622,-118.179626,Female,No,Yes,Yes,34,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,20.65,716.4,No,0,74,5099,7860-KSUGX,1,United States,California,Long Beach,90806,"33.802664, -118.179971",33.802664,-118.179971,Male,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No,0,74,6330,5149-QYTTU,1,United States,California,Long Beach,90814,"33.771612, -118.143866",33.771612,-118.143866,Female,No,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No,0,41,5647,0817-HSUSE,1,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,Male,No,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No,0,43,2954,1927-QEWMY,1,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,Female,No,Yes,No,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),20.5,1502.25,No,0,25,6302,7554-AKDQF,1,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,Female,No,Yes,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,323.45,No,0,40,4227,0794-YVSGE,1,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,Male,No,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,Bank transfer (automatic),20.3,1401.15,No,0,76,5265,5423-BHIXO,1,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,Female,No,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No,0,43,4454,6908-VVYHM,1,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,Male,No,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No,0,70,6358,2959-EEXWB,1,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,Female,No,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No,0,64,3937,1839-UMACK,1,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,Male,No,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No,0,55,3756,8286-AFUYI,1,United States,California,Glendale,91203,"34.153338, -118.262974",34.153338,-118.262974,Male,No,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No,0,35,5092,8356-WUAOJ,1,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,Female,No,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.0,45,No,0,63,5669,8058-DMYRU,1,United States,California,Glendale,91208,"34.195386, -118.238508",34.195386,-118.238508,Male,Yes,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No,0,23,5232,6959-GQEGV,1,United States,California,Canoga Park,91303,"34.19829, -118.602203",34.19829,-118.602203,Male,No,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No,0,28,2185,1265-HVPZB,1,United States,California,Winnetka,91306,"34.209532, -118.577563",34.209532,-118.577563,Male,No,Yes,No,59,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),66.4,3958.2,No,0,64,6432,7369-TRPFD,1,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,Male,No,No,No,19,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,18.8,279.2,No,0,43,2916,1098-KFQEC,1,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,Female,No,Yes,Yes,55,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),19.4,1083,No,0,23,5366,7064-FRRSW,1,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,Male,Yes,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99.0,4744.35,No,0,78,3061,7940-UQQUG,1,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,Female,No,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No,0,33,5133,7010-BRBUU,1,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,Male,No,Yes,Yes,72,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),24.1,1734.65,No,0,23,4264,5129-HHMZC,1,United States,California,Van Nuys,91401,"34.178483, -118.431791",34.178483,-118.431791,Female,No,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No,0,53,3110,4524-QCSSM,1,United States,California,Encino,91436,"34.152875, -118.486056",34.152875,-118.486056,Male,No,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No,0,33,4512,2039-JONDJ,1,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,Male,No,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No,0,80,3616,6695-FRVEC,1,United States,California,Burbank,91506,"34.169706, -118.323548",34.169706,-118.323548,Male,No,Yes,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No,0,73,5356,0754-EEBDC,1,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,Male,No,Yes,Yes,4,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,19.9,76.65,No,0,74,2347,2361-FJWNO,1,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,Male,No,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36.0,1382.9,No,0,38,5323,8232-UTFOZ,1,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,Male,No,No,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,Credit card (automatic),19.95,1399.35,No,0,59,4328,7696-CFTAT,1,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,Male,No,Yes,Yes,37,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),19.8,726.1,No,0,28,2745,2123-VSCOT,1,United States,California,Pomona,91767,"34.083086, -117.737997",34.083086,-117.737997,Female,No,Yes,No,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No,0,52,6225,2792-VPPET,1,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,Male,No,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,20.5,76.95,No,0,35,5296,1964-SVLEA,1,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,Male,No,No,No,20,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,19.7,415.9,No,0,80,2860,8267-KFGYD,1,United States,California,Alhambra,91803,"34.074736, -118.145959",34.074736,-118.145959,Male,No,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,Yes,Mailed check,21.05,21.05,No,0,32,3389,3764-MNMOI,1,United States,California,Boulevard,91905,"32.677097, -116.304991",32.677097,-116.304991,Male,No,No,No,46,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),19.2,908.15,No,0,54,2776,8466-PZBLH,1,United States,California,Descanso,91916,"32.912664, -116.635387",32.912664,-116.635387,Male,No,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No,0,56,4743,0019-EFAEP,1,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,Female,No,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No,0,53,5513,5619-PTMIK,1,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,Female,No,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No,0,72,3358,7967-HYCDE,1,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,Male,No,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No,0,27,4946,2430-RRYUW,1,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,Male,No,No,No,66,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,54.8,3465.7,No,0,20,4621,5110-CHOPY,1,United States,California,Carlsbad,92009,"33.098018, -117.258203",33.098018,-117.258203,Female,No,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No,0,39,4173,4425-OWHWB,1,United States,California,El Cajon,92019,"32.785165, -116.862648",32.785165,-116.862648,Female,No,No,No,20,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),19.35,433.75,No,0,77,5811,7892-QVYKW,1,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,Female,No,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No,0,25,3513,2208-MPXIO,1,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,Female,No,Yes,Yes,45,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),20.0,886.4,No,0,71,5169,1960-UYCNN,1,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,Male,No,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No,0,23,4810,7336-RLLRH,1,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,Male,No,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No,0,51,4732,0607-MVMGC,1,United States,California,Ranchita,92066,"33.215251, -116.53633",33.215251,-116.53633,Male,No,Yes,No,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No,0,63,2595,1488-PBLJN,1,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,Female,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No,0,33,4055,8100-HZZLJ,1,United States,California,Indio,92201,"33.713891, -116.237257",33.713891,-116.237257,Female,No,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No,0,55,4205,8309-IEYJD,1,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,Female,Yes,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No,0,25,2576,7361-YPXFS,1,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,Female,Yes,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No,0,37,3820,3392-EHMNK,1,United States,California,Thermal,92274,"33.53604, -116.119222",33.53604,-116.119222,Female,No,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No,0,58,4803,3486-KHMLI,1,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,Male,No,No,Yes,21,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,Mailed check,24.7,467.15,No,0,54,5403,6784-XYJAE,1,United States,California,Fort Irwin,92310,"35.349241, -116.770281",35.349241,-116.770281,Female,No,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No,0,25,4770,2251-PYLPB,1,United States,California,Big Bear Lake,92315,"34.242058, -116.89802",34.242058,-116.89802,Male,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No,0,55,4766,5555-RNPGT,1,United States,California,Bloomington,92316,"34.059722, -117.39104",34.059722,-117.39104,Male,No,No,Yes,10,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,Credit card (automatic),24.8,223.9,No,0,36,5212,2190-BCXEC,1,United States,California,Death Valley,92328,"36.27688, -117.033326",36.27688,-117.033326,Female,No,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No,0,45,5257,2911-WDXMV,1,United States,California,Fontana,92335,"34.087558, -117.464096",34.087558,-117.464096,Male,No,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No,0,37,5334,7206-PQBBZ,1,United States,California,Fontana,92336,"34.136367, -117.460803",34.136367,-117.460803,Male,Yes,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No,0,29,2848,7422-WNBTY,1,United States,California,Green Valley Lake,92341,"34.244411, -117.072654",34.244411,-117.072654,Male,No,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No,0,40,3348,0842-IWYCP,1,United States,California,Helendale,92342,"34.757783, -117.33997",34.757783,-117.33997,Female,No,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No,0,44,2626,3744-ZBHON,1,United States,California,Highland,92346,"34.129677, -117.154277",34.129677,-117.154277,Female,No,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,No,Electronic check,20.2,65.95,No,0,24,4369,3373-DIUUN,1,United States,California,Hinkley,92347,"34.983808, -117.239306",34.983808,-117.239306,Male,No,Yes,Yes,30,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,21.25,711.9,No,0,70,3047,8383-SGHJU,1,United States,California,Lake Arrowhead,92352,"34.2565, -117.19335",34.2565,-117.19335,Female,No,No,No,33,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Electronic check,59.4,1952.8,No,0,38,2853,8819-IMISP,1,United States,California,Redlands,92373,"34.003243, -117.138286",34.003243,-117.138286,Male,No,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No,0,49,4684,1163-ONYEY,1,United States,California,Shoshone,92384,"35.924252, -116.188668",35.924252,-116.188668,Male,No,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No,0,61,2748,6082-OQFBA,1,United States,California,Victorville,92394,"34.567058, -117.362329",34.567058,-117.362329,Male,No,Yes,No,23,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,19.65,436.9,No,0,70,5460,4010-YLMVT,1,United States,California,Yucaipa,92399,"34.04597, -117.011825",34.04597,-117.011825,Female,No,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No,0,80,5056,8160-HOWOX,1,United States,California,San Bernardino,92407,"34.250069, -117.393949",34.250069,-117.393949,Female,No,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No,0,43,4858,1763-WQFUK,1,United States,California,Riverside,92503,"33.890046, -117.455583",33.890046,-117.455583,Male,No,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No,0,43,5258,2023-VQFDL,1,United States,California,Riverside,92506,"33.930931, -117.361788",33.930931,-117.361788,Male,No,No,No,18,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,19.0,348.8,No,0,39,5379,1345-GKDZZ,1,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,Male,No,No,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,19.55,128.6,No,0,69,2309,0248-IPDFW,1,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,Female,No,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No,0,57,5617,7101-HRBLJ,1,United States,California,Idyllwild,92549,"33.755039, -116.741796",33.755039,-116.741796,Female,No,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No,0,36,4592,8220-OCUFY,1,United States,California,Perris,92571,"33.828289, -117.201666",33.828289,-117.201666,Female,No,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No,0,25,4870,3995-WFCSM,1,United States,California,San Jacinto,92582,"33.806708, -117.02007",33.806708,-117.02007,Female,No,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No,0,54,3796,2878-RMWXY,1,United States,California,Temecula,92590,"33.475493, -117.219551",33.475493,-117.219551,Male,Yes,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),102.65,7550.3,No,0,66,4680,7311-MQJCH,1,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,Female,No,No,No,5,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,19.55,99.6,No,0,47,2575,1136-XGEQU,1,United States,California,Winchester,92596,"33.657433, -117.04254",33.657433,-117.04254,Female,No,Yes,No,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No,0,43,4625,8879-XUAHX,1,United States,California,Irvine,92614,"33.680302, -117.833296",33.680302,-117.833296,Male,No,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No,0,47,6124,3689-MOZGR,1,United States,California,Irvine,92618,"33.667145, -117.732135",33.667145,-117.732135,Female,No,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No,0,39,4761,5003-XZWWO,1,United States,California,Capistrano Beach,92624,"33.458754, -117.665104",33.458754,-117.665104,Male,No,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No,0,33,4753,6922-NCEDI,1,United States,California,Costa Mesa,92627,"33.645672, -117.922613",33.645672,-117.922613,Male,No,No,No,56,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,21.2,1238.65,No,0,23,6473,9891-NQDBD,1,United States,California,Lake Forest,92630,"33.644849, -117.684254",33.644849,-117.684254,Female,No,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No,0,39,3493,9798-DRYDS,1,United States,California,Huntington Beach,92648,"33.679659, -118.016195",33.679659,-118.016195,Female,No,Yes,No,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No,0,27,4759,0380-NEAVX,1,United States,California,Newport Beach,92660,"33.634626, -117.874882",33.634626,-117.874882,Male,Yes,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No,0,71,5626,8619-IJNDK,1,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,Female,No,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No,0,71,4374,1153-GNOLC,1,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,Male,No,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No,0,40,2855,3496-LFSZU,1,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,Male,No,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,294.2,No,0,68,2896,2212-LYASK,1,United States,California,Brea,92823,"33.924143, -117.79387",33.924143,-117.79387,Male,No,Yes,No,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No,0,49,2068,1393-IMKZG,1,United States,California,Fullerton,92831,"33.879983, -117.895482",33.879983,-117.895482,Female,No,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No,0,23,3270,6050-FFXES,1,United States,California,Garden Grove,92844,"33.766476, -117.969795",33.766476,-117.969795,Female,No,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.35,7240.65,No,0,34,5268,0362-RAOQO,1,United States,California,Norco,92860,"33.925833, -117.559639",33.925833,-117.559639,Female,No,No,No,40,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),19.65,830.25,No,0,75,3878,1399-UBQIU,1,United States,California,Orange,92867,"33.81859, -117.821288",33.81859,-117.821288,Male,No,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No,0,47,2288,4957-TIALW,1,United States,California,Corona,92880,"33.918043, -117.617809",33.918043,-117.617809,Female,No,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No,0,28,2976,3126-WQMGH,1,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,Female,No,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No,0,40,5224,7176-WRTNX,1,United States,California,Ventura,93004,"34.278697, -119.167798",34.278697,-119.167798,Male,No,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,7711.25,No,0,26,4511,5732-IKGQH,1,United States,California,Camarillo,93012,"34.205504, -118.993111",34.205504,-118.993111,Male,Yes,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No,0,78,5490,9239-GZHZE,1,United States,California,Carpinteria,93013,"34.441398, -119.513163",34.441398,-119.513163,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No,0,79,6469,7205-BAIAD,1,United States,California,Fillmore,93015,"34.408161, -118.865111",34.408161,-118.865111,Female,No,No,No,40,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),20.6,827.3,No,0,27,3091,8064-RAVOH,1,United States,California,Oxnard,93030,"34.223244, -119.18012",34.223244,-119.18012,Male,No,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.85,49.85,No,0,49,5323,5334-AFQJB,1,United States,California,Simi Valley,93065,"34.269449, -118.768471",34.269449,-118.768471,Male,Yes,No,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,Credit card (automatic),25.1,1789.9,No,0,74,5751,8963-JLGJT,1,United States,California,Santa Barbara,93105,"34.037342, -119.80079",34.037342,-119.80079,Male,No,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No,0,36,4648,6177-PEVRA,1,United States,California,Corcoran,93212,"36.04533, -119.532424",36.04533,-119.532424,Female,No,No,No,48,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Credit card (automatic),55.5,2627.35,No,0,48,4975,3324-OIRTO,1,United States,California,Glennville,93226,"35.735694, -118.738483",35.735694,-118.738483,Male,No,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No,0,74,6101,9154-QDGTH,1,United States,California,Kettleman City,93239,"35.996923, -120.000951",35.996923,-120.000951,Male,No,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No,0,60,3927,6463-HHXJR,1,United States,California,Lemon Cove,93244,"36.462671, -118.997291",36.462671,-118.997291,Female,No,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No,0,41,4080,9776-OJUZI,1,United States,California,Lost Hills,93249,"35.637715, -119.893068",35.637715,-119.893068,Female,Yes,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No,0,62,4168,1306-RPWXZ,1,United States,California,Mc Farland,93250,"35.666886, -119.186717",35.666886,-119.186717,Female,No,No,Yes,49,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),20.45,1024.65,No,0,20,4784,3097-PYWXL,1,United States,California,New Cuyama,93254,"34.956577, -119.750142",34.956577,-119.750142,Female,No,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,Yes,Electronic check,19.95,82.9,No,0,26,2951,2266-SJNAT,1,United States,California,Onyx,93255,"35.676978, -118.101378",35.676978,-118.101378,Female,No,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No,0,46,4807,4238-JSSWH,1,United States,California,Porterville,93257,"36.008958, -118.891593",36.008958,-118.891593,Female,Yes,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No,0,35,3199,2809-ILCYT,1,United States,California,Sequoia National Park,93262,"36.527243, -118.594938",36.527243,-118.594938,Female,No,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No,0,78,3428,9548-ZMVTX,1,United States,California,Visalia,93292,"36.37559, -119.211689",36.37559,-119.211689,Male,No,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No,0,35,4461,3981-QSVQI,1,United States,California,Bakersfield,93305,"35.391733, -118.984109",35.391733,-118.984109,Male,No,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,Yes,Bank transfer (automatic),19.7,168.9,No,0,22,5498,9424-CMPOG,1,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,Male,No,Yes,Yes,9,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,19.6,197.4,No,0,65,4406,2616-UUTFK,1,United States,California,Bakersfield,93313,"35.140938, -119.051348",35.140938,-119.051348,Male,No,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No,0,75,4959,7064-JHXCE,1,United States,California,San Luis Obispo,93401,"35.233745, -120.626442",35.233745,-120.626442,Male,No,Yes,Yes,62,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),20.05,1263.9,No,0,63,6444,7989-AWGEH,1,United States,California,San Luis Obispo,93405,"35.236549, -120.727344",35.236549,-120.727344,Male,No,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No,0,39,4810,4373-VVHQL,1,United States,California,Arroyo Grande,93420,"35.176236, -120.483243",35.176236,-120.483243,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No,0,59,5479,4559-UWIHT,1,United States,California,Atascadero,93422,"35.453912, -120.69461",35.453912,-120.69461,Male,No,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No,0,79,4965,7268-IGMFD,1,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,Male,Yes,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No,0,47,3728,5498-IBWPI,1,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,Female,No,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No,0,59,5232,9314-QDMDW,1,United States,California,Los Alamos,93440,"34.758699, -120.275839",34.758699,-120.275839,Male,No,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No,0,58,2738,9308-ANMVE,1,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,Male,No,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No,0,52,5491,6114-TCFID,1,United States,California,Pismo Beach,93449,"35.165668, -120.655842",35.165668,-120.655842,Female,No,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No,0,29,5103,3787-TRIAL,1,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,Male,No,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No,0,44,4302,5141-ZUVBH,1,United States,California,Boron,93516,"34.95703, -117.73045",34.95703,-117.73045,Female,No,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93.0,870.25,No,0,40,2267,3275-RHRNE,1,United States,California,Keeler,93530,"36.560498, -117.962461",36.560498,-117.962461,Male,No,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.0,1682.05,No,0,80,2797,4307-KWMXE,1,United States,California,Llano,93544,"34.500091, -117.765862",34.500091,-117.765862,Male,No,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No,0,59,2263,3694-DELSO,1,United States,California,Olancha,93549,"36.296851, -117.865469",36.296851,-117.865469,Male,No,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No,0,40,3824,0023-UYUPN,1,United States,California,Ahwahnee,93601,"37.375816, -119.739935",37.375816,-119.739935,Female,Yes,Yes,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,1306.3,No,0,61,4015,8314-DPQHL,1,United States,California,Auberry,93602,"36.991762, -119.242874",36.991762,-119.242874,Male,No,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No,0,47,5535,0187-WZNAB,1,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,Female,No,Yes,Yes,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.4,1972.35,No,0,57,4331,5406-KGRMX,1,United States,California,Helm,93627,"36.520537, -120.118055",36.520537,-120.118055,Female,No,No,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,Electronic check,24.55,1719.15,No,0,74,4555,2585-KTFRE,1,United States,California,Mendota,93640,"36.687292, -120.437354",36.687292,-120.437354,Male,No,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No,0,53,2706,3200-MNQTF,1,United States,California,Raisin City,93652,"36.594542, -119.905245",36.594542,-119.905245,Male,No,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No,0,80,4361,0320-DWVTU,1,United States,California,Riverdale,93656,"36.452211, -119.94575",36.452211,-119.94575,Female,No,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No,0,23,4754,1088-AUUZZ,1,United States,California,Shaver Lake,93664,"37.223, -119.001021",37.223,-119.001021,Male,No,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No,0,52,5314,6476-EPYZR,1,United States,California,Wishon,93669,"37.287758, -119.548156",37.287758,-119.548156,Male,No,Yes,Yes,12,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,20.5,255.5,No,0,65,2891,1174-FGIFN,1,United States,California,Squaw Valley,93675,"36.719141, -119.202677",36.719141,-119.202677,Female,No,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,90.45,2509.25,No,0,74,5823,6620-HVDUJ,1,United States,California,Fresno,93701,"36.749403, -119.787574",36.749403,-119.787574,Male,No,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No,0,56,5095,1032-MAELW,1,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,Female,No,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No,0,67,5071,8622-ZLFKO,1,United States,California,Fresno,93710,"36.822715, -119.761826",36.822715,-119.761826,Female,No,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No,0,54,4297,2333-KWEWW,1,United States,California,Fresno,93721,"36.732694, -119.783786",36.732694,-119.783786,Male,No,No,No,18,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),20.05,388.6,No,0,20,2782,6585-WCEWR,1,United States,California,Fresno,93728,"36.757345, -119.818274",36.757345,-119.818274,Male,No,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,Electronic check,20.35,1354.4,No,0,41,4949,9565-AXSMR,1,United States,California,Greenfield,93927,"36.248708, -121.386617",36.248708,-121.386617,Male,No,Yes,Yes,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,Mailed check,19.2,1054.75,No,0,78,4203,0447-RXSGD,1,United States,California,Monterey,93940,"36.362741, -121.869685",36.362741,-121.869685,Male,No,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No,0,47,5207,4927-WWOOZ,1,United States,California,Pacific Grove,93950,"36.618337, -121.926417",36.618337,-121.926417,Male,No,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.45,171.45,No,0,32,4889,9081-WWXKP,1,United States,California,Soledad,93960,"36.414216, -121.360597",36.414216,-121.360597,Female,No,Yes,Yes,47,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),20.25,873.4,No,0,38,2070,3612-YVGSJ,1,United States,California,La Honda,94020,"37.285677, -122.224165",37.285677,-122.224165,Female,No,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,Yes,Credit card (automatic),24.45,1681.6,No,0,77,4742,5397-NSKQG,1,United States,California,Los Altos,94022,"37.349546, -122.134356",37.349546,-122.134356,Male,No,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Two year,No,Credit card (automatic),50.9,3281.65,No,0,62,5281,0739-UUAJR,1,United States,California,Mountain View,94040,"37.380662, -122.086022",37.380662,-122.086022,Female,No,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No,0,28,4954,4826-DXMUP,1,United States,California,Mountain View,94041,"37.388349, -122.075299",37.388349,-122.075299,Male,No,No,Yes,35,Yes,No,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,72.1,2495.15,No,0,45,5510,7285-KLOTR,1,United States,California,Pacifica,94044,"37.573633, -122.455167",37.573633,-122.455167,Female,No,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No,0,55,2495,0654-PQKDW,1,United States,California,Pescadero,94060,"37.22565, -122.297533",37.22565,-122.297533,Female,No,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No,0,24,4133,1849-RJYIG,1,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,Female,No,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.0,487.75,No,0,29,5862,3230-JCNZS,1,United States,California,San Francisco,94107,"37.768881, -122.395521",37.768881,-122.395521,Female,No,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.0,7061.65,No,0,74,4305,8237-ULIXL,1,United States,California,San Francisco,94116,"37.74441, -122.486764",37.74441,-122.486764,Female,No,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,No,Credit card (automatic),24.85,1871.85,No,0,78,4067,9153-BTBVV,1,United States,California,San Francisco,94121,"37.776718, -122.495781",37.776718,-122.495781,Female,No,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),25.0,1753,No,0,79,4066,1074-AMIOH,1,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,Female,No,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.25,5935.1,No,0,73,5989,7145-FEJWU,1,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,Female,No,No,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,1275.65,No,0,72,5913,6463-MVYRY,1,United States,California,Palo Alto,94301,"37.444314, -122.149996",37.444314,-122.149996,Female,Yes,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No,0,72,4759,1051-EQPZR,1,United States,California,Stanford,94305,"37.424342, -122.165641",37.424342,-122.165641,Female,No,Yes,Yes,44,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,19.6,780.25,No,0,36,5584,5849-ASHZJ,1,United States,California,Palo Alto,94306,"37.416159, -122.131337",37.416159,-122.131337,Male,No,No,Yes,27,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),20.05,552.9,No,0,65,2400,8384-FZBJK,1,United States,California,San Mateo,94404,"37.556094, -122.272437",37.556094,-122.272437,Female,No,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No,0,48,6351,6384-VMJHP,1,United States,California,Bethel Island,94511,"38.050558, -121.646924",38.050558,-121.646924,Female,No,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73.0,5265.2,No,0,80,5127,6481-ESCNL,1,United States,California,Clayton,94517,"37.881842, -121.848111",37.881842,-121.848111,Female,No,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No,0,53,4847,0820-FNRNX,1,United States,California,Lafayette,94549,"37.907777, -122.127161",37.907777,-122.127161,Male,No,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No,0,46,2814,0880-FVFWF,1,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,Male,No,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No,0,64,4449,4213-HKBJO,1,United States,California,Martinez,94553,"38.014457, -122.115432",38.014457,-122.115432,Female,No,No,No,33,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),25.7,826.1,No,0,39,3378,9018-PCIOK,1,United States,California,Newark,94560,"37.504133, -122.032347",37.504133,-122.032347,Female,No,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No,0,36,4634,9953-ZMKSM,1,United States,California,Pinole,94564,"37.996462, -122.293716",37.996462,-122.293716,Male,No,No,No,63,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,25.25,1559.3,No,0,79,4530,7473-ZBDSN,1,United States,California,Walnut Creek,94595,"37.862128, -122.075197",37.862128,-122.075197,Female,No,Yes,Yes,14,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,18.8,255.55,No,0,28,5751,8780-YRMTT,1,United States,California,Yountville,94599,"38.421458, -122.365048",38.421458,-122.365048,Female,No,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No,0,27,6435,7026-YMSBE,1,United States,California,Berkeley,94704,"37.871416, -122.246597",37.871416,-122.246597,Male,No,No,No,30,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,19.7,625.05,No,0,59,3302,6997-UVGOX,1,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,Male,No,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No,0,44,5394,0254-KCJGT,1,United States,California,Bodega Bay,94923,"38.377165, -123.037957",38.377165,-123.037957,Male,No,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No,0,64,4628,6461-SZMCV,1,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,Female,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No,0,71,4278,9508-ILZDG,1,United States,California,Dillon Beach,94929,"38.24458, -122.956268",38.24458,-122.956268,Female,Yes,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.35,3190.25,No,0,32,5425,3594-BDSOA,1,United States,California,Novato,94947,"38.112166, -122.634384",38.112166,-122.634384,Female,No,Yes,No,24,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),20.4,482.8,No,0,79,3071,5133-VRSAB,1,United States,California,Olema,94950,"38.052209, -122.775567",38.052209,-122.775567,Male,No,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No,0,59,5369,0484-JPBRU,1,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,Male,No,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.25,996.45,No,0,40,3461,7274-CGTOD,1,United States,California,San Geronimo,94963,"38.00474, -122.663717",38.00474,-122.663717,Male,No,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No,0,58,5254,1866-ZSLJM,1,United States,California,Valley Ford,94972,"38.339996, -122.935056",38.339996,-122.935056,Male,No,No,No,21,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,Credit card (automatic),20.5,402.85,No,0,75,5654,4636-TVXVG,1,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,Male,No,Yes,Yes,62,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),19.95,1244.8,No,0,32,4803,1169-SAOCL,1,United States,California,Brookdale,95007,"37.106902, -122.100006",37.106902,-122.100006,Male,No,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No,0,27,5154,3518-PZXZQ,1,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,Female,No,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No,0,37,2849,0924-BJCRC,1,United States,California,Felton,95018,"37.089111, -122.062213",37.089111,-122.062213,Female,Yes,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No,0,44,4340,4455-BFSPD,1,United States,California,Hollister,95023,"36.875409, -121.279679",36.875409,-121.279679,Female,No,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No,0,79,5177,8295-FHIVV,1,United States,California,Paicines,95043,"36.525703, -120.952122",36.525703,-120.952122,Male,No,No,No,7,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,19.4,168.65,No,0,56,5873,2439-QKJUL,1,United States,California,Saratoga,95070,"37.257772, -122.051824",37.257772,-122.051824,Male,No,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,20.25,109.8,No,0,44,5064,8929-KSWIH,1,United States,California,San Jose,95111,"37.284265, -121.827673",37.284265,-121.827673,Male,No,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No,0,23,3847,9506-UXUSK,1,United States,California,San Jose,95116,"37.350284, -121.852855",37.350284,-121.852855,Male,No,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No,0,30,4599,3572-UOLYZ,1,United States,California,San Jose,95118,"37.255479, -121.889838",37.255479,-121.889838,Female,No,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No,0,39,5756,3470-OBUET,1,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,Female,No,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74.0,4868.4,No,0,35,4188,2770-NSVDG,1,United States,California,San Jose,95124,"37.257063, -121.923037",37.257063,-121.923037,Male,No,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No,0,33,4636,4860-YZGZM,1,United States,California,San Jose,95128,"37.316146, -121.936285",37.316146,-121.936285,Male,No,No,No,10,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,20.0,185.4,No,0,63,2706,0581-MDMPW,1,United States,California,San Jose,95148,"37.339533, -121.777179",37.339533,-121.777179,Female,No,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.95,2072.75,No,0,37,5557,3904-UKFRE,1,United States,California,Stockton,95205,"37.965695, -121.260051",37.965695,-121.260051,Male,No,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No,0,67,2333,5353-WILCI,1,United States,California,Stockton,95206,"37.902422, -121.440029",37.902422,-121.440029,Female,No,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No,0,47,4468,0058-EVZWM,1,United States,California,Stockton,95209,"38.044523, -121.348048",38.044523,-121.348048,Female,No,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No,0,42,5875,7009-PCARS,1,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,Male,No,No,Yes,55,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),19.1,1001.5,No,0,66,4391,1017-FBQMM,1,United States,California,Acampo,95220,"38.200231, -121.235034",38.200231,-121.235034,Female,No,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No,0,69,6361,4360-QRAVE,1,United States,California,Farmington,95230,"37.956963, -120.863055",37.956963,-120.863055,Male,Yes,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No,0,72,2494,8857-CUPFQ,1,United States,California,Wallace,95254,"38.192608, -120.957842",38.192608,-120.957842,Male,No,Yes,No,63,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,19.25,1237.65,No,0,20,4538,3638-DIMPH,1,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,Female,No,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No,0,40,4369,8559-WNQZS,1,United States,California,Atwater,95301,"37.321233, -120.656354",37.321233,-120.656354,Male,No,No,No,1,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,20.45,20.45,No,0,27,5925,5387-ASZNZ,1,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,Female,Yes,No,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),63.85,4174.35,No,0,80,4657,7508-KBIMB,1,United States,California,Jamestown,95327,"37.84771, -120.486589",37.84771,-120.486589,Male,No,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No,0,52,3607,6838-HVLXG,1,United States,California,Keyes,95328,"37.555631, -120.911653",37.555631,-120.911653,Female,No,No,No,12,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,20.3,246.7,No,0,27,4177,7771-CFQRQ,1,United States,California,Mariposa,95338,"37.526791, -119.99437",37.526791,-119.99437,Female,No,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No,0,45,5144,2452-KDRRH,1,United States,California,Mi Wuk Village,95346,"38.121601, -120.133915",38.121601,-120.133915,Male,Yes,No,No,67,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.4,6841.05,No,0,28,5269,3617-XLSGQ,1,United States,California,Modesto,95355,"37.672906, -120.946594",37.672906,-120.946594,Female,No,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),109.25,7082.5,No,0,28,5865,6746-WAUWT,1,United States,California,Salida,95368,"37.713152, -121.08739",37.713152,-121.08739,Male,No,No,No,19,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),19.7,386.5,No,0,41,4431,2187-PKZAY,1,United States,California,Stevinson,95374,"37.316807, -120.855753",37.316807,-120.855753,Male,No,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No,0,71,2968,2668-TZSPS,1,United States,California,Santa Rosa,95403,"38.488431, -122.752839",38.488431,-122.752839,Male,No,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,20.45,20.45,No,0,51,2664,7446-SFAOA,1,United States,California,Santa Rosa,95407,"38.394091, -122.739814",38.394091,-122.739814,Female,No,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No,0,20,5707,9522-ZSINC,1,United States,California,Santa Rosa,95409,"38.468893, -122.580539",38.468893,-122.580539,Male,No,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,Yes,Electronic check,19.95,253.8,No,0,24,2252,0953-LGOVU,1,United States,California,Clearlake,95422,"38.965804, -122.631779",38.965804,-122.631779,Male,No,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,35.5,432.25,No,0,75,2562,7742-MYPGI,1,United States,California,Cobb,95426,"38.838088, -122.73203",38.838088,-122.73203,Female,No,Yes,Yes,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,48.8,297.35,No,0,45,4538,5542-TBBWB,1,United States,California,Lakeport,95453,"39.080469, -122.955176",39.080469,-122.955176,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No,0,26,3358,1930-QPBVZ,1,United States,California,Laytonville,95454,"39.806141, -123.531098",39.806141,-123.531098,Male,No,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No,0,38,5748,9435-JMLSX,1,United States,California,Monte Rio,95462,"38.471049, -123.015549",38.471049,-123.015549,Male,No,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No,0,52,6286,5312-IRCFR,1,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,Female,No,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No,0,58,5206,5311-IHLEI,1,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,Male,No,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No,0,73,2716,3404-JNXAX,1,United States,California,Ukiah,95482,"39.134075, -123.23422",39.134075,-123.23422,Female,No,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No,0,36,6032,5131-PONJI,1,United States,California,Upper Lake,95485,"39.220368, -122.907693",39.220368,-122.907693,Male,No,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No,0,72,5804,3345-JHUEO,1,United States,California,Windsor,95492,"38.527297, -122.810044",38.527297,-122.810044,Male,No,No,No,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,Yes,Electronic check,20.2,55.7,No,0,45,4267,5598-IKHQQ,1,United States,California,Myers Flat,95554,"40.267158, -123.805913",40.267158,-123.805913,Female,No,No,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,No,Credit card (automatic),25.45,1866.45,No,0,42,4118,5266-PFRQK,1,United States,California,Orleans,95556,"41.269521, -123.546958",41.269521,-123.546958,Male,No,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,Credit card (automatic),20.85,1071.6,No,0,56,4886,1303-SRDOK,1,United States,California,Rio Dell,95562,"40.485849, -124.163234",40.485849,-124.163234,Female,No,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No,0,67,4318,8046-DNVTL,1,United States,California,Weott,95571,"40.310119, -123.909449",40.310119,-123.909449,Male,No,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No,0,45,4558,1038-RQOST,1,United States,California,Zenia,95595,"40.170357, -123.417298",40.170357,-123.417298,Male,No,Yes,Yes,19,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,20.6,414.95,No,0,32,2276,4568-TTZRT,1,United States,California,Auburn,95602,"38.99003, -121.114408",38.99003,-121.114408,Male,No,No,No,9,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,20.4,181.8,No,0,21,5380,8896-BQTTI,1,United States,California,Cool,95614,"38.880622, -120.973865",38.880622,-120.973865,Male,No,No,No,1,Yes,Yes,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,25.0,25,No,0,53,2371,5857-TYBCJ,1,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,Male,Yes,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No,0,36,2925,1402-PTHGN,1,United States,California,Elk Grove,95624,"38.434138, -121.30587",38.434138,-121.30587,Female,No,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No,0,67,3479,5696-EXCYS,1,United States,California,Hood,95639,"38.375325, -121.507935",38.375325,-121.507935,Male,No,No,No,17,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),19.45,369.05,No,0,29,5347,4702-HDRKD,1,United States,California,Knights Landing,95645,"38.875508, -121.765866",38.875508,-121.765866,Male,No,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No,0,33,5905,9224-VTYID,1,United States,California,Walnut Grove,95690,"38.240419, -121.587535",38.240419,-121.587535,Male,No,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No,0,30,3413,7284-ZZLOH,1,United States,California,Alta,95701,"39.218096, -120.79153",39.218096,-120.79153,Male,No,Yes,No,45,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),53.3,2296.25,No,0,79,2929,1777-JYQPJ,1,United States,California,Colfax,95713,"39.084645, -120.894014",39.084645,-120.894014,Male,No,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No,0,77,2515,8631-XVRZL,1,United States,California,Kyburz,95720,"38.766036, -120.209673",38.766036,-120.209673,Male,No,No,No,9,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,20.15,163.7,No,0,70,4004,3853-LYGAM,1,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,Male,No,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No,0,49,3139,5680-LQOGP,1,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,Female,No,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No,0,70,5308,9931-DCEZH,1,United States,California,Roseville,95747,"38.784329, -121.373245",38.784329,-121.373245,Male,No,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No,0,74,4711,2410-CIYFZ,1,United States,California,Woodland,95776,"38.694081, -121.694431",38.694081,-121.694431,Male,No,No,Yes,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,20.4,42.9,No,0,77,3000,5505-OVWQW,1,United States,California,Sacramento,95815,"38.608405, -121.449942",38.608405,-121.449942,Female,No,No,No,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,20.15,353.65,No,0,48,4650,6569-KTMDU,1,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,Female,No,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,19.1,19.1,No,0,26,3313,8395-ETZKQ,1,United States,California,Sacramento,95841,"38.660442, -121.346321",38.660442,-121.346321,Male,Yes,Yes,Yes,68,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),19.5,1193.55,No,0,51,5443,2739-CCZMB,1,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,Male,No,No,Yes,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,Credit card (automatic),20.35,122,No,0,60,3161,7080-TNUWP,1,United States,California,Arbuckle,95912,"38.982373, -122.047751",38.982373,-122.047751,Male,No,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.0,6602.9,No,0,65,6259,7168-HDQHG,1,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,Female,No,Yes,Yes,36,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),19.2,702.9,No,0,79,3043,4567-AKPIA,1,United States,California,Canyon Dam,95923,"40.171312, -121.120605",40.171312,-121.120605,Female,No,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No,0,77,4854,8903-WMRNW,1,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,Female,No,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No,0,50,2919,2452-SNHFZ,1,United States,California,Elk Creek,95939,"39.53222, -122.594879",39.53222,-122.594879,Female,No,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No,0,66,4995,3629-WEAAM,1,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,Female,No,No,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,64.1,504.05,No,0,25,2804,1345-ZUKID,1,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,Male,No,No,No,14,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,19.35,324.8,No,0,39,2400,9281-OFDMF,1,United States,California,Meadow Valley,95956,"39.937017, -121.058043",39.937017,-121.058043,Male,Yes,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,90.7,3413.25,No,0,39,5028,2603-HVKCG,1,United States,California,Meridian,95957,"39.068071, -121.832638",39.068071,-121.832638,Male,No,No,No,31,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3143.65,No,0,72,2025,7272-QDCKA,1,United States,California,Oroville,95965,"39.624561, -121.552866",39.624561,-121.552866,Male,No,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No,0,79,5137,8908-SLFCJ,1,United States,California,Oroville,95966,"39.473896, -121.415927",39.473896,-121.415927,Female,No,No,No,21,Yes,No,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),20.85,435.25,No,0,35,5422,1814-WFGVS,1,United States,California,Richvale,95974,"39.495768, -121.747472",39.495768,-121.747472,Male,No,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No,0,47,5415,3721-WKIIL,1,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,Female,No,No,No,27,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,19.6,561.15,No,0,21,2896,6734-CKRSM,1,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,Female,No,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,No,Mailed check,20.0,63.6,No,0,65,4258,1265-ZFOSD,1,United States,California,Stonyford,95979,"39.288127, -122.415841",39.288127,-122.415841,Female,No,Yes,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,81.3,5129.3,No,0,74,5254,6568-POCUI,1,United States,California,Strawberry Valley,95981,"39.58458, -121.093256",39.58458,-121.093256,Female,No,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No,0,27,3363,1231-YNDEK,1,United States,California,Redding,96002,"40.527834, -122.318749",40.527834,-122.318749,Male,No,No,No,58,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),19.15,1035.5,No,0,25,6339,0570-BFQHT,1,United States,California,Anderson,96007,"40.448632, -122.306657",40.448632,-122.306657,Female,No,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No,0,26,3581,4393-OBCRR,1,United States,California,Bella Vista,96008,"40.722733, -122.109666",40.722733,-122.109666,Female,No,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,20.25,71.2,No,0,31,4331,6772-WFQRD,1,United States,California,Castella,96017,"41.121108, -122.336613",41.121108,-122.336613,Male,No,No,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.4,854.9,No,0,59,3200,8550-XSXUQ,1,United States,California,Cottonwood,96022,"40.336392, -122.448533",40.336392,-122.448533,Male,No,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No,0,39,3997,3594-IVHJZ,1,United States,California,French Gulch,96033,"40.740138, -122.587476",40.740138,-122.587476,Female,No,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,Yes,Mailed check,20.45,42.45,No,0,56,2606,6869-FGJJC,1,United States,California,Gazelle,96034,"41.411315, -122.697236",41.411315,-122.697236,Male,No,No,No,68,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),79.6,5461.45,No,0,20,5210,8205-VSLRB,1,United States,California,Greenview,96037,"41.528541, -122.955018",41.528541,-122.955018,Male,No,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No,0,23,6252,6817-WTYHE,1,United States,California,Happy Camp,96039,"41.831901, -123.487478",41.831901,-123.487478,Male,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No,0,26,4370,0928-JMXNP,1,United States,California,Los Molinos,96055,"40.059385, -122.091481",40.059385,-122.091481,Male,Yes,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No,0,46,2914,3890-RTCMS,1,United States,California,Millville,96062,"40.531257, -122.148139",40.531257,-122.148139,Male,No,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No,0,49,3446,7966-YOTQW,1,United States,California,Nubieber,96068,"41.082472, -121.195215",41.082472,-121.195215,Male,No,No,No,10,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.5,568.2,No,0,59,4163,8853-TZDGH,1,United States,California,Palo Cedro,96073,"40.582399, -122.195512",40.582399,-122.195512,Female,No,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No,0,59,5425,1536-YHDOE,1,United States,California,Round Mountain,96084,"40.923558, -122.059933",40.923558,-122.059933,Male,No,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No,0,33,3937,8123-QBNAZ,1,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,Female,No,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No,0,49,4102,3629-ZNKXA,1,United States,California,Seiad Valley,96086,"41.924174, -123.260788",41.924174,-123.260788,Male,Yes,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.8,1752.45,No,0,53,3296,5482-VXSXJ,1,United States,California,Tehama,96090,"40.021787, -122.127576",40.021787,-122.127576,Male,No,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No,0,26,4093,2662-NNTDK,1,United States,California,Coleville,96107,"38.42528, -119.475741",38.42528,-119.475741,Male,No,No,No,65,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),24.8,1600.95,No,0,76,5826,2874-YXVVA,1,United States,California,Herlong,96113,"40.198234, -120.18089",40.198234,-120.18089,Female,No,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No,0,68,3941,1245-HARPS,1,United States,California,Janesville,96114,"40.294034, -120.512622",40.294034,-120.512622,Female,No,Yes,No,14,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,20.4,292.4,No,0,73,4556,4293-ETKAP,1,United States,California,Litchfield,96117,"40.507272, -120.338228",40.507272,-120.338228,Female,No,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No,0,65,4023,9626-VFRGG,1,United States,California,Susanville,96130,"40.559177, -120.612113",40.559177,-120.612113,Female,No,No,Yes,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),88.5,3645.05,No,0,27,5984,7075-BNDVQ,1,United States,California,Termo,96132,"41.027281, -120.669427",41.027281,-120.669427,Female,No,No,No,4,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,35.0,135.75,No,0,70,3523,2229-VWQJH,1,United States,California,Homewood,96141,"39.117018, -120.212535",39.117018,-120.212535,Female,No,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No,0,66,5394,1336-EZFZY,1,United States,California,Kings Beach,96143,"39.246654, -120.029273",39.246654,-120.029273,Female,No,No,No,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,20.05,83.3,No,0,30,4596,5144-TVGLP,1,United States,California,Los Angeles,90002,"33.949255, -118.246978",33.949255,-118.246978,Male,Yes,No,No,38,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.75,3653,No,0,71,3654,2402-TAIRZ,1,United States,California,Los Angeles,90012,"34.065875, -118.238728",34.065875,-118.238728,Female,No,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No,0,55,3364,9659-ZTWSM,1,United States,California,Los Angeles,90013,"34.044639, -118.240413",34.044639,-118.240413,Male,Yes,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No,0,53,4138,5043-TRZWM,1,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,Female,No,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No,0,34,3503,9817-APLHW,1,United States,California,Los Angeles,90034,"34.030578, -118.399613",34.030578,-118.399613,Male,No,No,No,12,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,25.0,316.2,No,0,53,4408,8690-ZVLCL,1,United States,California,Los Angeles,90038,"34.088017, -118.327168",34.088017,-118.327168,Female,No,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.0,6161.9,No,0,44,5436,1125-SNVCK,1,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,Female,Yes,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No,0,68,5651,0384-LPITE,1,United States,California,Los Angeles,90041,"34.137412, -118.207607",34.137412,-118.207607,Male,No,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No,0,34,2290,2172-EJXVF,1,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,Female,Yes,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No,0,60,5479,4536-PLEQY,1,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,Male,No,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No,0,80,2540,1370-GGAWX,1,United States,California,Beverly Hills,90211,"34.063947, -118.383001",34.063947,-118.383001,Female,No,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No,0,70,3924,2883-ILGWO,1,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,Male,Yes,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No,0,75,5838,5766-FTRTS,1,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,Male,No,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No,0,50,6297,3530-CRZSB,1,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,Female,No,No,No,7,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,20.65,155.9,No,0,38,2100,8498-XXGWA,1,United States,California,Malibu,90265,"34.074572, -118.831181",34.074572,-118.831181,Female,No,Yes,No,65,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.15,3673.15,No,0,34,6205,0621-TSSMU,1,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,Male,No,Yes,No,56,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),19.95,1126.75,No,0,65,4838,6794-HKIAJ,1,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,Male,No,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),90.7,5586.45,No,0,67,5496,1642-HMARX,1,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,Female,No,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No,0,77,4113,8434-PNQZX,1,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,Female,No,No,No,42,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),78.45,3373.4,No,0,30,3192,6693-DJWTY,1,United States,California,Inglewood,90304,"33.936827, -118.359824",33.936827,-118.359824,Female,No,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No,0,80,5964,0744-GKNGE,1,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,Female,No,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No,0,70,4915,6447-EGDIV,1,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,Female,No,No,No,31,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,20.95,683.25,No,0,69,5772,1167-OYZJF,1,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,Female,Yes,Yes,No,67,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),20.05,1263.05,No,0,76,4934,4854-SSLTN,1,United States,California,Torrance,90502,"33.833181, -118.292062",33.833181,-118.292062,Male,No,Yes,Yes,2,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,59.5,130.5,No,0,61,5613,4837-PZTIC,1,United States,California,Torrance,90504,"33.867257, -118.330794",33.867257,-118.330794,Female,No,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No,0,45,2540,4176-FXYBO,1,United States,California,Whittier,90603,"33.945318, -117.992066",33.945318,-117.992066,Male,No,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No,0,42,6130,0369-ZGOVK,1,United States,California,Cypress,90630,"33.818477, -118.038307",33.818477,-118.038307,Female,No,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.4,1992.2,No,0,54,5195,7872-BAAZR,1,United States,California,Norwalk,90650,"33.905963, -118.08263",33.905963,-118.08263,Female,No,Yes,Yes,53,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),19.55,1007.9,No,0,29,4670,3508-VLHCZ,1,United States,California,Lakewood,90715,"33.841027, -118.078097",33.841027,-118.078097,Female,No,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No,0,66,6009,8950-MTZNV,1,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No,0,75,3256,8400-WZICQ,1,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,Female,No,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No,0,61,4149,9402-ORRAH,1,United States,California,La Canada Flintridge,91011,"34.234912, -118.153729",34.234912,-118.153729,Female,Yes,No,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.5,1400.3,No,0,41,4173,6483-OATDN,1,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,Male,No,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No,0,66,2545,1293-HHSHJ,1,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,Female,No,No,No,35,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,21.1,741,No,0,79,5707,4840-ORQXB,1,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,Female,Yes,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No,0,35,5128,8610-ZIKJJ,1,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,Female,No,Yes,Yes,2,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,20.3,31.9,No,0,58,2843,7801-KICAO,1,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,Female,No,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No,0,73,5033,7673-LPRNY,1,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,Female,No,No,No,23,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,78.55,1843.05,No,0,47,3127,4465-VDKIQ,1,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,Female,No,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,77.8,1358.6,No,0,42,4228,2558-BUOZZ,1,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,Male,No,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No,0,66,5022,0975-UYDTX,1,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,Female,No,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No,0,39,2068,4682-BLBUC,1,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,Male,No,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No,0,66,3678,5968-VXZLG,1,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,Male,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No,0,54,5096,5443-SCMKX,1,United States,California,Newbury Park,91320,"34.172071, -118.946262",34.172071,-118.946262,Female,No,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No,0,77,6166,8295-KMENE,1,United States,California,Newhall,91321,"34.370378, -118.504118",34.370378,-118.504118,Female,No,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No,0,27,5978,6738-ISCBM,1,United States,California,Northridge,91324,"34.238208, -118.55029",34.238208,-118.55029,Male,No,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.0,2440.25,No,0,36,4256,2916-BQZLN,1,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,Male,No,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No,0,24,5157,8710-YGLWG,1,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,Male,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No,0,21,2451,8393-JMVMB,1,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,Male,No,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,19.45,19.45,No,0,48,2133,5019-GQVCR,1,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,Male,Yes,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No,0,56,4556,2550-AEVRU,1,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,Female,No,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No,0,21,5660,0378-CJKPV,1,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No,0,62,4272,1053-MXTTK,1,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,Female,No,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.65,7726.35,No,0,48,5730,1530-ZTDOZ,1,United States,California,Studio City,91604,"34.139082, -118.39275",34.139082,-118.39275,Female,No,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No,0,29,5565,0853-TWRVK,1,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,Male,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No,0,48,5981,6741-EGCBI,1,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,Male,Yes,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No,0,53,5983,1730-ZMAME,1,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,Female,Yes,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No,0,24,3041,2560-QTSBS,1,United States,California,Pomona,91766,"34.042286, -117.756106",34.042286,-117.756106,Female,No,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No,0,30,4152,5913-INRQV,1,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,Male,Yes,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No,0,38,3202,8734-FNWVH,1,United States,California,West Covina,91792,"34.024405, -117.898722",34.024405,-117.898722,Male,No,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No,0,20,2425,9447-YPTBX,1,United States,California,Alhambra,91801,"34.090925, -118.128164",34.090925,-118.128164,Female,No,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No,0,39,4358,7011-CVEUC,1,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,Male,No,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No,0,34,4535,6185-TASNN,1,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,Male,Yes,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No,0,65,2546,8148-BPLZQ,1,United States,California,Jacumba,91934,"32.649787, -116.2237",32.649787,-116.2237,Male,No,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No,0,47,2711,2623-DRYAM,1,United States,California,Jamul,91935,"32.695681, -116.798386",32.695681,-116.798386,Female,No,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.75,7069.3,No,0,47,5596,5693-PIPCS,1,United States,California,National City,91950,"32.67102, -117.095235",32.67102,-117.095235,Male,No,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99.65,4220.35,No,0,66,2640,6479-VDGRK,1,United States,California,Cardiff By The Sea,92007,"33.015866, -117.272254",33.015866,-117.272254,Female,No,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No,0,28,4456,9544-PYPSJ,1,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,Female,Yes,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No,0,37,5868,0396-UKGAI,1,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,Male,No,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1284.2,No,0,65,4028,2203-GHNWN,1,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,Female,No,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No,0,72,3816,3878-AVSOQ,1,United States,California,La Jolla,92037,"32.853743, -117.25034",32.853743,-117.25034,Female,Yes,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No,0,49,5033,6878-GGDWG,1,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,Female,No,Yes,No,32,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),19.4,641.15,No,0,31,3846,3604-WLABM,1,United States,California,San Diego,92104,"32.741499, -117.127409",32.741499,-117.127409,Female,No,No,No,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,583,No,0,43,2253,1545-JFUML,1,United States,California,San Diego,92111,"32.805518, -117.169052",32.805518,-117.169052,Male,No,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.0,6994.6,No,0,31,5295,7159-FVYPK,1,United States,California,Beaumont,92223,"33.946982, -116.977672",33.946982,-116.977672,Female,No,Yes,Yes,3,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.15,235,No,0,22,2301,7032-LMBHI,1,United States,California,Blythe,92225,"33.674583, -114.71612",33.674583,-114.71612,Female,No,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No,0,45,5255,3812-LRZIR,1,United States,California,Desert Hot Springs,92240,"33.948558, -116.516976",33.948558,-116.516976,Female,No,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No,0,67,2645,3724-BSCVH,1,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,Male,No,Yes,Yes,10,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,20.45,242.4,No,0,54,4613,8468-EHYJA,1,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,Female,No,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No,0,42,5106,6823-SIDFQ,1,United States,California,Parker Dam,92267,"34.273872, -114.192901",34.273872,-114.192901,Male,No,No,No,28,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),18.25,534.7,No,0,67,5327,7010-ZMVBF,1,United States,California,Thermal,92274,"33.53604, -116.119222",33.53604,-116.119222,Female,No,Yes,Yes,18,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,20.45,357,No,0,71,2047,3635-QQRQD,1,United States,California,Westmorland,92281,"33.03679, -115.60503",33.03679,-115.60503,Male,No,No,No,62,Yes,No,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),20.05,1201.65,No,0,74,4568,2897-DOVND,1,United States,California,Winterhaven,92283,"32.852947, -114.850784",32.852947,-114.850784,Male,No,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No,0,26,3527,7134-HBPBS,1,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,Female,Yes,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No,0,71,4474,0412-UCCNP,1,United States,California,Essex,92332,"34.9436, -115.287901",34.9436,-115.287901,Male,No,No,No,55,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Electronic check,59.2,3175.85,No,0,33,5162,9351-HXDMR,1,United States,California,Lytle Creek,92358,"34.238162, -117.534306",34.238162,-117.534306,Male,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No,0,67,4938,5821-MMEIL,1,United States,California,Nipton,92364,"35.478736, -115.516984",35.478736,-115.516984,Female,No,Yes,No,57,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),19.9,1115.6,No,0,48,4408,0310-VQXAM,1,United States,California,San Bernardino,92404,"34.183286, -117.221722",34.183286,-117.221722,Male,No,No,No,9,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,19.85,178.8,No,0,63,2788,6278-FEPBZ,1,United States,California,San Bernardino,92410,"34.106922, -117.297553",34.106922,-117.297553,Female,No,No,No,9,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,20.25,186.15,No,0,68,5546,2800-QQUSO,1,United States,California,Riverside,92505,"33.920907, -117.489426",33.920907,-117.489426,Male,No,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No,0,33,3286,7973-DZRKH,1,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,Female,No,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No,0,74,6204,9773-PEQBZ,1,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,Male,No,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No,0,65,5739,0650-BWOZN,1,United States,California,Aguanga,92536,"33.482243, -116.827173",33.482243,-116.827173,Female,Yes,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No,0,66,5313,2903-YYTBW,1,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,Male,No,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No,0,48,3408,8194-PEEBY,1,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,Female,No,Yes,Yes,24,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,19.9,533.5,No,0,68,4158,8387-UGUSU,1,United States,California,Irvine,92614,"33.680302, -117.833296",33.680302,-117.833296,Female,No,Yes,Yes,15,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,20.05,284.3,No,0,59,3591,1080-BWSYE,1,United States,California,Irvine,92618,"33.667145, -117.732135",33.667145,-117.732135,Male,Yes,Yes,No,64,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),25.65,1740.8,No,0,36,6469,8439-LTUGF,1,United States,California,Lake Forest,92630,"33.644849, -117.684254",33.644849,-117.684254,Male,No,No,No,10,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,Credit card (automatic),20.0,198.6,No,0,53,4802,8805-JNRAZ,1,United States,California,Huntington Beach,92646,"33.666301, -117.969501",33.666301,-117.969501,Female,No,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No,0,75,2342,6418-HNFED,1,United States,California,Huntington Beach,92648,"33.679659, -118.016195",33.679659,-118.016195,Male,No,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No,0,62,5340,3675-EQOZA,1,United States,California,Newport Beach,92660,"33.634626, -117.874882",33.634626,-117.874882,Male,No,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,Bank transfer (automatic),20.65,93.55,No,0,60,5597,0840-DCNZE,1,United States,California,Newport Beach,92661,"33.601309, -117.902304",33.601309,-117.902304,Male,No,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No,0,57,5631,0479-HMSWA,1,United States,California,San Clemente,92672,"33.429488, -117.609432",33.429488,-117.609432,Female,No,No,Yes,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.45,2715.3,No,0,62,5980,4922-CVPDX,1,United States,California,Westminster,92683,"33.752591, -117.993661",33.752591,-117.993661,Female,No,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No,0,67,3596,7340-KEFQE,1,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,Female,No,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No,0,38,6404,4570-QHXHL,1,United States,California,Santa Ana,92704,"33.719869, -117.907063",33.719869,-117.907063,Female,No,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No,0,70,5644,2176-OSJUV,1,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,Male,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No,0,69,4384,4521-YEEHE,1,United States,California,Anaheim,92805,"33.830209, -117.906099",33.830209,-117.906099,Female,No,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No,0,59,3127,4090-KPJIP,1,United States,California,Anaheim,92806,"33.83796, -117.870494",33.83796,-117.870494,Female,No,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No,0,70,3641,2773-OVBPK,1,United States,California,Orange,92865,"33.828779, -117.848299",33.828779,-117.848299,Male,No,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.3,7567.2,No,0,59,4469,4803-LBYPN,1,United States,California,Orange,92868,"33.787796, -117.875928",33.787796,-117.875928,Male,No,Yes,Yes,34,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,20.8,635.9,No,0,64,4985,1093-YSWCA,1,United States,California,Corona,92881,"33.833686, -117.513063",33.833686,-117.513063,Male,No,No,No,11,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),19.55,223.15,No,0,50,5433,8749-TZYEC,1,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,Male,No,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,No,Credit card (automatic),24.8,1874.3,No,0,71,6251,1755-FZQEC,1,United States,California,Ventura,93001,"34.360261, -119.306383",34.360261,-119.306383,Male,No,No,No,39,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,19.9,791.15,No,0,69,4041,9938-ZREHM,1,United States,California,Oxnard,93033,"34.156629, -119.117218",34.156629,-119.117218,Female,No,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No,0,50,2703,9702-AIUJO,1,United States,California,Santa Paula,93060,"34.402343, -119.094824",34.402343,-119.094824,Male,No,Yes,Yes,50,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),44.8,2230.85,No,0,44,6115,8849-PRIQJ,1,United States,California,Simi Valley,93063,"34.296813, -118.685703",34.296813,-118.685703,Female,No,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No,0,49,4103,5712-VBOXD,1,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,Female,No,No,No,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,Yes,Credit card (automatic),20.15,68.45,No,0,74,5221,4355-CVPVS,1,United States,California,California Hot Springs,93207,"35.865795, -118.69759",35.865795,-118.69759,Female,No,Yes,Yes,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),88.9,4968,No,0,72,4170,7404-JLKQG,1,United States,California,Glennville,93226,"35.735694, -118.738483",35.735694,-118.738483,Female,No,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,57.55,161.45,No,0,47,4099,7421-ZLUPA,1,United States,California,Hanford,93230,"36.29223, -119.622676",36.29223,-119.622676,Female,No,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No,0,29,2038,8915-NNTRC,1,United States,California,Lake Isabella,93240,"35.607875, -118.466318",35.607875,-118.466318,Male,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No,0,55,4351,7463-IFMQU,1,United States,California,Laton,93242,"36.444232, -119.718285",36.444232,-119.718285,Female,No,Yes,No,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,Bank transfer (automatic),20.05,1423.65,No,0,76,4747,1200-TUZHR,1,United States,California,Posey,93260,"35.861928, -118.636698",35.861928,-118.636698,Female,Yes,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No,0,53,2565,6194-HBGQN,1,United States,California,Taft,93268,"35.184837, -119.402525",35.184837,-119.402525,Male,No,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No,0,56,4549,6752-APNJL,1,United States,California,Woodlake,93286,"36.464635, -119.094348",36.464635,-119.094348,Male,No,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No,0,57,3449,9823-EALYC,1,United States,California,Bakersfield,93301,"35.383937, -119.020428",35.383937,-119.020428,Male,No,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),80.85,5727.45,No,0,51,6067,2607-DHDAK,1,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,Male,No,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,Yes,Credit card (automatic),19.8,1414.65,No,0,29,5027,0743-HRVFF,1,United States,California,Bakersfield,93309,"35.342891, -119.064803",35.342891,-119.064803,Female,No,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No,0,48,4132,8143-ETQTI,1,United States,California,Bakersfield,93313,"35.140938, -119.051348",35.140938,-119.051348,Female,No,Yes,Yes,23,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,19.65,451.55,No,0,78,4896,9667-TKTVZ,1,United States,California,Los Osos,93402,"35.279984, -120.824288",35.279984,-120.824288,Female,No,No,No,2,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.35,117.05,No,0,71,4916,3657-COGMW,1,United States,California,San Luis Obispo,93405,"35.236549, -120.727344",35.236549,-120.727344,Female,Yes,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No,0,69,4251,2969-WGHQO,1,United States,California,Bradley,93426,"35.842889, -121.004862",35.842889,-121.004862,Female,No,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No,0,54,3334,0266-GMEAO,1,United States,California,Lompoc,93436,"34.601055, -120.382917",34.601055,-120.382917,Male,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No,0,70,5879,5574-NXZIU,1,United States,California,Los Alamos,93440,"34.758699, -120.275839",34.758699,-120.275839,Male,No,No,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.2,7049.75,No,0,33,4273,4098-NAUKP,1,United States,California,Oceano,93445,"35.059695, -120.604741",35.059695,-120.604741,Male,Yes,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.65,5683.6,No,0,72,6404,4054-CUMIA,1,United States,California,San Miguel,93451,"35.886767, -120.608661",35.886767,-120.608661,Female,No,Yes,Yes,18,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,20.25,401.95,No,0,40,2429,5862-BRIXZ,1,United States,California,Santa Maria,93458,"34.95934, -120.490081",34.95934,-120.490081,Male,No,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No,0,36,2694,2126-GSEGL,1,United States,California,Solvang,93463,"34.624399, -120.137875",34.624399,-120.137875,Female,No,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No,0,32,4032,2434-EEVDB,1,United States,California,California City,93505,"35.151491, -117.927597",35.151491,-117.927597,Female,No,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),94.6,5948.7,No,0,26,5038,6762-QVYJO,1,United States,California,Acton,93510,"34.501452, -118.207862",34.501452,-118.207862,Female,No,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No,0,21,4678,8152-VETUR,1,United States,California,Bishop,93514,"37.04584, -118.397236",37.04584,-118.397236,Female,No,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No,0,75,5406,1629-DQQVB,1,United States,California,Keeler,93530,"36.560498, -117.962461",36.560498,-117.962461,Female,No,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No,0,25,2331,4872-VXRIL,1,United States,California,Lancaster,93536,"34.741406, -118.38111",34.741406,-118.38111,Male,No,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No,0,70,4656,3423-HHXAO,1,United States,California,Littlerock,93543,"34.505273, -117.955054",34.505273,-117.955054,Female,No,Yes,Yes,14,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,19.5,272,No,0,72,2993,5606-AMZBO,1,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,Female,No,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No,0,26,3403,3847-BAERP,1,United States,California,Bass Lake,93604,"37.458367, -119.345011",37.458367,-119.345011,Female,No,No,No,10,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,20.9,247,No,0,29,4905,1453-RZFON,1,United States,California,Cantua Creek,93608,"36.488056, -120.407691",36.488056,-120.407691,Female,No,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No,0,54,5969,8263-OKETD,1,United States,California,Caruthers,93609,"36.5276, -119.865999",36.5276,-119.865999,Female,No,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No,0,29,3265,0670-KDOMA,1,United States,California,Chowchilla,93610,"37.100948, -120.270136",37.100948,-120.270136,Female,No,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,Yes,Mailed check,20.25,20.25,No,0,69,5854,0641-EVBOJ,1,United States,California,Coarsegold,93614,"37.212191, -119.749323",37.212191,-119.749323,Male,No,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No,0,56,5755,9974-JFBHQ,1,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,Male,No,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No,0,52,4590,6016-NXBNJ,1,United States,California,Orange Cove,93646,"36.633498, -119.298895",36.633498,-119.298895,Male,No,No,No,35,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,19.15,638,No,0,60,4052,8626-XHBIE,1,United States,California,Riverdale,93656,"36.452211, -119.94575",36.452211,-119.94575,Male,No,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No,0,79,4262,8450-UYIBU,1,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,Female,Yes,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.85,1434.6,No,0,60,2030,3836-FZSDJ,1,United States,California,Fresno,93720,"36.878709, -119.7645",36.878709,-119.7645,Male,Yes,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),24.85,1901,No,0,53,4367,2649-HWLYB,1,United States,California,Fresno,93727,"36.751489, -119.68072",36.751489,-119.68072,Male,No,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No,0,46,6177,6904-JLBGY,1,United States,California,Salinas,93905,"36.667794, -121.601306",36.667794,-121.601306,Female,Yes,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No,0,71,4008,6917-YACBP,1,United States,California,Big Sur,93920,"36.092975, -121.549826",36.092975,-121.549826,Female,Yes,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No,0,70,5170,5917-RYRMG,1,United States,California,Jolon,93928,"35.930782, -121.189757",35.930782,-121.189757,Male,Yes,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,Credit card (automatic),19.8,587.7,No,0,78,3836,5120-ZBLAI,1,United States,California,King City,93930,"36.220761, -120.980777",36.220761,-120.980777,Female,No,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No,0,75,6144,7858-GTZSP,1,United States,California,San Lucas,93954,"36.125529, -120.864443",36.125529,-120.864443,Female,No,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,1066.9,No,0,71,2061,8620-RJPZN,1,United States,California,Los Altos,94022,"37.349546, -122.134356",37.349546,-122.134356,Female,No,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,20.7,20.7,No,0,68,3061,7572-KPVKK,1,United States,California,Los Altos,94024,"37.352911, -122.093002",37.352911,-122.093002,Male,No,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No,0,33,5900,2428-ZMCTB,1,United States,California,Mountain View,94040,"37.380662, -122.086022",37.380662,-122.086022,Male,No,No,No,10,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,Credit card (automatic),19.75,208.25,No,0,62,3926,1768-HNVGJ,1,United States,California,Mountain View,94043,"37.419725, -122.062947",37.419725,-122.062947,Female,Yes,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No,0,43,4223,4291-YZODP,1,United States,California,San Carlos,94070,"37.497915, -122.267361",37.497915,-122.267361,Female,No,No,Yes,7,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,20.05,96.8,No,0,62,3810,9955-QOPOY,1,United States,California,Sunnyvale,94089,"37.421633, -122.009613",37.421633,-122.009613,Male,No,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No,0,63,5683,4385-ZKVNW,1,United States,California,San Francisco,94102,"37.7795, -122.419233",37.7795,-122.419233,Male,No,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No,0,21,4412,5446-DKWYW,1,United States,California,San Francisco,94103,"37.773147, -122.411287",37.773147,-122.411287,Female,Yes,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No,0,30,6238,8107-KNCIM,1,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,Male,Yes,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No,0,66,3771,6480-YAGIY,1,United States,California,San Francisco,94117,"37.770533, -122.445121",37.770533,-122.445121,Male,No,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No,0,74,3091,0307-BCOPK,1,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,Female,No,No,No,16,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,19.05,326.65,No,0,60,4336,9362-MWODR,1,United States,California,San Mateo,94404,"37.556094, -122.272437",37.556094,-122.272437,Female,No,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No,0,79,5056,9975-GPKZU,1,United States,California,Alameda,94501,"37.774633, -122.274434",37.774633,-122.274434,Male,No,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,No,Credit card (automatic),19.75,856.5,No,0,56,2610,9625-RZFUK,1,United States,California,Alameda,94502,"37.724817, -122.224363",37.724817,-122.224363,Male,No,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,No,Mailed check,19.7,1275.85,No,0,63,4235,5153-LXKDT,1,United States,California,Danville,94506,"37.791481, -121.903253",37.791481,-121.903253,Male,No,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No,0,37,4108,0565-JUPYD,1,United States,California,Benicia,94510,"38.113533, -122.11926",38.113533,-122.11926,Male,No,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No,0,43,4908,2121-JAFOM,1,United States,California,Danville,94526,"37.815459, -121.977203",37.815459,-121.977203,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No,0,38,5076,8818-DOPVL,1,United States,California,El Cerrito,94530,"37.924838, -122.289145",37.924838,-122.289145,Female,Yes,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,4863.85,No,0,76,4103,1227-UDMZR,1,United States,California,Fremont,94536,"37.572273, -121.964583",37.572273,-121.964583,Female,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No,0,33,4311,5955-EPOAZ,1,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,Female,No,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,Yes,Mailed check,20.95,109.5,No,0,77,5554,6821-JPCDC,1,United States,California,Castro Valley,94552,"37.722727, -122.02157",37.722727,-122.02157,Female,No,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No,0,66,5893,9135-HSWOC,1,United States,California,Fremont,94555,"37.555473, -122.080312",37.555473,-122.080312,Male,No,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,Yes,Bank transfer (automatic),19.7,1274.05,No,0,79,5431,1506-YJTYT,1,United States,California,Oakley,94561,"37.999406, -121.686241",37.999406,-121.686241,Male,No,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No,0,76,5264,2789-CZANW,1,United States,California,Dublin,94568,"37.713926, -121.928425",37.713926,-121.928425,Female,No,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No,0,45,5574,3740-RLMVT,1,United States,California,Saint Helena,94574,"38.581354, -122.296283",38.581354,-122.296283,Male,Yes,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No,0,41,5792,5651-CPDND,1,United States,California,San Leandro,94578,"37.704384, -122.126703",37.704384,-122.126703,Male,No,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.0,492.1,No,0,38,3903,9732-OUYRN,1,United States,California,Union City,94587,"37.59485, -122.051521",37.59485,-122.051521,Female,No,Yes,No,49,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),19.0,918.7,No,0,39,4066,2931-SVLTV,1,United States,California,Vallejo,94589,"38.161321, -122.271588",38.161321,-122.271588,Male,No,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No,0,39,2283,1431-AIDJQ,1,United States,California,Walnut Creek,94598,"37.916648, -122.008483",37.916648,-122.008483,Male,No,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No,0,32,2281,5324-KTGCG,1,United States,California,Emeryville,94608,"37.83726, -122.287648",37.83726,-122.287648,Male,No,Yes,No,71,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,20.85,1539.75,No,0,67,4837,5599-HVLTW,1,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,Female,Yes,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No,0,39,3276,4194-FJARJ,1,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,Female,No,Yes,Yes,54,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),60.0,3273.95,No,0,52,4798,9208-OLGAQ,1,United States,California,Berkeley,94709,"37.878554, -122.26609",37.878554,-122.26609,Female,Yes,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No,0,74,3878,4302-ZYFEL,1,United States,California,Belvedere Tiburon,94920,"37.885629, -122.46858",37.885629,-122.46858,Male,No,Yes,Yes,69,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),20.55,1403.1,No,0,32,5366,1955-IBMMB,1,United States,California,Forest Knolls,94933,"38.010092, -122.689442",38.010092,-122.689442,Male,No,No,No,59,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),20.2,1192.3,No,0,65,5216,0096-BXERS,1,United States,California,Inverness,94937,"38.099323, -122.945723",38.099323,-122.945723,Female,No,Yes,No,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.35,314.55,No,0,74,3442,6253-WRFHY,1,United States,California,Marshall,94940,"38.129308, -122.834815",38.129308,-122.834815,Male,No,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No,0,73,4741,2675-OTVVJ,1,United States,California,Novato,94945,"38.135897, -122.563683",38.135897,-122.563683,Male,Yes,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No,0,68,5597,3340-QBBFM,1,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,Male,Yes,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No,0,48,4017,9896-UYMIE,1,United States,California,Valley Ford,94972,"38.339996, -122.935056",38.339996,-122.935056,Male,No,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),114.3,7383.7,No,0,52,5303,0853-NWIFK,1,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,Female,No,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No,0,64,4868,8212-CRQXP,1,United States,California,Alviso,95002,"37.449537, -121.994813",37.449537,-121.994813,Female,No,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.0,1706.45,No,0,80,2640,1930-BZLHI,1,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,Male,No,No,No,21,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,20.35,422.7,No,0,40,3721,1482-OXZSY,1,United States,California,Freedom,95019,"36.936228, -121.785559",36.936228,-121.785559,Male,No,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No,0,37,3778,7663-YJHSN,1,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No,0,56,5096,1307-ATKGB,1,United States,California,Santa Clara,95054,"37.393554, -121.965114",37.393554,-121.965114,Male,No,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No,0,41,2007,2824-DXNKN,1,United States,California,Santa Cruz,95065,"37.031404, -121.981865",37.031404,-121.981865,Female,No,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No,0,30,5656,5372-FBKBN,1,United States,California,San Jose,95111,"37.284265, -121.827673",37.284265,-121.827673,Female,No,No,Yes,21,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,20.75,452.2,No,0,39,2143,1544-JJMYL,1,United States,California,San Jose,95119,"37.233226, -121.78809",37.233226,-121.78809,Male,No,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No,0,60,2450,3486-HOOGQ,1,United States,California,San Jose,95128,"37.316146, -121.936285",37.316146,-121.936285,Female,No,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No,0,41,4848,5061-PBXFW,1,United States,California,San Jose,95129,"37.305622, -122.000887",37.305622,-122.000887,Female,No,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No,0,51,2649,8630-FJLIB,1,United States,California,San Jose,95130,"37.277592, -121.986477",37.277592,-121.986477,Female,No,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No,0,68,2421,5453-AXEPF,1,United States,California,San Jose,95134,"37.42765, -121.945416",37.42765,-121.945416,Male,No,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No,0,76,3591,9950-MTGYX,1,United States,California,San Jose,95139,"37.218705, -121.762429",37.218705,-121.762429,Male,No,Yes,Yes,28,Yes,No,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),20.3,487.95,No,0,73,2948,2672-OJQZP,1,United States,California,Stockton,95203,"37.954089, -121.329761",37.954089,-121.329761,Female,No,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No,0,30,4118,7611-YKYTC,1,United States,California,Burson,95225,"38.183918, -120.898817",38.183918,-120.898817,Male,No,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.0,1573.95,No,0,48,4040,3606-SBKRY,1,United States,California,Linden,95236,"38.047746, -121.030499",38.047746,-121.030499,Male,No,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No,0,35,4529,6893-ODYYE,1,United States,California,Mokelumne Hill,95245,"38.304194, -120.592431",38.304194,-120.592431,Male,No,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No,0,25,6435,8242-JSVBO,1,United States,California,Mountain Ranch,95246,"38.264262, -120.515133",38.264262,-120.515133,Male,No,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No,0,65,4300,5075-JSDKI,1,United States,California,Woodbridge,95258,"38.169605, -121.310964",38.169605,-121.310964,Female,No,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No,0,26,6196,7465-ZZRVX,1,United States,California,Ceres,95307,"37.553469, -120.952825",37.553469,-120.952825,Male,No,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No,0,32,2722,0442-ZXKVS,1,United States,California,Denair,95316,"37.524721, -120.757977",37.524721,-120.757977,Female,Yes,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No,0,45,4337,3120-FAZKD,1,United States,California,El Portal,95318,"37.654551, -119.822984",37.654551,-119.822984,Male,No,Yes,Yes,54,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),24.05,1230.9,No,0,41,4039,8606-OEGQZ,1,United States,California,Escalon,95320,"37.818543, -121.006907",37.818543,-121.006907,Female,No,No,Yes,18,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),25.3,454.65,No,0,78,3416,0575-CUQOV,1,United States,California,Hilmar,95324,"37.394536, -120.890747",37.394536,-120.890747,Male,Yes,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No,0,29,6150,8327-WKMIE,1,United States,California,Le Grand,95333,"37.249377, -120.249581",37.249377,-120.249581,Male,No,No,No,37,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),20.15,785.75,No,0,65,4422,6917-FIJHC,1,United States,California,Livingston,95334,"37.361987, -120.748394",37.361987,-120.748394,Female,No,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,Mailed check,26.0,1776,No,0,20,5374,3530-VWVGU,1,United States,California,Manteca,95337,"37.750822, -121.238423",37.750822,-121.238423,Female,No,Yes,Yes,22,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,19.9,400.3,No,0,43,5657,0707-HOVVN,1,United States,California,Mi Wuk Village,95346,"38.121601, -120.133915",38.121601,-120.133915,Female,Yes,No,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.5,5212.65,No,0,62,6024,4077-HWUYD,1,United States,California,Modesto,95354,"37.639029, -120.964772",37.639029,-120.964772,Male,No,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No,0,43,5341,1100-DDVRV,1,United States,California,Twain Harte,95383,"38.107441, -120.230625",38.107441,-120.230625,Male,No,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No,0,24,5575,9029-FEGVJ,1,United States,California,Yosemite National Park,95389,"37.704267, -119.607001",37.704267,-119.607001,Female,Yes,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No,0,27,5242,2252-ISRNH,1,United States,California,Covelo,95428,"39.83307, -123.178765",39.83307,-123.178765,Male,No,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No,0,27,2993,5322-TEUJK,1,United States,California,Duncans Mills,95430,"38.445603, -123.063756",38.445603,-123.063756,Female,No,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No,0,71,4071,1866-DIOQZ,1,United States,California,Forestville,95436,"38.499302, -122.92444",38.499302,-122.92444,Female,No,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No,0,42,4698,2697-NQBPF,1,United States,California,Fulton,95439,"38.493888, -122.777141",38.493888,-122.777141,Male,No,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No,0,74,5503,3709-OIJEA,1,United States,California,Geyserville,95441,"38.731771, -123.064272",38.731771,-123.064272,Male,No,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No,0,52,5156,6377-WHAOX,1,United States,California,Gualala,95445,"38.848082, -123.50608",38.848082,-123.50608,Female,No,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No,0,32,4115,8746-OQQRW,1,United States,California,Hopland,95449,"38.93706, -123.118111",38.93706,-123.118111,Male,No,No,No,4,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,Mailed check,25.25,101.9,No,0,43,3962,7766-CLTIC,1,United States,California,Kenwood,95452,"38.419525, -122.521585",38.419525,-122.521585,Female,No,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No,0,28,4323,9084-OAYKL,1,United States,California,Little River,95456,"39.245911, -123.77214",39.245911,-123.77214,Male,No,No,No,58,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,20.8,1212.25,No,0,80,4758,7569-NMZYQ,1,United States,California,Middletown,95461,"38.787446, -122.58675",38.787446,-122.58675,Female,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No,0,49,5475,2105-PHWON,1,United States,California,Navarro,95463,"39.182916, -123.552571",39.182916,-123.552571,Female,No,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.0,3008.15,No,0,76,4639,1494-EJZDW,1,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,Female,No,Yes,Yes,10,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,20.15,220.8,No,0,74,2836,4884-TVUQF,1,United States,California,Occidental,95465,"38.415003, -122.998726",38.415003,-122.998726,Female,Yes,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No,0,48,4421,8003-EWNDZ,1,United States,California,Philo,95466,"39.094102, -123.500853",39.094102,-123.500853,Female,No,No,No,10,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,21.2,222.65,No,0,34,2066,2432-TFSMK,1,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,Male,No,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No,0,36,2269,1240-HCBOH,1,United States,California,Windsor,95492,"38.527297, -122.810044",38.527297,-122.810044,Female,No,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No,0,42,6466,0813-TAXXS,1,United States,California,Alderpoint,95511,"40.166028, -123.584144",40.166028,-123.584144,Male,No,No,No,55,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),77.8,4323.35,No,0,59,6483,6723-CEGQI,1,United States,California,Bayside,95524,"40.825486, -124.049485",40.825486,-124.049485,Female,No,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No,0,37,5712,4732-RRJZC,1,United States,California,Bridgeville,95526,"40.372532, -123.525626",40.372532,-123.525626,Male,No,Yes,Yes,7,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,20.25,144.35,No,0,45,4954,8705-DWKTI,1,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,Male,No,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No,0,40,6339,0929-PECLO,1,United States,California,Klamath,95548,"41.572813, -124.035011",41.572813,-124.035011,Female,Yes,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No,0,38,4438,3680-CTHUH,1,United States,California,Kneeland,95549,"40.664483, -123.865325",40.664483,-123.865325,Male,No,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No,0,74,5680,9068-FHQHD,1,United States,California,Petrolia,95558,"40.274302, -124.210902",40.274302,-124.210902,Female,No,Yes,Yes,40,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),20.15,777.35,No,0,29,3556,1269-FOYWN,1,United States,California,Phillipsville,95559,"40.184094, -123.745487",40.184094,-123.745487,Male,No,Yes,Yes,44,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),20.0,860.85,No,0,72,3743,3178-CIFOT,1,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,Female,No,No,No,23,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),19.65,478.1,No,0,58,5916,8780-RSYYU,1,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,Female,No,No,No,25,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,Credit card (automatic),19.2,532.1,No,0,23,2159,8218-FFJDS,1,United States,California,Georgetown,95634,"38.9386, -120.785514",38.9386,-120.785514,Female,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No,0,27,6114,0463-TXOAK,1,United States,California,Madison,95653,"38.674276, -121.961866",38.674276,-121.961866,Male,No,No,Yes,52,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),25.6,1334.5,No,0,76,5662,9128-CPXKI,1,United States,California,Nicolaus,95659,"38.788898, -121.608624",38.788898,-121.608624,Female,No,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No,0,45,5470,6008-NAIXK,1,United States,California,Pine Grove,95665,"38.400264, -120.641274",38.400264,-120.641274,Male,Yes,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No,0,58,4521,5760-FXFVO,1,United States,California,Pleasant Grove,95668,"38.833554, -121.498102",38.833554,-121.498102,Male,No,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No,0,35,4093,0961-ZWLVI,1,United States,California,Rancho Cordova,95670,"38.602723, -121.279913",38.602723,-121.279913,Male,No,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No,0,44,6005,7508-DQAKK,1,United States,California,Shingle Springs,95682,"38.598936, -120.963092",38.598936,-120.963092,Female,No,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No,0,33,6474,0723-FDLAY,1,United States,California,Gold Run,95717,"39.170376, -120.838404",39.170376,-120.838404,Male,No,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No,0,57,2292,6583-KQJLK,1,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,Female,Yes,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No,0,70,5868,8544-JNBOX,1,United States,California,Weimar,95736,"39.00978, -120.978273",39.00978,-120.978273,Male,No,No,No,72,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,20.8,1521.2,No,0,57,4626,6681-ZSEXG,1,United States,California,Rancho Cordova,95742,"38.591134, -121.161585",38.591134,-121.161585,Male,No,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No,0,71,5477,8884-FEEWR,1,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,Male,No,No,No,35,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),20.6,754,No,0,70,2858,3125-RAHBV,1,United States,California,Rocklin,95765,"38.823278, -121.281856",38.823278,-121.281856,Male,No,No,No,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,Credit card (automatic),20.3,467.15,No,0,55,2768,8849-AYPTR,1,United States,California,Sacramento,95819,"38.567594, -121.437507",38.567594,-121.437507,Male,No,Yes,No,33,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.25,2964.05,No,0,57,3296,9518-IMLHK,1,United States,California,Sacramento,95820,"38.53508, -121.444144",38.53508,-121.444144,Male,No,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No,0,77,3175,7594-LZNWR,1,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,Male,Yes,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No,0,63,4478,1043-UXOVO,1,United States,California,Sacramento,95830,"38.490508, -121.284171",38.490508,-121.284171,Female,No,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No,0,35,4955,1064-FBXNK,1,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,Male,No,Yes,Yes,1,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),19.85,19.85,No,0,20,2618,0018-NYROU,1,United States,California,Antelope,95843,"38.715498, -121.363411",38.715498,-121.363411,Female,No,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No,0,57,5536,8760-ZRHKE,1,United States,California,Berry Creek,95916,"39.657228, -121.37778",39.657228,-121.37778,Female,Yes,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No,0,65,5546,5542-DHSXL,1,United States,California,Butte City,95920,"39.449794, -121.936372",39.449794,-121.936372,Female,No,Yes,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.7,235.05,No,0,37,3475,4182-BGSIQ,1,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,Female,No,Yes,Yes,10,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,Bank transfer (automatic),19.8,196.75,No,0,49,3196,0988-AADSA,1,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,Female,No,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No,0,56,6317,9972-NKTFD,1,United States,California,Forest Ranch,95942,"40.077028, -121.494168",40.077028,-121.494168,Female,No,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No,0,73,3185,6654-QGBZZ,1,United States,California,Nevada City,95959,"39.333737, -120.858667",39.333737,-120.858667,Female,No,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,19.9,19.9,No,0,54,5057,5641-DMBFJ,1,United States,California,Oregon House,95962,"39.342587, -121.249833",39.342587,-121.249833,Female,No,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No,0,69,5724,0921-OHLVP,1,United States,California,Paradise,95969,"39.69676, -121.644379",39.69676,-121.644379,Male,No,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No,0,59,5357,0536-ESJEP,1,United States,California,Rough And Ready,95975,"39.225634, -121.156163",39.225634,-121.156163,Male,No,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No,0,59,4544,6478-HRRCZ,1,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,Male,No,Yes,No,32,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.5,2201.75,No,0,61,5870,9058-MJLZC,1,United States,California,Yuba City,95991,"39.02741, -121.614982",39.02741,-121.614982,Female,No,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No,0,42,3667,0902-XKXPN,1,United States,California,Redding,96001,"40.587919, -122.464732",40.587919,-122.464732,Male,No,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),20.2,1376.5,No,0,78,5463,7515-LODFU,1,United States,California,Burney,96013,"40.946785, -121.719489",40.946785,-121.719489,Male,Yes,No,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,Credit card (automatic),20.3,1356.3,No,0,21,4042,3950-VPYJB,1,United States,California,Chester,96020,"40.243494, -121.154733",40.243494,-121.154733,Male,No,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No,0,28,4778,6941-KXRRV,1,United States,California,Dorris,96023,"41.949216, -122.050062",41.949216,-122.050062,Female,Yes,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No,0,49,4815,9475-NNDGC,1,United States,California,Etna,96027,"41.405193, -123.008567",41.405193,-123.008567,Male,No,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.15,7953.25,No,0,75,4068,7869-ZYDST,1,United States,California,Hyampom,96046,"40.648024, -123.465088",40.648024,-123.465088,Male,No,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No,0,59,5841,2305-MRGLV,1,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,Male,No,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No,0,71,2085,2673-ZALNP,1,United States,California,Mcarthur,96056,"41.10831, -121.360362",41.10831,-121.360362,Female,No,No,No,7,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,19.9,173.15,No,0,46,2750,4393-RYCRE,1,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,Male,No,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No,0,60,4588,8875-AKBYH,1,United States,California,Mineral,96063,"40.408796, -121.579609",40.408796,-121.579609,Male,Yes,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No,0,70,4915,1394-SUIUH,1,United States,California,Mount Shasta,96067,"41.33832, -122.290756",41.33832,-122.290756,Female,Yes,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No,0,45,2672,7161-DFHUF,1,United States,California,Shasta,96087,"40.617614, -122.512861",40.617614,-122.512861,Female,No,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,Mailed check,23.85,1672.1,No,0,77,6166,5966-EMAZU,1,United States,California,Fort Bidwell,96112,"41.932207, -120.135941",41.932207,-120.135941,Male,No,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No,0,22,4576,4584-LBNMK,1,United States,California,Portola,96122,"39.786755, -120.445626",39.786755,-120.445626,Male,Yes,Yes,No,45,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),24.7,1174.35,No,0,61,5644,3898-GUYTS,1,United States,California,Ravendale,96123,"40.845738, -120.322219",40.845738,-120.322219,Female,Yes,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,97.05,4385.05,No,0,34,4735,7379-FNIUJ,1,United States,California,Olympic Valley,96146,"39.191797, -120.212401",39.191797,-120.212401,Male,No,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No,0,23,4855,2303-PJYHN,1,United States,California,Los Angeles,90015,"34.039224, -118.266293",34.039224,-118.266293,Female,No,Yes,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,Bank transfer (automatic),19.85,52,No,0,80,4107,9795-VOWON,1,United States,California,Los Angeles,90016,"34.028331, -118.354338",34.028331,-118.354338,Male,No,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),24.35,150.85,No,0,26,4665,1237-WIYYZ,1,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,Female,No,No,No,18,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,19.55,389.25,No,0,28,2386,7852-LECYP,1,United States,California,Los Angeles,90019,"34.049841, -118.33846",34.049841,-118.33846,Male,Yes,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No,0,43,5870,8165-CBKXO,1,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,Male,No,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No,0,46,5748,6527-PZFPV,1,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,Male,No,Yes,Yes,24,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),20.8,469.65,No,0,48,4654,5236-XMZJY,1,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,Female,No,No,No,42,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),59.65,2536.55,No,0,80,3048,4827-DPADN,1,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,Female,No,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No,0,61,4505,1439-LCGVL,1,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,Female,No,Yes,No,26,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,19.2,459.6,No,0,39,3656,4647-XXZAM,1,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,Female,No,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No,0,51,5450,7740-KKCXF,1,United States,California,Los Angeles,90039,"34.110845, -118.259595",34.110845,-118.259595,Male,No,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No,0,21,5045,5360-XGYAZ,1,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,Male,No,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No,0,47,4934,8920-NAVAY,1,United States,California,Los Angeles,90045,"33.954017, -118.402447",33.954017,-118.402447,Male,Yes,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No,0,43,5166,5600-PDUJF,1,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,Male,No,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No,0,75,5552,7407-SUJIZ,1,United States,California,Los Angeles,90061,"33.92128, -118.274186",33.92128,-118.274186,Male,No,No,No,25,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,20.6,541.5,No,0,50,2305,9367-TCUYN,1,United States,California,Los Angeles,90066,"34.002028, -118.430656",34.002028,-118.430656,Female,No,No,No,12,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,20.1,223.6,No,0,32,5179,3528-HFRIQ,1,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,Male,Yes,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),52.3,3765.05,No,0,51,5491,1848-LBZHY,1,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,Female,No,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No,0,42,2547,8118-TJAFG,1,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,Male,No,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No,0,60,2757,5429-LWCMV,1,United States,California,Gardena,90248,"33.876482, -118.284077",33.876482,-118.284077,Female,No,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No,0,80,4041,9500-LTVBP,1,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,Female,No,No,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.05,2835.9,No,0,31,3999,1360-JYXKQ,1,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,Female,Yes,Yes,No,54,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.1,5437.1,No,0,54,4118,0899-WZRSD,1,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,Male,No,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No,0,31,5680,3255-GRXMG,1,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,Male,No,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No,0,75,4403,5018-LXQQG,1,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,Female,No,Yes,Yes,30,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.3,1923.5,No,0,80,4631,2821-WARNZ,1,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,Female,No,No,Yes,49,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),19.45,921.3,No,0,34,4170,7074-STDCN,1,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,Male,No,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No,0,58,4436,2676-SSLTO,1,United States,California,Hawaiian Gardens,90716,"33.830431, -118.074071",33.830431,-118.074071,Male,No,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No,0,33,6138,0363-SVHYR,1,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,Male,No,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No,0,60,6452,8547-NSBBO,1,United States,California,San Pedro,90731,"33.736387, -118.284363",33.736387,-118.284363,Male,No,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No,0,37,5154,8541-QVFKM,1,United States,California,Long Beach,90807,"33.830099, -118.182239",33.830099,-118.182239,Female,No,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No,0,61,5777,9258-CNWAC,1,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,Female,No,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No,0,27,6208,5317-FLPJF,1,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,Female,No,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No,0,67,4824,7267-FRMJW,1,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,Female,No,Yes,Yes,25,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,20.1,486.05,No,0,46,5306,4188-FRABG,1,United States,California,Sunland,91040,"34.282704, -118.312929",34.282704,-118.312929,Male,No,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No,0,22,5586,0303-WMMRN,1,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,Male,No,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,Yes,Mailed check,19.25,86.05,No,0,27,3056,7017-VFULY,1,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,Female,No,Yes,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,Bank transfer (automatic),20.1,43.15,No,0,26,4158,5562-YJQGT,1,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,Female,No,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,Credit card (automatic),20.35,35.1,No,0,40,3746,8092-NLTGF,1,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,Male,No,No,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,No,Bank transfer (automatic),24.75,1777.6,No,0,35,5398,0696-UKTOX,1,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,Male,No,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No,0,80,2496,3472-OAOOR,1,United States,California,Mission Hills,91345,"34.266389, -118.459744",34.266389,-118.459744,Male,No,Yes,Yes,19,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,34.95,610.2,No,0,79,3422,7105-BENQF,1,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,Male,No,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No,0,51,4442,3823-KYNQY,1,United States,California,Van Nuys,91406,"34.195685, -118.490752",34.195685,-118.490752,Male,No,No,No,12,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),24.95,280.4,No,0,71,4443,2080-CAZNM,1,United States,California,Burbank,91502,"34.177267, -118.31003",34.177267,-118.31003,Female,Yes,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No,0,61,4477,6907-FLBER,1,United States,California,Burbank,91505,"34.174215, -118.345928",34.174215,-118.345928,Male,No,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No,0,78,3259,1676-MQAOA,1,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,Male,No,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No,0,55,6284,6050-IJRHS,1,United States,California,Chino Hills,91709,"33.942895, -117.725644",33.942895,-117.725644,Female,No,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No,0,41,6319,6202-JVYEU,1,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,Male,No,No,No,9,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,19.9,164.6,No,0,31,3643,4282-ACRXS,1,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,Male,Yes,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No,0,33,3511,3511-BFTJW,1,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,Male,No,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No,0,58,4710,7668-XCFYV,1,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,Female,Yes,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No,0,23,3689,5018-HEKFO,1,United States,California,Rowland Heights,91748,"33.976753, -117.897367",33.976753,-117.897367,Female,No,No,No,10,Yes,Yes,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,24.5,270.15,No,0,78,5594,9233-PSYHO,1,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,Female,Yes,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No,0,21,2636,5376-PCKNB,1,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,Male,No,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No,0,29,4750,8044-BGWPI,1,United States,California,Ontario,91764,"34.074087, -117.605618",34.074087,-117.605618,Male,No,Yes,Yes,12,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,21.15,306.05,No,0,40,5209,1755-RMCXH,1,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,Male,No,Yes,Yes,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,20.3,40.25,No,0,38,5113,6261-LHRTG,1,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,Female,No,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No,0,23,4020,8777-MBMTS,1,United States,California,West Covina,91791,"34.061634, -117.893169",34.061634,-117.893169,Female,Yes,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No,0,80,4872,6233-HXJMX,1,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,Female,No,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No,0,32,5470,8486-AYEQH,1,United States,California,Guatay,91931,"32.857946, -116.561917",32.857946,-116.561917,Female,No,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,2227.8,No,0,63,2421,5419-JKZNQ,1,United States,California,La Mesa,91941,"32.759327, -116.99726",32.759327,-116.99726,Male,Yes,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No,0,49,2009,4560-WQAQW,1,United States,California,Mount Laguna,91948,"32.830852, -116.444601",32.830852,-116.444601,Female,No,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No,0,29,4244,8075-GXIUB,1,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,Male,Yes,Yes,No,9,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),19.85,183.15,No,0,59,5601,2885-HIJDH,1,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,Male,No,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No,0,49,4667,6507-DTJZV,1,United States,California,Cardiff By The Sea,92007,"33.015866, -117.272254",33.015866,-117.272254,Male,No,No,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),66.4,831.75,No,0,43,3660,2725-IWWBA,1,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,Male,No,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No,0,44,4258,1061-PNTHC,1,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,Female,No,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No,0,67,5012,1334-PDUKM,1,United States,California,Palomar Mountain,92060,"33.309852, -116.823091",33.309852,-116.823091,Female,No,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No,0,39,4480,2927-CVULT,1,United States,California,Ramona,92065,"33.044541, -116.833922",33.044541,-116.833922,Female,No,Yes,Yes,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),104.05,5566.4,No,0,43,4190,8745-PVESG,1,United States,California,Rancho Santa Fe,92067,"33.012751, -117.200617",33.012751,-117.200617,Female,No,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No,0,41,5281,9839-ETQOE,1,United States,California,Vista,92083,"33.17494, -117.242761",33.17494,-117.242761,Male,No,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No,0,72,3176,1941-HOSAM,1,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,Male,No,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No,0,47,4142,9110-HSGTV,1,United States,California,San Diego,92102,"32.716007, -117.117462",32.716007,-117.117462,Female,No,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No,0,80,4631,2535-PBCGC,1,United States,California,San Diego,92108,"32.774046, -117.142454",32.774046,-117.142454,Female,No,Yes,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.55,4504.9,No,0,30,4858,1470-PSXNM,1,United States,California,San Diego,92110,"32.76501, -117.19938",32.76501,-117.19938,Male,No,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.65,4520.15,No,0,65,5542,9866-OCCKE,1,United States,California,San Diego,92114,"32.707892, -117.05512",32.707892,-117.05512,Female,Yes,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No,0,34,6010,5338-YHWYT,1,United States,California,San Diego,92115,"32.762506, -117.07245",32.762506,-117.07245,Male,No,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No,0,77,5447,7718-UPSKJ,1,United States,California,San Diego,92116,"32.765299, -117.122565",32.765299,-117.122565,Female,No,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No,0,26,4328,1270-XKUCC,1,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,Female,No,Yes,Yes,30,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,19.7,599.25,No,0,38,5045,0334-ZFJSR,1,United States,California,San Diego,92123,"32.808814, -117.134694",32.808814,-117.134694,Female,No,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No,0,68,5501,6705-LNMDD,1,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,Male,No,No,No,20,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.0,1003.05,No,0,46,5741,5032-USPKF,1,United States,California,Indio,92203,"33.752938, -116.230055",33.752938,-116.230055,Female,No,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No,0,78,2604,0771-CHWSK,1,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,Male,No,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No,0,78,4838,9495-REDIY,1,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,Male,No,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No,0,29,5079,1172-VIYBP,1,United States,California,Cathedral City,92234,"33.829583, -116.474131",33.829583,-116.474131,Male,No,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No,0,22,4975,0485-ZBSLN,1,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,Male,No,Yes,Yes,65,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),24.75,1715.1,No,0,39,6263,0847-HGRML,1,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,Male,No,No,Yes,62,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),20.0,1250.1,No,0,37,4402,8313-KTIHG,1,United States,California,Thousand Palms,92276,"33.849263, -116.382778",33.849263,-116.382778,Male,No,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No,0,58,5281,6284-KMNUF,1,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,Female,No,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,98.0,5270.6,No,0,25,4615,5118-MUEYH,1,United States,California,Grand Terrace,92313,"34.029175, -117.307211",34.029175,-117.307211,Female,No,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No,0,42,3109,9786-YWNHU,1,United States,California,Fontana,92336,"34.136367, -117.460803",34.136367,-117.460803,Female,No,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No,0,48,5733,7173-TETGO,1,United States,California,Lytle Creek,92358,"34.238162, -117.534306",34.238162,-117.534306,Female,Yes,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No,0,69,6072,8630-QSGXK,1,United States,California,Pinon Hills,92372,"34.459322, -117.629729",34.459322,-117.629729,Male,No,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No,0,59,4708,5995-WWKKG,1,United States,California,Running Springs,92382,"34.186211, -117.07683",34.186211,-117.07683,Female,No,No,No,37,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,19.8,695.05,No,0,31,5987,7879-CGSFV,1,United States,California,Sugarloaf,92386,"34.243088, -116.830015",34.243088,-116.830015,Male,No,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No,0,22,5101,7432-FFVAR,1,United States,California,Victorville,92392,"34.486835, -117.362274",34.486835,-117.362274,Female,No,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No,0,38,5187,7246-ZGQDF,1,United States,California,Victorville,92394,"34.567058, -117.362329",34.567058,-117.362329,Female,No,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No,0,54,4359,1832-PEUTS,1,United States,California,San Bernardino,92410,"34.106922, -117.297553",34.106922,-117.297553,Male,No,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No,0,68,5995,0580-PIQHM,1,United States,California,Riverside,92503,"33.890046, -117.455583",33.890046,-117.455583,Female,No,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No,0,52,3275,3026-ATZYV,1,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,Female,No,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No,0,64,4131,9496-IVVRP,1,United States,California,Lake Elsinore,92532,"33.705836, -117.318204",33.705836,-117.318204,Female,No,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51.0,581.7,No,0,49,5777,9289-LBQVU,1,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,Male,No,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No,0,49,5037,6538-POCHL,1,United States,California,Mountain Center,92561,"33.638645, -116.55783",33.638645,-116.55783,Male,No,No,No,33,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),79.0,2576.8,No,0,21,4396,4419-UJMUS,1,United States,California,Wildomar,92595,"33.617108, -117.253349",33.617108,-117.253349,Male,No,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No,0,73,4637,5519-TEEUH,1,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,Male,No,No,Yes,33,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,20.15,682.15,No,0,57,5759,2676-OXPPQ,1,United States,California,Irvine,92612,"33.643095, -117.810896",33.643095,-117.810896,Male,No,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No,0,45,2482,2208-NKVVH,1,United States,California,Costa Mesa,92626,"33.678591, -117.905471",33.678591,-117.905471,Male,No,Yes,Yes,43,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,24.25,1077.95,No,0,51,4432,0623-GDISB,1,United States,California,San Clemente,92673,"33.4725, -117.584273",33.4725,-117.584273,Female,No,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No,0,27,5838,7472-EQOAV,1,United States,California,Laguna Niguel,92677,"33.529047, -117.701175",33.529047,-117.701175,Male,Yes,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),86.7,6179.35,No,0,44,4485,3863-QSTYI,1,United States,California,Mission Viejo,92691,"33.611945, -117.665867",33.611945,-117.665867,Male,No,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No,0,38,5687,5985-BEHZK,1,United States,California,Santa Ana,92705,"33.766004, -117.786763",33.766004,-117.786763,Female,Yes,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105.0,7578.05,No,0,56,6423,9644-KVCNC,1,United States,California,Fountain Valley,92708,"33.712036, -117.950113",33.712036,-117.950113,Female,No,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No,0,77,4928,9279-CJEOJ,1,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,Female,Yes,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,2025.1,No,0,47,5691,6646-JPPHA,1,United States,California,Fullerton,92832,"33.868316, -117.929029",33.868316,-117.929029,Female,Yes,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No,0,44,5327,7658-UYUQS,1,United States,California,Fullerton,92835,"33.902211, -117.914922",33.902211,-117.914922,Male,Yes,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No,0,67,5318,7880-XSOJX,1,United States,California,Garden Grove,92840,"33.787165, -117.931889",33.787165,-117.931889,Male,No,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No,0,74,4282,8746-BFOAJ,1,United States,California,Garden Grove,92845,"33.782955, -118.026456",33.782955,-118.026456,Male,Yes,No,No,21,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),20.5,429.55,No,0,62,5766,8457-XIGKN,1,United States,California,Norco,92860,"33.925833, -117.559639",33.925833,-117.559639,Male,No,No,No,20,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,Credit card (automatic),19.6,356.15,No,0,27,5909,6918-UMQCG,1,United States,California,Orange,92869,"33.792791, -117.789749",33.792791,-117.789749,Female,No,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No,0,46,3391,6339-DKLMK,1,United States,California,Corona,92879,"33.893823, -117.531446",33.893823,-117.531446,Female,No,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.65,389.95,No,0,49,4959,1346-PJWTK,1,United States,California,Corona,92880,"33.918043, -117.617809",33.918043,-117.617809,Male,No,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No,0,70,4806,8023-QHAIO,1,United States,California,Corona,92882,"33.819385, -117.600213",33.819385,-117.600213,Female,Yes,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No,0,66,6035,9107-UKCKY,1,United States,California,Carpinteria,93013,"34.441398, -119.513163",34.441398,-119.513163,Male,No,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,79.8,4914.8,No,0,24,6432,1492-KGETH,1,United States,California,Ojai,93023,"34.581308, -118.931948",34.581308,-118.931948,Male,No,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No,0,42,4422,7601-DHFWZ,1,United States,California,Simi Valley,93063,"34.296813, -118.685703",34.296813,-118.685703,Female,No,No,No,48,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),24.0,1183.05,No,0,66,3948,1998-VHJHK,1,United States,California,Santa Barbara,93101,"34.419203, -119.710008",34.419203,-119.710008,Female,No,No,No,27,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,19.15,501.35,No,0,38,5606,5982-XMDEX,1,United States,California,Arvin,93203,"35.116307, -118.817644",35.116307,-118.817644,Female,No,No,No,65,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),26.5,1698.55,No,0,46,4404,9152-AMKAK,1,United States,California,Coalinga,93210,"36.186867, -120.387793",36.186867,-120.387793,Male,No,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No,0,26,2706,3913-FCUUW,1,United States,California,Hanford,93230,"36.29223, -119.622676",36.29223,-119.622676,Female,No,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No,0,48,4463,3301-VKTGC,1,United States,California,Huron,93234,"36.217864, -120.080117",36.217864,-120.080117,Male,No,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No,0,48,4380,4619-EVPHY,1,United States,California,Lamont,93241,"35.245035, -118.905553",35.245035,-118.905553,Female,Yes,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91.0,1859.5,No,0,57,3748,5286-YHCVC,1,United States,California,Laton,93242,"36.444232, -119.718285",36.444232,-119.718285,Male,No,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No,0,21,4165,9334-GWGOW,1,United States,California,Mc Kittrick,93251,"35.38381, -119.730885",35.38381,-119.730885,Male,Yes,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No,0,44,2259,2320-TZRRH,1,United States,California,Three Rivers,93271,"36.413433, -118.854708",36.413433,-118.854708,Female,No,No,No,20,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,19.5,403.15,No,0,59,4700,3096-GKWEB,1,United States,California,Bakersfield,93306,"35.449881, -118.841442",35.449881,-118.841442,Male,No,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,1691.9,No,0,40,4477,2371-JQHZZ,1,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,Male,No,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.0,2248.05,No,0,29,5886,1217-VASWC,1,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,Male,Yes,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No,0,65,4499,6370-ZVHDV,1,United States,California,Buellton,93427,"34.631362, -120.238218",34.631362,-120.238218,Female,No,Yes,No,61,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),25.3,1554.9,No,0,71,4501,2896-TBNBE,1,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,Male,No,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No,0,26,3387,2522-WLNSF,1,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,Female,Yes,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No,0,34,2225,9386-LDCZR,1,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,Male,No,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No,0,27,2496,5327-XOKKY,1,United States,California,Santa Maria,93458,"34.95934, -120.490081",34.95934,-120.490081,Male,Yes,Yes,No,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.45,5329,No,0,29,5540,3312-ZWLGF,1,United States,California,Acton,93510,"34.501452, -118.207862",34.501452,-118.207862,Male,Yes,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No,0,21,3172,6297-NOOPG,1,United States,California,Inyokern,93527,"36.041315, -118.188235",36.041315,-118.188235,Female,No,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No,0,64,5979,8903-XEBGX,1,United States,California,Lancaster,93534,"34.727529, -118.153098",34.727529,-118.153098,Male,No,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No,0,67,4594,8169-SAEJD,1,United States,California,Lancaster,93535,"34.712708, -117.889656",34.712708,-117.889656,Male,Yes,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No,0,28,4162,1089-XZWHH,1,United States,California,Lee Vining,93541,"37.890145, -119.184087",37.890145,-119.184087,Female,No,Yes,Yes,24,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,19.7,494.05,No,0,31,3594,2325-WINES,1,United States,California,Littlerock,93543,"34.505273, -117.955054",34.505273,-117.955054,Female,No,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No,0,60,2335,4936-YPJNK,1,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,Female,No,No,No,10,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,19.9,199.45,No,0,65,5811,7989-VCQOH,1,United States,California,Auberry,93602,"36.991762, -119.242874",36.991762,-119.242874,Male,No,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No,0,43,2065,4199-QHJNM,1,United States,California,Bass Lake,93604,"37.458367, -119.345011",37.458367,-119.345011,Male,Yes,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No,0,52,5869,4686-UXDML,1,United States,California,Cutler,93615,"36.497895, -119.285484",36.497895,-119.285484,Female,No,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.85,1992.55,No,0,74,2113,3349-ANQNH,1,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,Female,Yes,No,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.5,5890,No,0,50,5513,5847-MXBEO,1,United States,California,Helm,93627,"36.520537, -120.118055",36.520537,-120.118055,Male,No,No,No,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,20.3,475.1,No,0,50,4510,1116-FRYVH,1,United States,California,Kingsburg,93631,"36.478239, -119.52137",36.478239,-119.52137,Female,No,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No,0,26,5701,1421-HCERK,1,United States,California,Lakeshore,93634,"37.290606, -119.216328",37.290606,-119.216328,Male,Yes,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No,0,54,2455,8679-LZBMD,1,United States,California,North Fork,93643,"37.244307, -119.470256",37.244307,-119.470256,Male,No,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No,0,26,3786,1539-LNKHM,1,United States,California,Orange Cove,93646,"36.633498, -119.298895",36.633498,-119.298895,Female,No,No,No,12,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,20.4,266.6,No,0,60,4497,8645-KOMJQ,1,United States,California,Orosi,93647,"36.600185, -119.175655",36.600185,-119.175655,Male,No,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No,0,59,6182,9761-XUJWD,1,United States,California,Fresno,93650,"36.841655, -119.797113",36.841655,-119.797113,Male,No,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No,0,65,5636,6087-YPWHO,1,United States,California,Raymond,93653,"37.252057, -119.95783",37.252057,-119.95783,Male,No,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,68.15,4808.7,No,0,34,4613,1818-ESQMW,1,United States,California,San Joaquin,93660,"36.600193, -120.153393",36.600193,-120.153393,Female,No,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No,0,54,4384,0506-YLVKJ,1,United States,California,Sultana,93666,"36.545353, -119.338535",36.545353,-119.338535,Male,No,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,20.2,917.45,No,0,35,3136,8571-ZCMCX,1,United States,California,Fresno,93706,"36.654614, -119.903674",36.654614,-119.903674,Female,No,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60.0,2768.65,No,0,48,3248,8695-ARGXZ,1,United States,California,Fresno,93722,"36.78979, -119.929894",36.78979,-119.929894,Male,Yes,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No,0,22,5381,0787-LHDYT,1,United States,California,Carmel Valley,93924,"36.414611, -121.6386",36.414611,-121.6386,Male,No,No,No,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,Yes,Credit card (automatic),20.6,330.25,No,0,64,5667,0374-IOEGQ,1,United States,California,Gonzales,93926,"36.52588, -121.396719",36.52588,-121.396719,Female,No,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No,0,74,3122,3396-DKDEL,1,United States,California,King City,93930,"36.220761, -120.980777",36.220761,-120.980777,Female,No,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8250,No,0,80,4388,9066-QRSDU,1,United States,California,Marina,93933,"36.689582, -121.758398",36.689582,-121.758398,Female,No,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,26.3,1763.55,No,0,25,5418,6933-VLYFX,1,United States,California,Belmont,94002,"37.509366, -122.306132",37.509366,-122.306132,Male,No,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No,0,37,4337,2862-JVEOY,1,United States,California,Loma Mar,94021,"37.266388, -122.26308",37.266388,-122.26308,Male,No,No,No,6,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,19.15,124.4,No,0,41,5322,9822-BIIGN,1,United States,California,Los Altos,94024,"37.352911, -122.093002",37.352911,-122.093002,Male,No,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No,0,52,4903,2971-SGAFL,1,United States,California,Millbrae,94030,"37.601248, -122.403099",37.601248,-122.403099,Female,No,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No,0,79,5631,2905-KFQUV,1,United States,California,Moss Beach,94038,"37.515556, -122.502311",37.515556,-122.502311,Female,No,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.4,154.8,No,0,39,5748,9114-VEPUF,1,United States,California,Redwood City,94065,"37.527497, -122.230941",37.527497,-122.230941,Male,No,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No,0,61,6139,2194-IIQOF,1,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,Female,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No,0,30,4658,2428-HYUNX,1,United States,California,San Francisco,94109,"37.794487, -122.42227",37.794487,-122.42227,Male,Yes,Yes,No,44,Yes,No,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),19.35,847.25,No,0,42,4975,3410-MHHUM,1,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,Female,No,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No,0,73,5019,2296-DKZFP,1,United States,California,San Francisco,94118,"37.781304, -122.461522",37.781304,-122.461522,Female,No,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71.0,4386.2,No,0,32,6308,0383-CLDDA,1,United States,California,Stanford,94305,"37.424342, -122.165641",37.424342,-122.165641,Female,No,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No,0,37,6499,2709-UQGNP,1,United States,California,San Mateo,94401,"37.590421, -122.306467",37.590421,-122.306467,Male,No,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No,0,45,4292,9500-WBGRP,1,United States,California,Danville,94526,"37.815459, -121.977203",37.815459,-121.977203,Male,No,No,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,Yes,Mailed check,19.1,1268.85,No,0,31,4535,5183-KLYEM,1,United States,California,El Cerrito,94530,"37.924838, -122.289145",37.924838,-122.289145,Female,No,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.75,8192.6,No,0,60,4927,5965-GGPRW,1,United States,California,Hayward,94541,"37.674002, -122.076796",37.674002,-122.076796,Male,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),105.25,7609.75,No,0,78,4427,8035-PWSEV,1,United States,California,Hayward,94542,"37.656695, -122.048361",37.656695,-122.048361,Female,No,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No,0,76,4430,1830-IPXVJ,1,United States,California,Lafayette,94549,"37.907777, -122.127161",37.907777,-122.127161,Female,No,Yes,Yes,61,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),19.75,1311.6,No,0,22,6108,8421-WZOOW,1,United States,California,Rio Vista,94571,"38.148862, -121.737696",38.148862,-121.737696,Female,Yes,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No,0,23,4912,2862-PFNIK,1,United States,California,San Leandro,94578,"37.704384, -122.126703",37.704384,-122.126703,Male,No,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No,0,29,3518,7169-YWAMK,1,United States,California,Sunol,94586,"37.587494, -121.862856",37.587494,-121.862856,Male,No,Yes,Yes,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),68.4,4855.35,No,0,79,5504,7163-OCEQI,1,United States,California,Walnut Creek,94596,"37.900662, -122.052782",37.900662,-122.052782,Male,No,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No,0,67,3571,2324-EFHVG,1,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,Male,No,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No,0,38,5617,7094-MSZAO,1,United States,California,Oakland,94610,"37.808731, -122.238708",37.808731,-122.238708,Male,No,Yes,Yes,10,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,Credit card (automatic),20.05,218.5,No,0,23,2049,7049-GKVZY,1,United States,California,Berkeley,94702,"37.866009, -122.286228",37.866009,-122.286228,Female,No,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No,0,42,5574,0212-ISBBF,1,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,Female,No,No,No,22,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,1098.85,No,0,73,2875,2193-SFWQW,1,United States,California,San Rafael,94903,"38.018065, -122.546024",38.018065,-122.546024,Male,No,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),111.95,8033.1,No,0,25,4004,5656-JAMLX,1,United States,California,Greenbrae,94904,"37.946617, -122.563571",37.946617,-122.563571,Male,No,No,No,62,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),19.85,1253.65,No,0,45,4278,4367-NHWMM,1,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,Female,No,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No,0,61,5318,3779-OSWCF,1,United States,California,Dillon Beach,94929,"38.24458, -122.956268",38.24458,-122.956268,Female,No,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),93.2,6506.15,No,0,69,4493,1689-YQBYY,1,United States,California,Los Gatos,95030,"37.222842, -121.988727",37.222842,-121.988727,Female,No,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No,0,61,3280,2959-FENLU,1,United States,California,Los Gatos,95033,"37.160194, -121.945611",37.160194,-121.945611,Female,No,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No,0,28,5850,7634-HLQJR,1,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,Female,No,Yes,Yes,47,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),20.05,1016.7,No,0,35,3260,2516-XSJKX,1,United States,California,San Juan Bautista,95045,"36.810568, -121.503022",36.810568,-121.503022,Female,No,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No,0,27,5468,0356-ERHVT,1,United States,California,Santa Cruz,95062,"36.974575, -121.991149",36.974575,-121.991149,Male,No,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.9,521.9,No,0,41,3880,4884-ZTHVF,1,United States,California,Santa Cruz,95065,"37.031404, -121.981865",37.031404,-121.981865,Female,Yes,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No,0,65,3950,3055-OYMSE,1,United States,California,Saratoga,95070,"37.257772, -122.051824",37.257772,-122.051824,Female,Yes,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No,0,45,6469,2580-ATZSQ,1,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,Female,No,Yes,Yes,65,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),61.35,3874.1,No,0,36,6354,9691-HKOVS,1,United States,California,San Jose,95125,"37.294926, -121.894763",37.294926,-121.894763,Female,No,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No,0,77,4712,1468-DEFNC,1,United States,California,San Jose,95130,"37.277592, -121.986477",37.277592,-121.986477,Male,Yes,Yes,Yes,64,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),24.4,1548.65,No,0,68,4772,0690-SRQID,1,United States,California,Stockton,95203,"37.954089, -121.329761",37.954089,-121.329761,Male,No,No,No,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,Yes,Mailed check,19.65,67.55,No,0,72,4925,8573-CGOCC,1,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,Male,No,No,No,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,Credit card (automatic),19.75,294.9,No,0,55,5433,4819-HJPIW,1,United States,California,Avery,95224,"38.208336, -120.339938",38.208336,-120.339938,Male,No,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No,0,31,2675,9812-GHVRI,1,United States,California,Clements,95227,"38.227285, -121.02789",38.227285,-121.02789,Female,No,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No,0,31,4294,1228-ZLNBX,1,United States,California,Farmington,95230,"37.956963, -120.863055",37.956963,-120.863055,Male,No,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No,0,50,2847,3317-VLGQT,1,United States,California,Wallace,95254,"38.192608, -120.957842",38.192608,-120.957842,Female,No,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No,0,68,3157,5614-DNZCE,1,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,Female,No,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No,0,57,5040,3258-SANFR,1,United States,California,Big Oak Flat,95305,"37.818589, -120.256995",37.818589,-120.256995,Male,Yes,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No,0,30,4270,3039-MJSLN,1,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,Male,No,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,Bank transfer (automatic),20.2,50.6,No,0,46,3594,3069-SSVSN,1,United States,California,Hilmar,95324,"37.394536, -120.890747",37.394536,-120.890747,Female,No,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No,0,55,4467,0725-CXOTM,1,United States,California,Manteca,95337,"37.750822, -121.238423",37.750822,-121.238423,Female,No,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No,0,68,4844,3427-GGZZI,1,United States,California,Midpines,95345,"37.581496, -119.972762",37.581496,-119.972762,Female,No,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No,0,66,3624,3154-CFSZG,1,United States,California,Modesto,95351,"37.621458, -121.012295",37.621458,-121.012295,Male,No,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No,0,78,3291,2925-VDZHY,1,United States,California,Sonora,95370,"37.982716, -120.343732",37.982716,-120.343732,Male,No,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No,0,46,4641,8033-VCZGH,1,United States,California,Tracy,95376,"37.680968, -121.446049",37.680968,-121.446049,Male,No,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,5231.3,No,0,42,4363,0224-NIJLP,1,United States,California,Turlock,95380,"37.474396, -120.875917",37.474396,-120.875917,Male,No,Yes,Yes,8,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,20.15,165.5,No,0,32,3899,0071-NDAFP,1,United States,California,Santa Rosa,95405,"38.439696, -122.668817",38.439696,-122.668817,Male,No,Yes,Yes,25,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),25.5,630.6,No,0,65,5230,3058-WQDRE,1,United States,California,Branscomb,95417,"39.710591, -123.682799",39.710591,-123.682799,Male,No,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No,0,53,4943,3417-TSCIC,1,United States,California,Cloverdale,95425,"38.801936, -122.938935",38.801936,-122.938935,Male,No,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No,0,49,4161,0042-JVWOJ,1,United States,California,Glen Ellen,95442,"38.368744, -122.522642",38.368744,-122.522642,Male,No,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No,0,26,3722,5995-LFTLE,1,United States,California,Lower Lake,95457,"38.925545, -122.549083",38.925545,-122.549083,Male,No,No,No,58,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),25.3,1474.35,No,0,30,4477,1932-UEDCX,1,United States,California,Manchester,95459,"38.966713, -123.586412",38.966713,-123.586412,Male,Yes,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No,0,55,3669,8265-HKSOW,1,United States,California,Occidental,95465,"38.415003, -122.998726",38.415003,-122.998726,Female,No,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No,0,57,4505,7054-DMVAS,1,United States,California,Redwood Valley,95470,"39.298065, -123.25211",39.298065,-123.25211,Male,No,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No,0,61,4556,9374-YOLBJ,1,United States,California,Upper Lake,95485,"39.220368, -122.907693",39.220368,-122.907693,Female,No,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,19.25,19.25,No,0,27,2053,2661-GKBTK,1,United States,California,Eureka,95503,"40.737431, -124.108897",40.737431,-124.108897,Male,No,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No,0,52,5053,7268-WNTCP,1,United States,California,Blocksburg,95514,"40.309088, -123.668201",40.309088,-123.668201,Male,No,Yes,Yes,62,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),20.45,1297.35,No,0,21,5746,0824-VWDPO,1,United States,California,Mckinleyville,95519,"40.965011, -124.015255",40.965011,-124.015255,Female,No,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),96.75,4442.75,No,0,73,3682,3278-FSIXX,1,United States,California,Blue Lake,95525,"40.94338, -123.831799",40.94338,-123.831799,Female,No,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No,0,27,5441,4685-ERGHK,1,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,Male,No,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No,0,71,6109,4012-ZTHBR,1,United States,California,Kneeland,95549,"40.664483, -123.865325",40.664483,-123.865325,Female,No,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No,0,54,3752,7033-CLAMM,1,United States,California,Somes Bar,95568,"41.444606, -123.471895",41.444606,-123.471895,Female,No,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),20.2,1027.25,No,0,33,3828,4023-RTIQM,1,United States,California,Redcrest,95569,"40.363446, -123.835041",40.363446,-123.835041,Female,Yes,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No,0,39,2166,7356-IWLFW,1,United States,California,Weott,95571,"40.310119, -123.909449",40.310119,-123.909449,Male,No,Yes,Yes,46,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.0,3769.7,No,0,51,3315,3967-VQOGC,1,United States,California,Leggett,95585,"39.873371, -123.741474",39.873371,-123.741474,Female,No,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No,0,59,5847,7872-RDDLZ,1,United States,California,Piercy,95587,"39.955587, -123.681175",39.955587,-123.681175,Female,Yes,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No,0,33,4826,3043-SUDUA,1,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,Female,No,No,No,32,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),19.9,601.55,No,0,29,4374,5872-OEQNH,1,United States,California,Carmichael,95608,"38.626128, -121.328011",38.626128,-121.328011,Female,No,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No,0,48,4928,8946-BFWSG,1,United States,California,Davis,95618,"38.544002, -121.685559",38.544002,-121.685559,Male,No,Yes,Yes,63,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,25.25,1573.05,No,0,39,6245,0547-HURJB,1,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,Male,No,No,Yes,12,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,Credit card (automatic),21.05,235.8,No,0,70,4001,8845-LWKGE,1,United States,California,El Dorado,95623,"38.63153, -120.842609",38.63153,-120.842609,Female,No,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No,0,60,2215,0691-NIKRI,1,United States,California,Elverta,95626,"38.734997, -121.463719",38.734997,-121.463719,Female,No,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No,0,31,3784,5022-JNQEQ,1,United States,California,Esparto,95627,"38.834469, -122.127193",38.834469,-122.127193,Female,No,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No,0,51,4843,4701-LKOZD,1,United States,California,Foresthill,95631,"39.031876, -120.811141",39.031876,-120.811141,Female,No,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No,0,78,5150,4378-MYPGO,1,United States,California,Greenwood,95635,"38.921333, -120.897718",38.921333,-120.897718,Male,No,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No,0,36,5795,6048-QBXKL,1,United States,California,Madison,95653,"38.674276, -121.961866",38.674276,-121.961866,Female,Yes,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No,0,33,2069,3407-QGWLG,1,United States,California,Roseville,95661,"38.736685, -121.251984",38.736685,-121.251984,Male,No,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,Yes,Mailed check,20.05,75.45,No,0,70,2948,2347-WKKAE,1,United States,California,Penryn,95663,"38.859093, -121.182872",38.859093,-121.182872,Male,No,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No,0,47,2662,8735-DCXNF,1,United States,California,Pilot Hill,95664,"38.803731, -121.043799",38.803731,-121.043799,Male,No,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No,0,26,3519,1027-LKKQQ,1,United States,California,Plymouth,95669,"38.489273, -120.891614",38.489273,-120.891614,Female,No,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No,0,54,4480,7148-XZPHA,1,United States,California,Rancho Cordova,95670,"38.602723, -121.279913",38.602723,-121.279913,Male,No,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,79.4,4238.45,No,0,32,4162,0848-SOMKO,1,United States,California,Shingle Springs,95682,"38.598936, -120.963092",38.598936,-120.963092,Male,No,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No,0,66,4483,1535-VTJOQ,1,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,Female,No,No,No,24,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),25.15,553,No,0,56,3904,6656-GULJQ,1,United States,California,Emigrant Gap,95715,"39.23754, -120.720196",39.23754,-120.720196,Male,No,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No,0,28,5940,3999-WRNGR,1,United States,California,Soda Springs,95728,"39.279068, -120.414275",39.279068,-120.414275,Female,No,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No,0,77,6307,2101-RANCD,1,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,Female,No,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No,0,46,5832,3472-QPRCH,1,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,Male,No,Yes,Yes,40,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),25.25,1006.9,No,0,53,3217,3865-ZYKAD,1,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,Male,Yes,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No,0,59,4503,6000-UKLWI,1,United States,California,Sacramento,95842,"38.687367, -121.34848",38.687367,-121.34848,Male,No,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,20.15,802.35,No,0,47,4982,8221-EQDGL,1,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,Male,No,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.0,2130.45,No,0,79,4355,2346-LOCWC,1,United States,California,Arbuckle,95912,"38.982373, -122.047751",38.982373,-122.047751,Female,No,Yes,Yes,58,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),20.5,1191.4,No,0,72,6186,7560-QJAVJ,1,United States,California,Biggs,95917,"39.457388, -121.818201",39.457388,-121.818201,Female,No,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No,0,38,5474,9137-UIYPG,1,United States,California,Butte City,95920,"39.449794, -121.936372",39.449794,-121.936372,Female,No,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No,0,80,5447,5084-OOVCJ,1,United States,California,Canyon Dam,95923,"40.171312, -121.120605",40.171312,-121.120605,Female,No,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No,0,57,5465,0254-WWRKD,1,United States,California,Challenge,95925,"39.461768, -121.195825",39.461768,-121.195825,Female,No,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No,0,51,5122,7727-SHVZV,1,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,Female,No,No,No,9,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),19.5,150.35,No,0,54,4883,8164-OCKUJ,1,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,Female,No,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,Mailed check,20.6,1286,No,0,55,6325,5448-VWNAM,1,United States,California,Oroville,95966,"39.473896, -121.415927",39.473896,-121.415927,Female,No,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No,0,69,4198,1177-XZBJL,1,United States,California,Palermo,95968,"39.435756, -121.552071",39.435756,-121.552071,Male,No,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No,0,45,5570,3644-QXEHN,1,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,Male,No,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97.0,1334.45,No,0,35,5282,4062-HBMOS,1,United States,California,Redding,96003,"40.677649, -122.29467",40.677649,-122.29467,Male,No,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No,0,80,5432,6166-YIPFO,1,United States,California,Douglas City,96024,"40.586588, -122.903677",40.586588,-122.903677,Male,No,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No,0,36,6075,7233-IOQNP,1,United States,California,Gazelle,96034,"41.411315, -122.697236",41.411315,-122.697236,Female,No,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34.0,1505.35,No,0,74,5409,4957-SREEC,1,United States,California,Hayfork,96041,"40.547857, -123.187265",40.547857,-123.187265,Male,No,Yes,Yes,70,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),20.35,1458.1,No,0,69,5748,0230-UBYPQ,1,United States,California,Hyampom,96046,"40.648024, -123.465088",40.648024,-123.465088,Male,Yes,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No,0,48,5089,1763-KUAAW,1,United States,California,Junction City,96048,"40.913192, -123.06597",40.913192,-123.06597,Female,Yes,No,No,18,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),20.35,369.6,No,0,30,4713,1104-TNLZA,1,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,Male,Yes,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No,0,73,4174,5195-KPUNQ,1,United States,California,Lakehead,96051,"40.883853, -122.418258",40.883853,-122.418258,Female,Yes,No,No,53,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,96.75,5206.55,No,0,58,4766,3439-GVUSX,1,United States,California,Lookout,96054,"41.280478, -121.160249",41.280478,-121.160249,Male,No,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No,0,80,4570,5203-XEHAX,1,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,Female,No,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No,0,48,3445,1635-HDGFT,1,United States,California,Manton,96059,"40.426679, -121.850421",40.426679,-121.850421,Female,No,No,Yes,19,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,20.5,398.55,No,0,69,4855,9828-QHFBK,1,United States,California,Montgomery Creek,96065,"40.877552, -121.885884",40.877552,-121.885884,Male,No,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No,0,35,5796,0661-KQHNK,1,United States,California,Round Mountain,96084,"40.923558, -122.059933",40.923558,-122.059933,Female,No,Yes,Yes,6,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),19.0,105.5,No,0,46,5518,8709-KRDVL,1,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,Female,No,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.0,3320.6,No,0,76,4643,1427-VERSM,1,United States,California,Shasta,96087,"40.617614, -122.512861",40.617614,-122.512861,Female,No,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No,0,44,5141,9801-NOSHQ,1,United States,California,Shingletown,96088,"40.497441, -121.827524",40.497441,-121.827524,Male,No,No,Yes,23,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,19.8,465.45,No,0,49,3058,3795-CAWEX,1,United States,California,Whitmore,96096,"40.637105, -121.906949",40.637105,-121.906949,Male,No,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No,0,40,6116,6215-NQCPY,1,United States,California,Yreka,96097,"41.764869, -122.671316",41.764869,-122.671316,Male,No,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No,0,60,4157,2978-XXSOG,1,United States,California,Doyle,96109,"40.012675, -120.101857",40.012675,-120.101857,Female,No,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No,0,47,3995,4955-VCWBI,1,United States,California,Markleeville,96120,"38.735789, -119.85798",38.735789,-119.85798,Female,No,Yes,Yes,43,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,20.0,817.95,No,0,76,4882,3118-UHVVQ,1,United States,California,Calpine,96124,"39.672813, -120.456699",39.672813,-120.456699,Female,No,Yes,No,68,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),25.8,1911.5,No,0,21,4747,5702-KVQRD,1,United States,California,Topaz,96133,"38.636052, -119.489162",38.636052,-119.489162,Male,No,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No,0,68,4668,4909-JOUPP,1,United States,California,Tahoma,96142,"39.061227, -120.179546",39.061227,-120.179546,Male,Yes,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No,0,32,4319,9696-RMYBA,1,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,Male,No,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No,0,22,5225,8822-KNBHV,1,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,Female,No,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No,0,58,4250,6437-UDQJM,1,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,Female,Yes,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No,0,62,4999,1226-IENZN,1,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,Male,Yes,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.75,1218.25,No,0,74,4351,8006-PYCSW,1,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,Female,No,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,20.1,39.8,No,0,65,2051,4020-KIUDI,1,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,Male,No,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,Credit card (automatic),19.85,138.85,No,0,42,2186,0048-PIHNL,1,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,Female,No,Yes,No,49,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),20.45,900.9,No,0,20,6061,0674-EYYZV,1,United States,California,Los Angeles,90065,"34.108833, -118.229715",34.108833,-118.229715,Female,No,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No,0,74,5882,5274-XHAKY,1,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,Female,No,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No,0,43,2196,4940-KHCWD,1,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,Female,No,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No,0,54,5148,9388-ZEYVT,1,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,Male,No,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No,0,42,2522,8292-FRFZQ,1,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,Female,No,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No,0,67,3445,8107-RZLNV,1,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,Male,No,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No,0,62,4634,0516-OOHAR,1,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,Male,No,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No,0,50,3411,3733-ZEECP,1,United States,California,Inglewood,90301,"33.956445, -118.358634",33.956445,-118.358634,Male,No,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No,0,34,5329,7878-RTCZG,1,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,Female,No,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,19.9,19.9,No,0,80,4050,7103-IPXPJ,1,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,Male,No,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No,0,75,6479,3545-CNWRG,1,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,Female,No,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No,0,39,4325,2061-VVFST,1,United States,California,Whittier,90606,"33.976678, -118.065875",33.976678,-118.065875,Female,No,Yes,No,37,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),19.5,805.2,No,0,72,3924,0749-IRGQE,1,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,Female,Yes,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No,0,48,4118,1272-ILHFG,1,United States,California,La Habra,90631,"33.940619, -117.9513",33.940619,-117.9513,Male,No,Yes,Yes,15,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,19.65,332.65,No,0,71,5928,6365-HITVU,1,United States,California,Santa Fe Springs,90670,"33.933565, -118.062611",33.933565,-118.062611,Female,No,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No,0,38,4135,9928-BZVLZ,1,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,Female,No,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No,0,20,3100,1591-MQJTP,1,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,Male,Yes,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No,0,68,4163,5115-SQAAU,1,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,Female,No,Yes,Yes,69,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),25.6,1673.4,No,0,60,6053,7672-VFMXZ,1,United States,California,Long Beach,90815,"33.797638, -118.11662",33.797638,-118.11662,Male,No,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No,0,22,4607,1488-SYSFC,1,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,Male,No,Yes,Yes,31,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,20.65,702.05,No,0,79,2990,0970-QXPXW,1,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,Female,No,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,19.65,19.65,No,0,25,5454,9572-WUKSB,1,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,Male,No,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No,0,23,4416,0076-LVEPS,1,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,Male,No,No,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,45.0,1242.45,No,0,73,3290,3640-JQGJG,1,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,Male,No,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No,0,44,4680,9867-XOBQA,1,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,Female,No,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No,0,29,3461,8725-JEDFD,1,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,Male,No,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No,0,27,3241,5681-LLOEI,1,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,Male,No,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No,0,30,5884,4707-MAXGU,1,United States,California,Canyon Country,91351,"34.422519, -118.420717",34.422519,-118.420717,Male,No,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,No,Credit card (automatic),25.85,1872.2,No,0,45,5514,5022-KVDQT,1,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,Male,No,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No,0,72,5158,9173-IVZVP,1,United States,California,Sherman Oaks,91403,"34.147149, -118.463365",34.147149,-118.463365,Female,No,Yes,Yes,53,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,20.9,1146.05,No,0,64,4254,6897-UUBNU,1,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,Male,No,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No,0,51,2681,8930-XOTDP,1,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,Female,No,Yes,Yes,18,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.95,1082.8,No,0,76,2035,8465-SBRXP,1,United States,California,Baldwin Park,91706,"34.098275, -117.967399",34.098275,-117.967399,Male,No,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No,0,33,2436,8738-JOKAR,1,United States,California,Covina,91722,"34.097345, -117.906736",34.097345,-117.906736,Female,No,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No,0,36,5034,1930-WNXSB,1,United States,California,Covina,91724,"34.08111, -117.853935",34.08111,-117.853935,Male,No,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No,0,36,4879,0657-DOGUM,1,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,Female,No,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No,0,76,4077,6369-MCAKO,1,United States,California,Monterey Park,91755,"34.049172, -118.115022",34.049172,-118.115022,Female,No,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No,0,49,5001,7952-OBOYL,1,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,Male,No,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No,0,53,4096,7470-DYNOE,1,United States,California,Walnut,91789,"34.018354, -117.85492",34.018354,-117.85492,Male,No,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No,0,35,5940,1956-YIFGE,1,United States,California,Boulevard,91905,"32.677097, -116.304991",32.677097,-116.304991,Male,No,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No,0,64,3274,7921-LMDFQ,1,United States,California,Chula Vista,91910,"32.636792, -117.054989",32.636792,-117.054989,Male,Yes,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.0,4905.75,No,0,77,6034,2925-MXLSX,1,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,Female,No,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No,0,30,4403,5820-PTRYM,1,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,Female,Yes,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No,0,79,4368,2904-GGUAZ,1,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,Female,No,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No,0,47,5515,9398-MMQTO,1,United States,California,Borrego Springs,92004,"33.200369, -116.192313",33.200369,-116.192313,Male,No,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No,0,61,3956,0357-NVCRI,1,United States,California,El Cajon,92021,"32.832706, -116.873258",32.832706,-116.873258,Female,No,No,Yes,25,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,Credit card (automatic),20.05,471.7,No,0,24,2192,2371-KFUOG,1,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,Male,No,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No,0,26,6409,4616-ULAOA,1,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,Female,No,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No,0,23,6332,7746-AWNQW,1,United States,California,La Jolla,92037,"32.853743, -117.25034",32.853743,-117.25034,Female,No,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No,0,69,2431,5996-EBTKM,1,United States,California,Lakeside,92040,"32.909873, -116.906774",32.909873,-116.906774,Female,No,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No,0,21,6079,2405-LBMUW,1,United States,California,Oceanside,92057,"33.254497, -117.285879",33.254497,-117.285879,Female,No,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No,0,22,5024,3454-JFUBC,1,United States,California,Pala,92059,"33.384345, -117.072619",33.384345,-117.072619,Male,Yes,No,No,68,Yes,No,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),20.0,1396,No,0,55,6136,2898-MRKPI,1,United States,California,Ranchita,92066,"33.215251, -116.53633",33.215251,-116.53633,Male,No,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No,0,32,5570,3648-GZPHF,1,United States,California,San Marcos,92069,"33.162624, -117.170863",33.162624,-117.170863,Male,No,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No,0,45,2609,3914-FDRHP,1,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,Male,No,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No,0,42,4754,1024-KPRBB,1,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,Female,No,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No,0,56,2675,6598-KELSS,1,United States,California,San Diego,92108,"32.774046, -117.142454",32.774046,-117.142454,Male,No,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No,0,41,5409,6967-PEJLL,1,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,Male,No,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No,0,48,2308,1389-WNUIB,1,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,Female,No,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76.0,1588.75,No,0,69,4085,0052-YNYOT,1,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,Female,No,No,No,67,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,20.55,1343.4,No,0,72,5462,0666-UXTJO,1,United States,California,Morongo Valley,92256,"34.097863, -116.594561",34.097863,-116.594561,Male,Yes,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No,0,27,5393,4807-IZYOZ,1,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,Female,No,No,No,51,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),20.65,1020.75,No,0,70,4725,9837-FWLCH,1,United States,California,Palm Springs,92262,"33.839989, -116.659215",33.839989,-116.659215,Male,No,Yes,Yes,12,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,19.2,239,No,0,73,3101,7203-OYKCT,1,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,Male,No,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No,0,20,5760,2234-XADUH,1,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,Female,No,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No,0,71,5560,4801-JZAZL,1,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,Female,No,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No,0,59,2793,