Predicción de la tasa de abandono de clientes de una empresa de Telecomunicaciones
Big Data Analytics aplicado al negocio
Fernando Cabello Rodríguez
26/10/2020
Contexto:
Nos encontramos ante una importante empresa de telecomunicaciones americana, ‘IBM’, la cual, ha liberado un antiguo dataset donde da a conocer la tasa de abandono de sus clientes. Este conjunto de datos nos permitirá elaborar una predicción de las próximas tasas de abandono, así como planificar/simular diferentes acciones comerciales para evitar dicho abandono. Metodología aplicada
paquetes <- c('data.table',#para leer y escribir datos de forma rapida
'dplyr',#para manipulación de datos
'tidyr',#para manipulación de datos
'ggplot2',#para gráficos
'randomForest',#para crear los modelos
'ROCR',#para evaluar modelos
'purrr',#para usar la función map que aplica la misma funciona a varios componentes de un dataframe
'smbinning',#para calcular la para importancia de las variables
'rpart',#para crear arboles de decisión
'rpart.plot'#para el gráfico del árbol
)
instalados <- paquetes %in%installed.packages()
if(sum(instalados== FALSE)>0){
install.packages(paquetes[!instalados])
}
lapply(paquetes, require, character.only = TRUE)## Loading required package: data.table## Loading required package: dplyr##
## Attaching package: 'dplyr'## The following objects are masked from 'package:data.table':
##
## between, first, last## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Loading required package: tidyr## Loading required package: ggplot2## Loading required package: randomForest## randomForest 4.6-14## Type rfNews() to see new features/changes/bug fixes.##
## Attaching package: 'randomForest'## The following object is masked from 'package:ggplot2':
##
## margin## The following object is masked from 'package:dplyr':
##
## combine## Loading required package: ROCR## Loading required package: purrr##
## Attaching package: 'purrr'## The following object is masked from 'package:data.table':
##
## transpose## Loading required package: smbinning## Loading required package: sqldf## Loading required package: gsubfn## Loading required package: proto## Loading required package: RSQLite## Loading required package: partykit## Loading required package: grid## Loading required package: libcoin## Loading required package: mvtnorm## Loading required package: Formula## Loading required package: rpart## Loading required package: rpart.plot## [[1]]
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## [1] TRUE1 Descargo el df
df <- fread('Telco.csv')1.1 Contexto El dataset descargaod es de una importante empresa de telecomunicaciones‘IBM’, la cual ha liberado un antiguo dataset donde da a conocer la tasa de abandono de sus clientes. Este dataset va ha permitir elaborar una predicción de las próximas tasas de abandono, así como planificar/simular diferentes acciones comerciales para evitar dicho abandono.
2 Muestreo. Análisis exploratorio del df
as.data.frame(df)## customerID gender SeniorCitizen Partner Dependents tenure PhoneService
## 1 7590-VHVEG Female 0 Yes No 1 No
## 2 5575-GNVDE Male 0 No No 34 Yes
## 3 3668-QPYBK Male 0 No No 2 Yes
## 4 7795-CFOCW Male 0 No No 45 No
## 5 9237-HQITU Female 0 No No 2 Yes
## 6 9305-CDSKC Female 0 No No 8 Yes
## 7 1452-KIOVK Male 0 No Yes 22 Yes
## 8 6713-OKOMC Female 0 No No 10 No
## 9 7892-POOKP Female 0 Yes No 28 Yes
## 10 6388-TABGU Male 0 No Yes 62 Yes
## 11 9763-GRSKD Male 0 Yes Yes 13 Yes
## 12 7469-LKBCI Male 0 No No 16 Yes
## 13 8091-TTVAX Male 0 Yes No 58 Yes
## 14 0280-XJGEX Male 0 No No 49 Yes
## 15 5129-JLPIS Male 0 No No 25 Yes
## 16 3655-SNQYZ Female 0 Yes Yes 69 Yes
## 17 8191-XWSZG Female 0 No No 52 Yes
## 18 9959-WOFKT Male 0 No Yes 71 Yes
## 19 4190-MFLUW Female 0 Yes Yes 10 Yes
## 20 4183-MYFRB Female 0 No No 21 Yes
## 21 8779-QRDMV Male 1 No No 1 No
## 22 1680-VDCWW Male 0 Yes No 12 Yes
## 23 1066-JKSGK Male 0 No No 1 Yes
## 24 3638-WEABW Female 0 Yes No 58 Yes
## 25 6322-HRPFA Male 0 Yes Yes 49 Yes
## 26 6865-JZNKO Female 0 No No 30 Yes
## 27 6467-CHFZW Male 0 Yes Yes 47 Yes
## 28 8665-UTDHZ Male 0 Yes Yes 1 No
## 29 5248-YGIJN Male 0 Yes No 72 Yes
## 30 8773-HHUOZ Female 0 No Yes 17 Yes
## 31 3841-NFECX Female 1 Yes No 71 Yes
## 32 4929-XIHVW Male 1 Yes No 2 Yes
## 33 6827-IEAUQ Female 0 Yes Yes 27 Yes
## 34 7310-EGVHZ Male 0 No No 1 Yes
## 35 3413-BMNZE Male 1 No No 1 Yes
## 36 6234-RAAPL Female 0 Yes Yes 72 Yes
## 37 6047-YHPVI Male 0 No No 5 Yes
## 38 6572-ADKRS Female 0 No No 46 Yes
## 39 5380-WJKOV Male 0 No No 34 Yes
## 40 8168-UQWWF Female 0 No No 11 Yes
## 41 8865-TNMNX Male 0 Yes Yes 10 Yes
## 42 9489-DEDVP Female 0 Yes Yes 70 Yes
## 43 9867-JCZSP Female 0 Yes Yes 17 Yes
## 44 4671-VJLCL Female 0 No No 63 Yes
## 45 4080-IIARD Female 0 Yes No 13 Yes
## 46 3714-NTNFO Female 0 No No 49 Yes
## 47 5948-UJZLF Male 0 No No 2 Yes
## 48 7760-OYPDY Female 0 No No 2 Yes
## 49 7639-LIAYI Male 0 No No 52 Yes
## 50 2954-PIBKO Female 0 Yes Yes 69 Yes
## 51 8012-SOUDQ Female 1 No No 43 Yes
## 52 9420-LOJKX Female 0 No No 15 Yes
## 53 6575-SUVOI Female 1 Yes No 25 Yes
## 54 7495-OOKFY Female 1 Yes No 8 Yes
## 55 4667-QONEA Female 1 Yes Yes 60 Yes
## 56 1658-BYGOY Male 1 No No 18 Yes
## 57 8769-KKTPH Female 0 Yes Yes 63 Yes
## 58 5067-XJQFU Male 1 Yes Yes 66 Yes
## 59 3957-SQXML Female 0 Yes Yes 34 Yes
## 60 5954-BDFSG Female 0 No No 72 Yes
## 61 0434-CSFON Female 0 Yes No 47 Yes
## 62 1215-FIGMP Male 0 No No 60 Yes
## 63 0526-SXDJP Male 0 Yes No 72 No
## 64 0557-ASKVU Female 0 Yes Yes 18 Yes
## 65 5698-BQJOH Female 0 No No 9 Yes
## 66 5122-CYFXA Female 0 No No 3 Yes
## 67 8627-ZYGSZ Male 0 Yes No 47 Yes
## 68 3410-YOQBQ Female 0 No No 31 Yes
## 69 3170-NMYVV Female 0 Yes Yes 50 Yes
## 70 7410-OIEDU Male 0 No No 10 Yes
## 71 2273-QCKXA Male 0 No No 1 Yes
## 72 0731-EBJQB Female 0 Yes Yes 52 Yes
## 73 1891-QRQSA Male 1 Yes Yes 64 Yes
## 74 8028-PNXHQ Male 0 Yes Yes 62 Yes
## 75 5630-AHZIL Female 0 No Yes 3 Yes
## 76 2673-CXQEU Female 1 No No 56 Yes
## 77 6416-JNVRK Female 0 No No 46 Yes
## 78 5590-ZSKRV Female 0 Yes Yes 8 Yes
## 79 0191-ZHSKZ Male 1 No No 30 Yes
## 80 3887-PBQAO Female 0 Yes Yes 45 Yes
## 81 5919-TMRGD Female 0 No Yes 1 Yes
## 82 8108-UXRQN Female 0 Yes Yes 11 No
## 83 9191-MYQKX Female 0 Yes No 7 Yes
## 84 9919-YLNNG Female 0 No No 42 Yes
## 85 0318-ZOPWS Female 0 Yes No 49 Yes
## 86 4445-ZJNMU Male 0 No No 9 Yes
## 87 4808-YNLEU Female 0 Yes No 35 Yes
## 88 1862-QRWPE Female 0 Yes Yes 48 Yes
## 89 2796-NNUFI Female 0 Yes Yes 46 Yes
## 90 3016-KSVCP Male 0 Yes No 29 No
## 91 4767-HZZHQ Male 0 Yes Yes 30 Yes
## 92 2424-WVHPL Male 1 No No 1 Yes
## 93 7233-PAHHL Male 0 Yes Yes 66 Yes
## 94 6067-NGCEU Female 0 No No 65 Yes
## 95 9848-JQJTX Male 0 No No 72 Yes
## 96 8637-XJIVR Female 0 No No 12 Yes
## 97 9803-FTJCG Male 0 Yes Yes 71 Yes
## 98 0278-YXOOG Male 0 No No 5 Yes
## 99 3212-KXOCR Male 0 No No 52 Yes
## 100 4598-XLKNJ Female 1 Yes No 25 Yes
## 101 6380-ARCEH Male 0 No No 1 Yes
## 102 3679-XASPY Female 0 Yes Yes 1 Yes
## 103 7123-WQUHX Male 0 No No 38 Yes
## 104 5386-THSLQ Female 1 Yes No 66 No
## 105 3192-NQECA Male 0 Yes No 68 Yes
## 106 6180-YBIQI Male 0 No No 5 No
## 107 6728-DKUCO Female 0 Yes Yes 72 Yes
## 108 9750-BOOHV Female 0 No No 32 No
## 109 8597-CWYHH Male 0 No No 43 Yes
## 110 2848-YXSMW Male 0 Yes Yes 72 Yes
## 111 0486-HECZI Male 0 Yes No 55 Yes
## 112 4549-ZDQYY Female 0 No No 52 Yes
## 113 5712-AHQNN Female 0 No No 43 Yes
## 114 4846-WHAFZ Female 1 Yes No 37 Yes
## 115 5256-SKJGO Female 0 Yes Yes 64 No
## 116 3071-VBYPO Male 0 Yes Yes 3 Yes
## 117 9560-BBZXK Female 0 No No 36 No
## 118 5299-RULOA Female 0 Yes Yes 10 Yes
## 119 8402-OOOHJ Female 0 No No 41 Yes
## 120 9445-ZUEQE Male 0 Yes Yes 27 Yes
## 121 1091-SOZGA Female 0 Yes Yes 56 Yes
## 122 2928-HLDBA Female 0 No No 6 Yes
## 123 0404-SWRVG Male 0 No No 3 Yes
## 124 6497-TILVL Female 0 Yes Yes 7 Yes
## 125 7219-TLZHO Female 0 Yes Yes 4 Yes
## 126 4622-YNKIJ Male 0 No No 33 Yes
## 127 4412-YLTKF Female 1 No No 27 Yes
## 128 6734-PSBAW Male 0 Yes No 72 Yes
## 129 3930-ZGWVE Male 0 No No 1 Yes
## 130 2639-UGMAZ Male 1 No No 71 No
## 131 2876-GZYZC Female 0 No No 13 Yes
## 132 6207-WIOLX Female 0 Yes Yes 25 No
## 133 8587-XYZSF Male 0 No No 67 Yes
## 134 3091-FYHKI Male 0 No No 1 No
## 135 2372-HWUHI Male 0 No No 2 Yes
## 136 7799-LGRDP Female 0 No No 43 Yes
## 137 7850-VWJUU Female 0 No No 23 Yes
## 138 3774-VBNXY Female 0 Yes Yes 64 Yes
## 139 6217-KDYWC Male 0 No Yes 57 Yes
## 140 0390-DCFDQ Female 1 Yes No 1 Yes
## 141 3146-MSEGF Female 1 Yes Yes 72 Yes
## 142 4080-OGPJL Female 0 No No 8 Yes
## 143 1095-WGNGG Female 0 Yes No 61 Yes
## 144 2636-SJDOU Male 0 No No 64 Yes
## 145 1131-QQZEB Male 1 Yes No 71 Yes
## 146 5716-EZXZN Female 0 Yes Yes 65 Yes
## 147 6837-BJYDQ Male 0 No No 3 Yes
## 148 2135-RXIHG Male 0 No No 1 Yes
## 149 6440-DKQGE Male 0 No Yes 30 Yes
## 150 3466-BYAVD Male 0 Yes Yes 15 Yes
## 151 3780-YVMFA Female 0 Yes Yes 8 Yes
## 152 3874-EQOEP Male 0 No No 7 Yes
## 153 1679-JRFBR Female 0 Yes Yes 70 Yes
## 154 9073-ZZIAY Male 0 Yes Yes 62 Yes
## 155 3077-RSNTJ Female 0 Yes Yes 6 Yes
## 156 6551-GNYDG Female 0 Yes Yes 14 Yes
## 157 9167-APMXZ Female 0 No No 22 Yes
## 158 2749-CTKAJ Male 0 Yes Yes 22 Yes
## 159 6371-NZYEG Male 0 Yes Yes 16 Yes
## 160 7554-NEWDD Male 0 No No 10 Yes
## 161 8992-VONJD Female 0 No Yes 13 Yes
## 162 0867-MKZVY Female 0 Yes No 20 Yes
## 163 4482-EWFMI Female 0 No No 2 Yes
## 164 4648-YPBTM Male 0 No No 53 Yes
## 165 2907-ILJBN Female 0 Yes Yes 11 Yes
## 166 6345-FZOQH Male 0 Yes No 69 Yes
## 167 3376-BMGFE Female 0 No No 4 Yes
## 168 5997-OPVFA Male 0 Yes No 72 Yes
## 169 3445-HXXGF Male 1 Yes No 58 No
## 170 1159-WFSGR Female 0 Yes Yes 16 Yes
## 171 7654-YWJUF Male 0 Yes No 43 Yes
## 172 1875-QIVME Female 0 Yes No 2 Yes
## 173 6727-IOTLZ Male 0 Yes No 14 Yes
## 174 0691-JVSYA Female 0 Yes No 53 Yes
## 175 5918-VUKWP Female 0 No No 32 Yes
## 176 1744-JHKYS Female 0 Yes No 34 Yes
## 177 2656-FMOKZ Female 1 No No 15 Yes
## 178 2070-FNEXE Female 1 No No 7 Yes
## 179 5947-SGKCL Female 0 Yes Yes 15 Yes
## 180 3712-PKXZA Male 0 Yes No 61 Yes
## 181 6317-YPKDH Female 0 No No 1 No
## 182 6582-OIVSP Female 0 No No 1 Yes
## 183 9367-WXLCH Male 0 No No 8 Yes
## 184 5524-KHNJP Male 0 Yes Yes 33 Yes
## 185 1918-ZBFQJ Female 0 No No 13 Yes
## 186 1024-GUALD Female 0 Yes No 1 No
## 187 4827-USJHP Male 0 No No 20 Yes
## 188 8167-GJLRN Male 0 No No 3 No
## 189 0956-SYCWG Female 0 No No 13 Yes
## 190 8017-UVSZU Female 0 Yes No 40 Yes
## 191 7100-FQPRV Male 0 Yes Yes 43 Yes
## 192 2472-OVKUP Male 0 Yes No 6 Yes
## 193 2984-RGEYA Female 0 Yes Yes 69 Yes
## 194 9680-NIAUV Female 0 Yes Yes 72 Yes
## 195 2146-EGVDT Male 0 Yes Yes 59 Yes
## 196 2604-IJPDU Female 0 Yes No 20 Yes
## 197 9178-JHUVJ Male 0 Yes Yes 24 Yes
## 198 6168-YBYNP Male 0 No No 59 Yes
## 199 7255-SSFBC Male 0 Yes Yes 72 Yes
## 200 3645-DEYGF Male 0 No Yes 1 Yes
## 201 9323-HGFWY Female 0 Yes No 27 Yes
## 202 8544-GOQSH Female 0 No No 14 Yes
## 203 3363-DTIVD Male 0 Yes Yes 71 Yes
## 204 7018-WBJNK Male 0 No Yes 13 Yes
## 205 9142-KZXOP Male 0 No No 44 Yes
## 206 7674-YTAFD Female 0 No No 33 Yes
## 207 6348-SNFUS Male 0 Yes Yes 72 No
## 208 1285-OKIPP Male 0 No No 1 Yes
## 209 7825-ECJRF Female 0 No No 19 Yes
## 210 1347-KTTTA Male 0 Yes No 64 Yes
## 211 7841-TZDMQ Male 0 No No 2 Yes
## 212 4195-NZGTA Female 0 No No 1 No
## 213 7157-SMCFK Male 0 No Yes 61 Yes
## 214 4709-LKHYG Female 0 Yes Yes 29 Yes
## 215 2504-DSHIH Male 1 Yes No 23 Yes
## 216 0699-NDKJM Female 0 Yes No 57 No
## 217 9286-BHDQG Male 0 Yes Yes 72 No
## 218 0230-WEQUW Male 0 Yes No 66 No
## 219 2040-LDIWQ Male 0 Yes Yes 65 Yes
## 220 6496-JDSSB Female 0 No No 8 Yes
## 221 9408-SSNVZ Female 0 No No 4 Yes
## 222 4443-EMBNA Female 0 Yes No 71 Yes
## 223 6469-MRVET Male 0 Yes Yes 1 Yes
## 224 0742-MOABM Male 0 Yes No 4 Yes
## 225 5961-VUSRV Female 0 No No 12 Yes
## 226 6778-JFCMK Male 0 No No 24 No
## 227 6341-JVQGF Female 0 Yes Yes 31 Yes
## 228 2232-DMLXU Female 0 Yes No 1 Yes
## 229 4811-JBUVU Male 0 No No 30 Yes
## 230 0945-TSONX Female 0 Yes Yes 47 Yes
## 231 2651-ZCBXV Male 0 No No 54 Yes
## 232 3316-UWXUY Male 0 No No 50 Yes
## 233 8937-RDTHP Male 0 No No 1 Yes
## 234 7083-MIOPC Female 0 No No 72 Yes
## 235 1984-GPTEH Female 0 No No 29 Yes
## 236 1251-KRREG Male 0 No No 2 Yes
## 237 0621-JFHOL Female 0 No No 10 No
## 238 9903-LYSAB Male 0 Yes No 18 Yes
## 239 0094-OIFMO Female 1 No No 11 Yes
## 240 9227-UAQFT Male 0 No No 16 Yes
## 241 7301-ABVAD Female 0 No No 72 Yes
## 242 6614-FHDBO Male 0 No No 72 Yes
## 243 7576-ASEJU Female 0 Yes Yes 41 Yes
## 244 9058-HRZSV Female 1 Yes No 65 Yes
## 245 4522-AKYLR Female 1 No No 13 Yes
## 246 0221-WMXNQ Male 1 No No 4 Yes
## 247 0303-UNCIP Male 0 No No 41 Yes
## 248 9947-OTFQU Male 1 No No 15 Yes
## 249 0322-YINQP Male 0 No No 1 Yes
## 250 0959-WHOKV Male 0 No No 42 Yes
## 251 4075-JFPGR Female 0 Yes No 51 Yes
## 252 4629-NRXKX Female 0 Yes Yes 2 Yes
## 253 9514-JDSKI Male 1 Yes No 1 No
## 254 3282-ZISZV Male 0 No Yes 32 Yes
## 255 3675-YDUPJ Male 0 No No 10 Yes
## 256 4111-BNXIF Female 0 Yes Yes 67 No
## 257 7017-VFHAY Female 0 Yes Yes 61 Yes
## 258 6655-LHBYW Male 0 No No 50 Yes
## 259 4959-JOSRX Female 0 Yes No 2 Yes
## 260 5046-NUHWD Female 1 Yes No 29 No
## 261 7273-TEFQD Male 1 No No 3 No
## 262 3606-TWKGI Male 1 No No 13 Yes
## 263 7529-ZDFXI Male 1 Yes No 57 Yes
## 264 7605-BDWDC Female 0 No No 31 No
## 265 1950-KSVVJ Female 0 Yes No 45 Yes
## 266 0123-CRBRT Female 0 Yes Yes 61 Yes
## 267 6292-TOSSS Male 0 No No 50 Yes
## 268 3197-ARFOY Female 1 No No 19 Yes
## 269 6323-AYBRX Male 0 No No 59 Yes
## 270 7014-ZZXAW Female 0 Yes No 71 Yes
## 271 4385-GZQXV Female 1 No No 16 Yes
## 272 7633-MVPUY Male 0 Yes No 57 Yes
## 273 6366-ZGQGL Male 0 No No 1 No
## 274 4716-HHKQH Male 1 Yes No 20 Yes
## 275 5940-AHUHD Male 0 No No 1 Yes
## 276 6432-TWQLB Male 0 Yes No 5 Yes
## 277 4484-GLZOU Female 0 Yes No 52 Yes
## 278 3179-GBRWV Male 1 Yes No 21 Yes
## 279 8645-KWHJO Male 0 No No 14 No
## 280 4130-MZLCC Female 0 No No 5 Yes
## 281 0314-TKOSI Female 0 No No 6 Yes
## 282 8229-MYEJZ Female 0 No No 10 Yes
## 283 2080-SRCDE Female 0 No Yes 1 Yes
## 284 9577-WJVCQ Female 0 No No 68 Yes
## 285 9512-UIBFX Male 0 Yes Yes 18 Yes
## 286 6202-DYYFX Female 0 No No 22 Yes
## 287 3808-HFKDE Female 0 No No 20 Yes
## 288 5583-SXDAG Male 0 Yes No 1 Yes
## 289 3488-PGMQJ Male 1 No No 8 Yes
## 290 3580-REOAC Male 0 No No 10 Yes
## 291 7534-BFESC Male 1 No No 24 Yes
## 292 3727-OWVYD Male 0 No No 35 Yes
## 293 2294-SALNE Male 0 Yes Yes 23 Yes
## 294 4847-TAJYI Female 1 No No 6 Yes
## 295 1563-IWQEX Female 0 No No 12 Yes
## 296 8203-XJZRC Male 0 No No 1 Yes
## 297 6556-DBKZF Female 0 Yes Yes 71 Yes
## 298 6851-WEFYX Male 1 Yes No 35 Yes
## 299 2985-JUUBZ Male 0 Yes Yes 40 Yes
## 300 6390-DSAZX Female 0 No Yes 1 Yes
## 301 0895-LMRSF Male 0 No No 23 Yes
## 302 8098-LLAZX Female 1 No No 4 Yes
## 303 8266-VBFQL Male 0 No No 4 Yes
## 304 8181-YHCMF Female 0 Yes Yes 68 No
## 305 2240-HSJQD Male 0 No Yes 38 Yes
## 306 1248-DYXUB Male 0 Yes Yes 52 Yes
## 307 0265-EDXBD Male 1 Yes No 32 Yes
## 308 4115-BNPJY Male 0 Yes Yes 29 Yes
## 309 3167-SNQPL Male 1 Yes Yes 38 Yes
## 310 4091-TVOCN Male 0 No Yes 48 Yes
## 311 1098-TDVUQ Female 0 No No 1 Yes
## 312 7277-OZCGZ Female 0 No No 22 Yes
## 313 1557-EMYVT Female 0 No No 43 Yes
## 314 2799-ARNLO Female 1 Yes No 5 Yes
## 315 7563-BIUPC Male 0 No No 5 Yes
## 316 5027-YOCXN Male 0 Yes Yes 51 Yes
## 317 3973-SKMLN Male 0 No No 71 Yes
## 318 2321-OMBXY Female 0 Yes Yes 38 Yes
## 319 2840-XANRC Male 1 Yes No 24 Yes
## 320 6745-JEFZB Male 0 Yes No 35 Yes
## 321 5020-ZSTTY Female 1 No No 54 Yes
## 322 9880-TDQAC Female 0 Yes Yes 72 No
## 323 8705-WZCYL Male 0 No No 1 Yes
## 324 7102-JJVTX Female 0 Yes Yes 9 Yes
## 325 8626-PTQGE Male 0 No No 69 No
## 326 4983-CLMLV Female 0 Yes No 52 Yes
## 327 5701-YVSVF Female 1 Yes No 11 Yes
## 328 5804-LEPIM Female 1 No No 2 Yes
## 329 5697-GOMBF Female 1 Yes Yes 28 No
## 330 2739-CACDQ Female 1 No No 17 Yes
## 331 9385-EHGDO Female 0 Yes Yes 35 Yes
## 332 9498-FIMXL Female 0 No No 8 Yes
## 333 2379-GYFLQ Male 0 No No 46 Yes
## 334 0122-OAHPZ Female 0 No No 7 Yes
## 335 2868-SNELZ Female 0 No No 2 Yes
## 336 4322-RCYMT Male 0 Yes Yes 68 Yes
## 337 6680-NENYN Female 0 No No 43 Yes
## 338 2088-IEBAU Female 0 No No 68 Yes
## 339 7982-VCELR Female 0 No No 36 Yes
## 340 1343-EHPYB Male 0 Yes No 63 Yes
## 341 6035-BXTTY Female 1 No No 32 Yes
## 342 6885-PKOAM Female 0 Yes No 71 Yes
## 343 7520-HQWJU Female 0 Yes Yes 66 Yes
## 344 9639-BUJXT Male 0 No No 63 Yes
## 345 5924-SNGKP Female 0 No Yes 41 Yes
## 346 0021-IKXGC Female 1 No No 1 Yes
## 347 2034-GDRCN Female 0 No No 2 Yes
## 348 8966-SNIZF Female 0 Yes No 70 Yes
## 349 6243-OZGFH Female 0 No No 23 No
## 350 4654-DLAMQ Female 1 Yes No 64 Yes
## 351 0513-RBGPE Male 0 Yes Yes 37 Yes
## 352 5160-UXJED Male 0 No Yes 17 Yes
## 353 4115-NZRKS Female 1 No No 7 Yes
## 354 0219-YTZUE Male 0 Yes Yes 4 Yes
## 355 0623-IIHUG Female 1 No No 21 No
## 356 4572-DVCGN Female 0 No No 10 Yes
## 357 3351-NGXYI Female 1 No No 16 Yes
## 358 8984-EYLLL Male 0 Yes No 64 Yes
## 359 9057-MSWCO Male 1 Yes No 27 No
## 360 9833-TGFHX Male 0 Yes Yes 42 Yes
## 361 9294-TDIPC Male 0 No Yes 5 Yes
## 362 5229-DTFYB Female 0 No No 41 Yes
## 363 0104-PPXDV Male 0 Yes No 58 Yes
## 364 5176-LMJXE Female 0 No No 47 Yes
## 365 3583-KRKMD Male 0 No No 18 Yes
## 366 1010-DIAUQ Male 0 No No 5 Yes
## 367 9069-LGEUL Male 0 Yes No 23 Yes
## 368 7302-ZHMHP Female 0 No No 1 Yes
## 369 9571-EDEBV Male 0 Yes No 71 Yes
## 370 3520-FJGCV Male 0 Yes Yes 72 Yes
## 371 6563-VRERX Male 0 Yes Yes 33 Yes
## 372 0259-GBZSH Male 0 No No 2 Yes
## 373 6122-EFVKN Male 0 No Yes 24 No
## 374 2805-EDJPQ Female 0 Yes Yes 56 Yes
## 375 6862-CQUMB Male 0 No No 37 Yes
## 376 7156-MXBJE Female 0 No No 43 Yes
## 377 6158-HDPXZ Male 0 No No 1 No
## 378 9601-BRXPO Female 0 Yes No 25 Yes
## 379 2863-IMQDR Female 0 No No 61 Yes
## 380 5686-CMAWK Male 0 No No 17 Yes
## 381 5651-CRHKQ Female 0 Yes No 41 Yes
## 382 6905-NIQIN Male 0 No No 1 Yes
## 383 8204-YJCLA Male 1 Yes Yes 72 No
## 384 5167-ZFFMM Male 0 No No 1 Yes
## 385 6583-SZVGP Male 0 No No 48 Yes
## 386 4895-TMWIR Male 1 Yes No 11 Yes
## 387 0533-BNWKF Female 1 Yes No 55 Yes
## 388 1708-PBBOA Female 0 No No 42 No
## 389 8782-LKFPK Male 0 No No 44 Yes
## 390 5522-JBWMO Male 0 No Yes 1 Yes
## 391 3597-MVHJT Female 0 No No 27 Yes
## 392 9774-NRNAU Male 1 Yes No 27 Yes
## 393 0224-RLWWD Female 1 No No 2 Yes
## 394 9967-ATRFS Female 0 No No 19 Yes
## 395 3951-NJCVI Female 1 Yes No 42 Yes
## 396 2977-CEBSX Female 0 No No 66 Yes
## 397 0177-PXBAT Male 1 Yes No 33 Yes
## 398 6599-CEBNN Female 0 No No 34 Yes
## 399 2519-ERQOJ Male 1 No No 33 No
## 400 5876-QMYLD Female 0 Yes Yes 23 Yes
## 401 2277-AXSDC Female 0 No No 32 Yes
## 402 9442-JTWDL Female 0 No No 11 Yes
## 403 0979-PHULV Male 0 Yes Yes 69 Yes
## 404 3067-SVMTC Female 0 Yes No 68 Yes
## 405 5495-GPSRW Male 0 No No 20 Yes
## 406 7606-BPHHN Male 0 No No 72 Yes
## 407 4742-DRORA Male 0 Yes Yes 60 Yes
## 408 0111-KLBQG Male 1 Yes Yes 32 Yes
## 409 4800-VHZKI Female 0 No No 1 Yes
## 410 7989-CHGTL Male 0 No No 1 Yes
## 411 0334-GDDSO Male 1 No No 3 Yes
## 412 4163-NCJAK Female 0 Yes No 46 Yes
## 413 5233-AOZUF Female 0 Yes No 29 Yes
## 414 5973-EJGDP Male 0 No No 51 Yes
## 415 1996-DBMUS Female 1 Yes No 48 Yes
## 416 7916-VCCPB Female 0 Yes Yes 16 Yes
## 417 4686-GEFRM Male 0 Yes No 70 Yes
## 418 5249-QYHEX Female 0 Yes Yes 40 Yes
## 419 0578-SKVMF Female 0 Yes Yes 22 Yes
## 420 5564-NEMQO Female 1 No No 1 Yes
## 421 2233-FAGXV Female 0 Yes Yes 5 Yes
## 422 5605-IYGFG Female 0 No No 7 Yes
## 423 7663-ZTEGJ Male 0 No Yes 29 Yes
## 424 3935-TBRZZ Male 0 Yes Yes 44 Yes
## 425 8111-BKVDS Female 0 No No 10 No
## 426 2055-SIFSS Female 1 Yes No 55 Yes
## 427 2806-MLNTI Male 1 Yes No 52 Yes
## 428 8734-DKSTZ Female 0 Yes Yes 10 Yes
## 429 4360-PNRQB Male 0 No No 18 Yes
## 430 6152-ONASV Female 0 Yes No 68 Yes
## 431 9063-ZGTUY Female 0 Yes Yes 61 Yes
## 432 7781-HVGMK Female 0 Yes Yes 72 No
## 433 2181-UAESM Male 0 No No 2 Yes
## 434 2957-LOLHO Male 0 No No 12 Yes
## 435 6048-NJXHX Male 0 Yes No 41 Yes
## 436 2320-SLKMB Female 0 No No 26 No
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## 1874 0973-KYVNF Female 0 Yes Yes 72 Yes
## 1875 5129-HHMZC Female 0 Yes No 43 Yes
## 1876 9637-CDTKZ Male 0 Yes No 72 Yes
## 1877 3946-JEWRQ Male 0 Yes No 47 Yes
## 1878 7873-CVMAW Male 0 No No 72 Yes
## 1879 0463-WZZKO Male 0 No No 3 Yes
## 1880 3494-JCHRQ Male 0 No No 1 Yes
## 1881 6474-FVJLC Male 0 No No 2 Yes
## 1882 4524-QCSSM Male 0 No No 26 No
## 1883 5832-EXGTT Male 0 Yes Yes 29 Yes
## 1884 8840-DQLGN Female 1 Yes No 35 Yes
## 1885 2039-JONDJ Male 0 No No 27 Yes
## 1886 7217-JYHOQ Male 0 Yes Yes 24 Yes
## 1887 6695-FRVEC Male 0 Yes Yes 67 Yes
## 1888 4547-LYTDD Female 0 No No 16 Yes
## 1889 9894-QMIMJ Female 0 No No 23 Yes
## 1890 8069-YQQAJ Male 0 No No 14 No
## 1891 6770-XUAGN Female 0 Yes Yes 1 Yes
## 1892 4193-ORFCL Female 1 No No 1 Yes
## 1893 1636-NTNCO Male 1 No No 4 No
## 1894 3466-WAESX Male 0 No Yes 16 Yes
## 1895 9281-PKKZE Female 0 Yes No 46 No
## 1896 3638-VBZTA Male 0 No Yes 68 Yes
## 1897 7459-IMVYU Male 0 No No 38 Yes
## 1898 7776-QWNFX Male 1 Yes No 30 Yes
## 1899 6689-TCZHQ Female 1 No No 5 Yes
## 1900 8563-OYMQY Male 0 No No 17 Yes
## 1901 0754-EEBDC Male 0 Yes Yes 4 Yes
## 1902 5777-ZPQNC Female 0 No No 12 Yes
## 1903 1951-IEYXM Male 0 Yes Yes 72 Yes
## 1904 3318-NMQXL Male 0 No No 3 Yes
## 1905 3143-ILDAL Male 0 No No 56 Yes
## 1906 1022-RKXDR Female 0 No No 41 Yes
## 1907 2361-FJWNO Male 0 No No 40 No
## 1908 2272-UOINI Female 0 No No 7 Yes
## 1909 8232-UTFOZ Male 0 No No 69 Yes
## 1910 3750-YHRYO Male 0 Yes Yes 7 Yes
## 1911 6637-KYRCV Female 0 Yes Yes 5 No
## 1912 5668-MEISB Female 0 Yes Yes 72 Yes
## 1913 0129-QMPDR Male 0 Yes Yes 44 Yes
## 1914 7188-CBBBA Female 0 No No 65 Yes
## 1915 5356-CSVSQ Female 0 No No 3 Yes
## 1916 3221-CJMSG Male 0 No No 24 Yes
## 1917 4720-VSTSI Female 0 No No 44 Yes
## 1918 3219-JQRSL Female 1 Yes No 72 Yes
## 1919 2801-NISEI Male 0 No No 24 Yes
## 1920 3946-MHCZW Male 0 No No 1 Yes
## 1921 4623-ZKHLY Male 0 Yes No 22 Yes
## 1922 6732-VAILE Male 0 Yes Yes 70 Yes
## 1923 8201-AAXCB Male 0 Yes Yes 25 Yes
## 1924 7696-CFTAT Male 0 Yes Yes 37 Yes
## 1925 1845-CSBRZ Female 1 Yes Yes 22 Yes
## 1926 2123-VSCOT Female 0 Yes Yes 59 Yes
## 1927 6651-AZVTJ Male 0 Yes Yes 49 Yes
## 1928 4566-GOLUK Male 0 Yes Yes 47 Yes
## 1929 2484-DGXPZ Female 0 Yes Yes 31 Yes
## 1930 2018-QKYGT Male 0 Yes Yes 1 Yes
## 1931 2792-VPPET Male 0 No No 3 Yes
## 1932 7409-JURKQ Female 0 Yes No 53 Yes
## 1933 3247-MHJKM Male 0 No No 1 Yes
## 1934 1964-SVLEA Male 0 No No 20 Yes
## 1935 4587-NUKOX Female 0 No No 3 Yes
## 1936 7297-DVYGA Female 0 No No 51 Yes
## 1937 2239-CGBUZ Female 0 Yes No 51 Yes
## 1938 0854-UYHZD Female 0 Yes Yes 13 Yes
## 1939 7243-LCGGZ Female 0 No No 1 Yes
## 1940 8267-KFGYD Male 0 No Yes 1 Yes
## 1941 4890-VMUAV Male 0 No No 63 Yes
## 1942 9261-WDCAF Male 0 No No 3 Yes
## 1943 3764-MNMOI Male 0 No No 46 Yes
## 1944 7442-YGZFK Male 0 No No 1 Yes
## 1945 0420-BWTPW Male 0 No Yes 8 No
## 1946 8229-BUJHX Female 0 Yes Yes 71 Yes
## 1947 7449-HVPIV Male 0 Yes Yes 55 Yes
## 1948 5504-WSIUR Female 0 No No 70 Yes
## 1949 8183-ONMXC Female 0 No No 2 Yes
## 1950 8466-PZBLH Male 0 Yes Yes 67 Yes
## 1951 9614-RMGHA Male 0 Yes No 65 Yes
## 1952 8735-IJJEG Male 0 Yes No 14 Yes
## 1953 0564-MUUQK Female 0 Yes Yes 20 Yes
## 1954 5054-IEXZT Male 0 No Yes 1 Yes
## 1955 5834-ASPWA Male 0 No No 1 Yes
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## 1957 0019-EFAEP Female 0 No No 72 Yes
## 1958 5619-PTMIK Female 0 Yes No 46 Yes
## 1959 3737-XBQDD Male 0 No No 24 Yes
## 1960 5882-CMAZQ Female 0 Yes Yes 5 No
## 1961 5846-QFDFI Female 0 Yes Yes 33 Yes
## 1962 4445-KWOKW Female 0 No No 42 Yes
## 1963 3511-APPBJ Male 0 No No 23 Yes
## 1964 7967-HYCDE Male 0 No No 8 Yes
## 1965 2430-RRYUW Male 0 No No 66 Yes
## 1966 3948-XHGNA Male 0 No No 24 Yes
## 1967 3723-BFBGR Male 1 No No 24 Yes
## 1968 0565-IYCGT Male 0 No No 69 Yes
## 1969 5447-WZAFP Female 0 No No 53 Yes
## 1970 5110-CHOPY Female 0 No No 60 No
## 1971 5445-UTODQ Female 0 Yes No 7 Yes
## 1972 4425-OWHWB Female 0 No No 20 Yes
## 1973 7892-QVYKW Female 0 Yes Yes 23 Yes
## 1974 9675-ICXCT Male 0 Yes Yes 72 Yes
## 1975 1024-VRZHF Male 0 Yes No 11 Yes
## 1976 4703-MQYKT Male 0 No No 21 Yes
## 1977 9497-QCMMS Male 1 No No 1 Yes
## 1978 5692-ICXLW Male 1 No No 31 Yes
## 1979 0602-DDUML Female 0 No No 57 Yes
## 1980 2208-MPXIO Female 0 Yes Yes 45 Yes
## 1981 1960-UYCNN Male 0 No No 10 Yes
## 1982 0348-SDKOL Female 0 Yes No 58 Yes
## 1983 3190-FZATL Male 0 No Yes 14 Yes
## 1984 7336-RLLRH Male 0 Yes No 27 Yes
## 1985 4373-MAVJG Female 0 Yes Yes 14 Yes
## 1986 8901-HJXTF Female 0 Yes Yes 12 No
## 1987 7710-JSYOA Female 0 Yes Yes 69 Yes
## 1988 5419-KLXBN Female 0 Yes Yes 25 Yes
## 1989 3424-NMNBO Male 1 Yes No 58 Yes
## 1990 9885-MFVSU Female 0 Yes Yes 35 No
## 1991 4514-GFCFI Female 1 No No 16 Yes
## 1992 0607-MVMGC Male 0 Yes Yes 45 Yes
## 1993 3365-SAIGS Female 0 No No 17 Yes
## 1994 9828-AOQLM Female 0 Yes Yes 1 Yes
## 1995 8022-BECSI Male 0 No No 22 Yes
## 1996 8000-REIQB Female 1 No No 1 Yes
## 1997 9993-LHIEB Male 0 Yes Yes 67 Yes
## 1998 0266-CLZKZ Female 0 Yes Yes 67 Yes
## 1999 7615-ESMYF Female 0 Yes No 2 No
## 2000 3858-VOBET Male 0 No No 23 Yes
## 2001 7020-OZKXZ Female 1 No No 9 Yes
## 2002 3977-QCRSL Female 0 No No 5 Yes
## 2003 0017-DINOC Male 0 No No 54 No
## 2004 1447-PJGGA Female 0 No No 57 Yes
## 2005 8565-CLBZW Male 0 No No 24 Yes
## 2006 9139-WQQDY Female 0 Yes Yes 49 Yes
## 2007 0224-HJAPT Male 0 No No 5 Yes
## 2008 8086-OVPWV Male 0 No No 2 Yes
## 2009 9430-FRQOC Female 0 No Yes 4 Yes
## 2010 7639-OPLNG Male 0 Yes Yes 70 Yes
## 2011 3074-GQWYX Male 0 No No 5 Yes
## 2012 1492-QGCLU Male 0 Yes Yes 53 Yes
## 2013 6845-RGTYS Female 0 Yes No 47 Yes
## 2014 7328-OWMOM Female 0 No Yes 31 Yes
## 2015 4418-LZMSV Male 0 Yes Yes 13 Yes
## 2016 5155-AZQPB Female 0 Yes Yes 28 Yes
## 2017 8861-HGGKB Female 0 No No 10 Yes
## 2018 1087-GRUYI Male 0 Yes No 38 Yes
## 2019 7065-YUNRY Female 0 No No 1 Yes
## 2020 7694-VLBWQ Male 0 Yes No 67 Yes
## 2021 2546-KZAAT Male 0 Yes No 52 Yes
## 2022 0181-RITDD Male 0 Yes Yes 62 Yes
## 2023 5989-PGKJB Female 0 No No 16 Yes
## 2024 4795-KTRTH Female 1 Yes No 5 Yes
## 2025 8272-ONJLV Male 0 No No 12 Yes
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## 2027 0308-GIQJT Male 1 No No 71 Yes
## 2028 3778-FOAQW Female 0 Yes No 24 Yes
## 2029 4452-ROHMO Female 0 No No 15 Yes
## 2030 6481-OGDOO Male 0 Yes No 67 Yes
## 2031 3090-LETTY Male 0 No Yes 2 Yes
## 2032 5349-AZPEW Female 0 Yes Yes 5 No
## 2033 3753-TSEMP Female 0 Yes No 15 Yes
## 2034 8305-VHZBZ Male 0 No No 1 Yes
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## 2036 8100-HZZLJ Female 0 No Yes 43 Yes
## 2037 8775-ERLNB Male 1 Yes No 1 Yes
## 2038 8309-IEYJD Female 1 No No 1 Yes
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## 2040 6298-QDFNH Male 0 No No 22 Yes
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## 2065 7061-OVMIM Female 0 Yes Yes 30 Yes
## 2066 5153-RTHKF Female 0 No No 34 Yes
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## 2068 4832-VRBMR Male 1 Yes No 65 Yes
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## 2070 6356-ELRKD Female 0 No No 1 Yes
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## 2073 5986-WWXDV Male 0 No Yes 39 Yes
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## 2075 6179-GJPSO Female 1 No No 43 Yes
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## 2080 5804-HYIEZ Male 0 Yes Yes 70 Yes
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## 2322 9776-OJUZI Female 1 No No 65 Yes
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## 2330 2972-YDYUW Female 0 No No 57 Yes
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## 2332 2809-ILCYT Female 0 Yes No 25 Yes
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## 2336 3113-IWHLC Male 0 No No 5 Yes
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## 2340 4094-NSEDU Female 1 No No 21 Yes
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## 2343 1552-AAGRX Female 0 No No 30 Yes
## 2344 2637-FKFSY Female 0 Yes No 3 Yes
## 2345 9796-MVYXX Female 1 No No 14 No
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## 2347 0020-INWCK Female 0 Yes Yes 71 Yes
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## 2351 8739-XNIKG Female 0 No No 5 Yes
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## 4263 5485-WUYWF Male 1 No No 2 Yes
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## 4273 1043-YCUTE Male 0 Yes No 56 Yes
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## 4715 0016-QLJIS Female 0 Yes Yes 65 Yes
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## 4720 0362-ZBZWJ Male 0 No No 36 Yes
## 4721 8979-CAMGB Male 1 No No 64 Yes
## 4722 4211-MMAZN Male 0 No No 1 Yes
## 4723 7581-EBBOU Female 0 No No 60 Yes
## 4724 4274-OWWYO Male 0 No No 1 Yes
## 4725 5073-RZGBK Female 0 Yes Yes 50 Yes
## 4726 1541-ETJZO Male 0 No No 1 Yes
## 4727 2192-CKRLV Female 0 Yes No 72 No
## 4728 3154-HMWUU Male 0 Yes No 60 Yes
## 4729 6119-SPUDB Male 0 No No 46 No
## 4730 6522-OIQSX Female 0 Yes Yes 69 No
## 4731 7813-ZGGAW Male 1 No No 31 Yes
## 4732 8748-HFWBO Male 0 Yes Yes 19 Yes
## 4733 1052-QJIBV Female 0 Yes Yes 71 Yes
## 4734 1319-YLZJG Male 0 Yes No 12 Yes
## 4735 4106-HADHQ Male 0 Yes Yes 39 Yes
## 4736 0723-FDLAY Male 0 No No 44 Yes
## 4737 3050-RLLXC Female 0 Yes Yes 56 Yes
## 4738 9298-WGMRW Female 0 Yes No 72 Yes
## 4739 2369-UAPKZ Male 0 No No 5 Yes
## 4740 3088-LHEFH Female 0 No No 11 Yes
## 4741 2778-OCLGR Male 1 Yes No 24 No
## 4742 6583-KQJLK Female 1 Yes No 15 Yes
## 4743 8544-JNBOX Male 0 No No 72 Yes
## 4744 6681-ZSEXG Male 0 Yes No 56 Yes
## 4745 6139-ZZRBQ Male 1 No No 64 Yes
## 4746 6116-RFVHN Female 0 Yes No 34 Yes
## 4747 0637-KVDLV Male 0 No No 2 Yes
## 4748 8884-FEEWR Male 0 No No 35 Yes
## 4749 3125-RAHBV Male 0 No No 22 Yes
## 4750 6633-MPWBS Male 0 No No 5 Yes
## 4751 0373-AIVNJ Male 0 No No 9 No
## 4752 8785-EPNCG Male 0 No No 11 Yes
## 4753 1682-VCOIO Male 0 No No 23 Yes
## 4754 5729-KLZAR Female 0 Yes Yes 4 Yes
## 4755 2072-ZVJJX Male 0 Yes No 68 Yes
## 4756 8849-AYPTR Male 0 Yes No 33 Yes
## 4757 9518-IMLHK Male 0 No No 31 Yes
## 4758 1582-RAFML Male 0 No No 1 Yes
## 4759 3646-ITDGM Female 0 No No 56 Yes
## 4760 8740-CRYFY Male 0 No No 1 Yes
## 4761 3569-VLDHH Male 0 Yes Yes 66 Yes
## MultipleLines InternetService OnlineSecurity OnlineBackup
## 1 No phone service DSL No Yes
## 2 No DSL Yes No
## 3 No DSL Yes Yes
## 4 No phone service DSL Yes No
## 5 No Fiber optic No No
## 6 Yes Fiber optic No No
## 7 Yes Fiber optic No Yes
## 8 No phone service DSL Yes No
## 9 Yes Fiber optic No No
## 10 No DSL Yes Yes
## 11 No DSL Yes No
## 12 No No No internet service No internet service
## 13 Yes Fiber optic No No
## 14 Yes Fiber optic No Yes
## 15 No Fiber optic Yes No
## 16 Yes Fiber optic Yes Yes
## 17 No No No internet service No internet service
## 18 Yes Fiber optic Yes No
## 19 No DSL No No
## 20 No Fiber optic No Yes
## 21 No phone service DSL No No
## 22 No No No internet service No internet service
## 23 No No No internet service No internet service
## 24 Yes DSL No Yes
## 25 No DSL Yes Yes
## 26 No DSL Yes Yes
## 27 Yes Fiber optic No Yes
## 28 No phone service DSL No Yes
## 29 Yes DSL Yes Yes
## 30 No DSL No No
## 31 Yes Fiber optic Yes Yes
## 32 No Fiber optic No No
## 33 No DSL Yes Yes
## 34 No No No internet service No internet service
## 35 No DSL No No
## 36 Yes Fiber optic Yes Yes
## 37 No Fiber optic No No
## 38 No Fiber optic No No
## 39 Yes Fiber optic No Yes
## 40 Yes Fiber optic No No
## 41 No DSL No Yes
## 42 Yes DSL Yes Yes
## 43 No No No internet service No internet service
## 44 Yes DSL Yes Yes
## 45 Yes DSL Yes Yes
## 46 Yes Fiber optic No No
## 47 No DSL No Yes
## 48 No Fiber optic No No
## 49 Yes DSL Yes No
## 50 Yes DSL Yes No
## 51 Yes Fiber optic No Yes
## 52 No Fiber optic Yes Yes
## 53 Yes DSL Yes No
## 54 Yes Fiber optic No Yes
## 55 No DSL Yes Yes
## 56 Yes Fiber optic No No
## 57 Yes Fiber optic Yes No
## 58 Yes Fiber optic No Yes
## 59 Yes No No internet service No internet service
## 60 Yes Fiber optic No No
## 61 Yes Fiber optic No No
## 62 Yes Fiber optic No Yes
## 63 No phone service DSL Yes Yes
## 64 No DSL No No
## 65 Yes Fiber optic No No
## 66 No DSL No Yes
## 67 Yes Fiber optic No Yes
## 68 No DSL No Yes
## 69 No No No internet service No internet service
## 70 No Fiber optic Yes No
## 71 No DSL No No
## 72 No No No internet service No internet service
## 73 Yes Fiber optic Yes No
## 74 Yes No No internet service No internet service
## 75 No DSL Yes No
## 76 Yes Fiber optic Yes Yes
## 77 No DSL No No
## 78 No DSL Yes Yes
## 79 No DSL Yes Yes
## 80 Yes No No internet service No internet service
## 81 No Fiber optic No No
## 82 No phone service DSL Yes No
## 83 No Fiber optic No No
## 84 No Fiber optic No Yes
## 85 No No No internet service No internet service
## 86 Yes Fiber optic No Yes
## 87 No DSL Yes No
## 88 No No No internet service No internet service
## 89 No No No internet service No internet service
## 90 No phone service DSL No No
## 91 No Fiber optic No Yes
## 92 No Fiber optic No No
## 93 Yes DSL Yes No
## 94 Yes Fiber optic Yes Yes
## 95 Yes Fiber optic No Yes
## 96 Yes Fiber optic Yes No
## 97 Yes DSL Yes Yes
## 98 No No No internet service No internet service
## 99 No No No internet service No internet service
## 100 No Fiber optic No Yes
## 101 No No No internet service No internet service
## 102 No No No internet service No internet service
## 103 Yes Fiber optic No No
## 104 No phone service DSL No Yes
## 105 Yes Fiber optic No Yes
## 106 No phone service DSL No No
## 107 Yes Fiber optic Yes Yes
## 108 No phone service DSL Yes No
## 109 Yes Fiber optic No No
## 110 No No No internet service No internet service
## 111 Yes Fiber optic Yes Yes
## 112 No DSL Yes No
## 113 No Fiber optic No Yes
## 114 Yes Fiber optic No No
## 115 No phone service DSL No Yes
## 116 No Fiber optic Yes Yes
## 117 No phone service DSL Yes No
## 118 Yes Fiber optic Yes No
## 119 No No No internet service No internet service
## 120 Yes Fiber optic No Yes
## 121 Yes Fiber optic No No
## 122 No No No internet service No internet service
## 123 Yes Fiber optic No No
## 124 No DSL Yes No
## 125 No No No internet service No internet service
## 126 No Fiber optic Yes No
## 127 Yes Fiber optic No No
## 128 Yes No No internet service No internet service
## 129 No No No internet service No internet service
## 130 No phone service DSL Yes Yes
## 131 Yes Fiber optic No No
## 132 No phone service DSL Yes Yes
## 133 No DSL No No
## 134 No phone service DSL No No
## 135 No DSL No No
## 136 Yes No No internet service No internet service
## 137 No Fiber optic Yes No
## 138 No No No internet service No internet service
## 139 No No No internet service No internet service
## 140 No Fiber optic No No
## 141 Yes DSL Yes Yes
## 142 Yes DSL Yes No
## 143 Yes Fiber optic No Yes
## 144 Yes Fiber optic Yes Yes
## 145 Yes No No internet service No internet service
## 146 Yes Fiber optic Yes Yes
## 147 No No No internet service No internet service
## 148 No DSL No No
## 149 No DSL No Yes
## 150 No DSL No Yes
## 151 No DSL No No
## 152 Yes Fiber optic No No
## 153 Yes Fiber optic Yes Yes
## 154 No DSL Yes Yes
## 155 No No No internet service No internet service
## 156 No Fiber optic No No
## 157 Yes Fiber optic No No
## 158 No No No internet service No internet service
## 159 No DSL Yes No
## 160 Yes No No internet service No internet service
## 161 No DSL Yes Yes
## 162 Yes Fiber optic Yes No
## 163 No Fiber optic No No
## 164 Yes DSL No Yes
## 165 No No No internet service No internet service
## 166 No No No internet service No internet service
## 167 No Fiber optic No No
## 168 Yes DSL Yes Yes
## 169 No phone service DSL No Yes
## 170 No No No internet service No internet service
## 171 No Fiber optic Yes No
## 172 Yes Fiber optic No No
## 173 No DSL No Yes
## 174 No Fiber optic No No
## 175 No No No internet service No internet service
## 176 Yes No No internet service No internet service
## 177 Yes Fiber optic No No
## 178 No Fiber optic Yes No
## 179 Yes Fiber optic No Yes
## 180 No No No internet service No internet service
## 181 No phone service DSL No Yes
## 182 No DSL No No
## 183 Yes Fiber optic No No
## 184 No DSL Yes No
## 185 No Fiber optic No Yes
## 186 No phone service DSL No No
## 187 No DSL No Yes
## 188 No phone service DSL No No
## 189 No No No internet service No internet service
## 190 Yes DSL No Yes
## 191 Yes DSL Yes No
## 192 No Fiber optic No Yes
## 193 No No No internet service No internet service
## 194 Yes Fiber optic Yes Yes
## 195 No No No internet service No internet service
## 196 No Fiber optic Yes Yes
## 197 Yes No No internet service No internet service
## 198 Yes Fiber optic No Yes
## 199 Yes Fiber optic No Yes
## 200 No No No internet service No internet service
## 201 No Fiber optic Yes No
## 202 No Fiber optic No Yes
## 203 Yes Fiber optic Yes No
## 204 No Fiber optic No No
## 205 No Fiber optic No No
## 206 No Fiber optic No Yes
## 207 No phone service DSL Yes Yes
## 208 No Fiber optic No No
## 209 No Fiber optic Yes No
## 210 No Fiber optic No Yes
## 211 No DSL No No
## 212 No phone service DSL No No
## 213 No No No internet service No internet service
## 214 No No No internet service No internet service
## 215 Yes Fiber optic No No
## 216 No phone service DSL Yes Yes
## 217 No phone service DSL Yes Yes
## 218 No phone service DSL Yes Yes
## 219 Yes DSL No Yes
## 220 No Fiber optic No No
## 221 No Fiber optic No No
## 222 Yes No No internet service No internet service
## 223 No No No internet service No internet service
## 224 No DSL No No
## 225 No No No internet service No internet service
## 226 No phone service DSL Yes No
## 227 No DSL Yes No
## 228 No DSL No No
## 229 Yes Fiber optic No No
## 230 Yes DSL Yes Yes
## 231 Yes Fiber optic Yes Yes
## 232 No Fiber optic Yes Yes
## 233 No Fiber optic Yes No
## 234 No No No internet service No internet service
## 235 Yes No No internet service No internet service
## 236 Yes DSL No Yes
## 237 No phone service DSL No No
## 238 Yes Fiber optic No No
## 239 No Fiber optic No Yes
## 240 No No No internet service No internet service
## 241 Yes DSL No Yes
## 242 Yes Fiber optic No Yes
## 243 No DSL Yes No
## 244 No Fiber optic Yes Yes
## 245 No DSL No Yes
## 246 No Fiber optic Yes No
## 247 Yes DSL No No
## 248 No Fiber optic No Yes
## 249 No DSL Yes No
## 250 Yes Fiber optic Yes Yes
## 251 No Fiber optic Yes Yes
## 252 No Fiber optic No No
## 253 No phone service DSL No Yes
## 254 Yes DSL No Yes
## 255 No No No internet service No internet service
## 256 No phone service DSL No Yes
## 257 Yes Fiber optic Yes Yes
## 258 Yes Fiber optic Yes Yes
## 259 No DSL No No
## 260 No phone service DSL Yes No
## 261 No phone service DSL No No
## 262 Yes Fiber optic No Yes
## 263 Yes Fiber optic No Yes
## 264 No phone service DSL Yes Yes
## 265 Yes Fiber optic Yes Yes
## 266 Yes DSL Yes Yes
## 267 Yes No No internet service No internet service
## 268 No Fiber optic Yes Yes
## 269 No No No internet service No internet service
## 270 Yes No No internet service No internet service
## 271 No Fiber optic No No
## 272 No DSL Yes Yes
## 273 No phone service DSL No No
## 274 Yes Fiber optic No Yes
## 275 No Fiber optic No No
## 276 Yes Fiber optic No Yes
## 277 Yes Fiber optic No Yes
## 278 No DSL Yes Yes
## 279 No phone service DSL No No
## 280 No DSL No Yes
## 281 No DSL Yes Yes
## 282 No DSL No Yes
## 283 Yes No No internet service No internet service
## 284 Yes DSL Yes No
## 285 No Fiber optic No No
## 286 Yes Fiber optic No No
## 287 No DSL No No
## 288 No Fiber optic No No
## 289 No Fiber optic No Yes
## 290 No DSL No No
## 291 Yes Fiber optic No No
## 292 No DSL Yes Yes
## 293 No Fiber optic No Yes
## 294 No Fiber optic No No
## 295 No No No internet service No internet service
## 296 No No No internet service No internet service
## 297 No Fiber optic No No
## 298 Yes Fiber optic No No
## 299 Yes DSL No No
## 300 No Fiber optic Yes No
## 301 No DSL No No
## 302 Yes Fiber optic No No
## 303 No Fiber optic No No
## 304 No phone service DSL No Yes
## 305 Yes Fiber optic No Yes
## 306 Yes No No internet service No internet service
## 307 Yes Fiber optic No No
## 308 No DSL No No
## 309 Yes Fiber optic No Yes
## 310 Yes DSL Yes No
## 311 No No No internet service No internet service
## 312 No Fiber optic Yes No
## 313 Yes Fiber optic Yes Yes
## 314 No Fiber optic No No
## 315 No Fiber optic No No
## 316 Yes Fiber optic Yes Yes
## 317 No No No internet service No internet service
## 318 No DSL Yes Yes
## 319 No Fiber optic No No
## 320 Yes Fiber optic No No
## 321 Yes DSL Yes Yes
## 322 No phone service DSL No Yes
## 323 No DSL No No
## 324 No DSL Yes No
## 325 No phone service DSL Yes Yes
## 326 Yes Fiber optic No Yes
## 327 No Fiber optic No No
## 328 No Fiber optic No No
## 329 No phone service DSL No No
## 330 Yes Fiber optic No No
## 331 No No No internet service No internet service
## 332 No No No internet service No internet service
## 333 Yes Fiber optic No Yes
## 334 Yes Fiber optic No No
## 335 Yes Fiber optic No No
## 336 Yes DSL No Yes
## 337 Yes Fiber optic No Yes
## 338 Yes DSL Yes Yes
## 339 No Fiber optic No Yes
## 340 Yes Fiber optic No Yes
## 341 No DSL No Yes
## 342 Yes DSL Yes Yes
## 343 Yes DSL Yes Yes
## 344 No No No internet service No internet service
## 345 No No No internet service No internet service
## 346 Yes Fiber optic No No
## 347 No Fiber optic No No
## 348 No No No internet service No internet service
## 349 No phone service DSL No No
## 350 No Fiber optic Yes Yes
## 351 Yes DSL Yes No
## 352 No DSL No No
## 353 No Fiber optic No No
## 354 Yes Fiber optic No Yes
## 355 No phone service DSL Yes No
## 356 No Fiber optic No No
## 357 Yes DSL Yes No
## 358 Yes Fiber optic No Yes
## 359 No phone service DSL Yes No
## 360 Yes Fiber optic Yes No
## 361 No No No internet service No internet service
## 362 No Fiber optic No Yes
## 363 No DSL No No
## 364 No No No internet service No internet service
## 365 No Fiber optic No No
## 366 No Fiber optic No No
## 367 No DSL Yes No
## 368 No No No internet service No internet service
## 369 Yes Fiber optic No No
## 370 Yes Fiber optic Yes Yes
## 371 No No No internet service No internet service
## 372 Yes Fiber optic No No
## 373 No phone service DSL Yes No
## 374 Yes Fiber optic No Yes
## 375 No Fiber optic No Yes
## 376 Yes DSL No Yes
## 377 No phone service DSL No No
## 378 Yes Fiber optic No No
## 379 Yes DSL Yes Yes
## 380 Yes Fiber optic No No
## 381 No Fiber optic No Yes
## 382 No DSL No Yes
## 383 No phone service DSL Yes Yes
## 384 Yes Fiber optic No Yes
## 385 Yes Fiber optic No Yes
## 386 No No No internet service No internet service
## 387 Yes Fiber optic No Yes
## 388 No phone service DSL Yes Yes
## 389 Yes Fiber optic No No
## 390 No DSL No No
## 391 Yes Fiber optic No No
## 392 Yes DSL No Yes
## 393 No DSL No No
## 394 No No No internet service No internet service
## 395 Yes Fiber optic No No
## 396 Yes DSL Yes Yes
## 397 Yes Fiber optic Yes No
## 398 No Fiber optic No Yes
## 399 No phone service DSL No No
## 400 No No No internet service No internet service
## 401 No No No internet service No internet service
## 402 No No No internet service No internet service
## 403 Yes Fiber optic No No
## 404 No DSL Yes No
## 405 No No No internet service No internet service
## 406 No No No internet service No internet service
## 407 Yes Fiber optic Yes No
## 408 No Fiber optic No Yes
## 409 No No No internet service No internet service
## 410 No No No internet service No internet service
## 411 Yes Fiber optic No Yes
## 412 Yes No No internet service No internet service
## 413 Yes Fiber optic No No
## 414 Yes Fiber optic No Yes
## 415 No Fiber optic No No
## 416 No Fiber optic No Yes
## 417 Yes Fiber optic No Yes
## 418 Yes No No internet service No internet service
## 419 No Fiber optic No Yes
## 420 No Fiber optic No No
## 421 Yes No No internet service No internet service
## 422 No Fiber optic No No
## 423 Yes Fiber optic No Yes
## 424 Yes No No internet service No internet service
## 425 No phone service DSL Yes Yes
## 426 Yes DSL No No
## 427 Yes Fiber optic No Yes
## 428 Yes Fiber optic No No
## 429 Yes Fiber optic No No
## 430 Yes DSL Yes No
## 431 No No No internet service No internet service
## 432 No phone service DSL Yes Yes
## 433 No DSL Yes No
## 434 No DSL No No
## 435 No No No internet service No internet service
## 436 No phone service DSL No No
## 437 No No No internet service No internet service
## 438 Yes Fiber optic Yes Yes
## 439 Yes Fiber optic No No
## 440 No DSL No No
## 441 Yes Fiber optic Yes No
## 442 Yes Fiber optic Yes No
## 443 Yes Fiber optic Yes Yes
## 444 Yes DSL Yes No
## 445 No Fiber optic No No
## 446 Yes Fiber optic No Yes
## 447 No Fiber optic No No
## 448 Yes No No internet service No internet service
## 449 No Fiber optic No No
## 450 No Fiber optic Yes Yes
## 451 Yes No No internet service No internet service
## 452 No DSL Yes No
## 453 No phone service DSL No Yes
## 454 No Fiber optic No No
## 455 Yes No No internet service No internet service
## 456 Yes Fiber optic No Yes
## 457 No Fiber optic No Yes
## 458 No DSL No Yes
## 459 No No No internet service No internet service
## 460 Yes Fiber optic No No
## 461 No No No internet service No internet service
## 462 No DSL No Yes
## 463 Yes Fiber optic No No
## 464 Yes Fiber optic No Yes
## 465 Yes Fiber optic Yes Yes
## 466 No phone service DSL No No
## 467 Yes Fiber optic No No
## 468 Yes Fiber optic No Yes
## 469 No No No internet service No internet service
## 470 No DSL No No
## 471 No No No internet service No internet service
## 472 No DSL No No
## 473 No DSL No No
## 474 No DSL Yes No
## 475 No Fiber optic No Yes
## 476 Yes Fiber optic No Yes
## 477 No DSL No Yes
## 478 No DSL Yes Yes
## 479 No Fiber optic No No
## 480 No Fiber optic No No
## 481 No No No internet service No internet service
## 482 No phone service DSL Yes No
## 483 No Fiber optic No No
## 484 Yes Fiber optic No Yes
## 485 No Fiber optic No Yes
## 486 Yes Fiber optic No No
## 487 Yes Fiber optic No Yes
## 488 Yes DSL No Yes
## 489 No phone service DSL Yes No
## 490 Yes Fiber optic No No
## 491 Yes Fiber optic No Yes
## 492 No DSL No Yes
## 493 No Fiber optic Yes No
## 494 Yes DSL No Yes
## 495 No No No internet service No internet service
## 496 No phone service DSL No Yes
## 497 No DSL Yes Yes
## 498 No No No internet service No internet service
## 499 No phone service DSL No Yes
## 500 Yes Fiber optic Yes Yes
## 501 Yes Fiber optic Yes Yes
## 502 Yes Fiber optic Yes No
## 503 Yes DSL Yes No
## 504 No Fiber optic Yes No
## 505 Yes DSL Yes Yes
## 506 Yes Fiber optic No Yes
## 507 Yes Fiber optic No No
## 508 No Fiber optic No No
## 509 Yes Fiber optic No No
## 510 No No No internet service No internet service
## 511 No Fiber optic Yes No
## 512 Yes Fiber optic Yes No
## 513 Yes Fiber optic No No
## 514 Yes Fiber optic No Yes
## 515 Yes Fiber optic Yes Yes
## 516 Yes Fiber optic No No
## 517 No DSL Yes No
## 518 No Fiber optic No No
## 519 No Fiber optic Yes No
## 520 No No No internet service No internet service
## 521 Yes Fiber optic No Yes
## 522 Yes DSL No No
## 523 Yes Fiber optic No No
## 524 Yes Fiber optic No No
## 525 Yes Fiber optic No No
## 526 No Fiber optic Yes No
## 527 Yes Fiber optic Yes Yes
## 528 Yes Fiber optic No Yes
## 529 No No No internet service No internet service
## 530 Yes Fiber optic No Yes
## 531 No No No internet service No internet service
## 532 No No No internet service No internet service
## 533 No Fiber optic No No
## 534 Yes Fiber optic No No
## 535 Yes Fiber optic No No
## 536 Yes Fiber optic No No
## 537 Yes Fiber optic No Yes
## 538 No DSL Yes Yes
## 539 No Fiber optic No Yes
## 540 No DSL No Yes
## 541 Yes Fiber optic Yes Yes
## 542 Yes DSL No No
## 543 No No No internet service No internet service
## 544 Yes Fiber optic No No
## 545 No phone service DSL Yes No
## 546 No Fiber optic No No
## 547 No Fiber optic No Yes
## 548 Yes Fiber optic No Yes
## 549 Yes Fiber optic Yes Yes
## 550 No No No internet service No internet service
## 551 Yes Fiber optic Yes Yes
## 552 Yes Fiber optic Yes Yes
## 553 No No No internet service No internet service
## 554 Yes No No internet service No internet service
## 555 Yes Fiber optic No Yes
## 556 Yes DSL Yes No
## 557 No No No internet service No internet service
## 558 No DSL Yes Yes
## 559 No Fiber optic No No
## 560 No DSL No No
## 561 Yes Fiber optic No Yes
## 562 Yes No No internet service No internet service
## 563 No DSL Yes No
## 564 Yes Fiber optic No No
## 565 No DSL No No
## 566 No DSL Yes No
## 567 No Fiber optic Yes No
## 568 Yes DSL Yes Yes
## 569 Yes Fiber optic No No
## 570 No phone service DSL No Yes
## 571 No No No internet service No internet service
## 572 Yes DSL No Yes
## 573 No DSL No No
## 574 Yes Fiber optic No Yes
## 575 Yes Fiber optic No Yes
## 576 No DSL Yes Yes
## 577 Yes Fiber optic Yes No
## 578 No Fiber optic No No
## 579 Yes Fiber optic Yes Yes
## 580 No No No internet service No internet service
## 581 No No No internet service No internet service
## 582 No Fiber optic Yes No
## 583 Yes Fiber optic No No
## 584 No No No internet service No internet service
## 585 No No No internet service No internet service
## 586 Yes Fiber optic No No
## 587 No DSL Yes Yes
## 588 No No No internet service No internet service
## 589 Yes Fiber optic Yes Yes
## 590 Yes DSL Yes Yes
## 591 Yes Fiber optic Yes No
## 592 Yes No No internet service No internet service
## 593 Yes DSL Yes Yes
## 594 No Fiber optic Yes Yes
## 595 No DSL No No
## 596 Yes DSL Yes No
## 597 No phone service DSL Yes Yes
## 598 Yes DSL No No
## 599 Yes Fiber optic No Yes
## 600 No No No internet service No internet service
## 601 No Fiber optic No No
## 602 No No No internet service No internet service
## 603 Yes Fiber optic No No
## 604 Yes Fiber optic No Yes
## 605 Yes Fiber optic Yes No
## 606 Yes DSL Yes No
## 607 No DSL Yes No
## 608 No DSL No No
## 609 Yes Fiber optic Yes Yes
## 610 Yes Fiber optic Yes No
## 611 No phone service DSL No Yes
## 612 No DSL Yes Yes
## 613 No No No internet service No internet service
## 614 Yes Fiber optic Yes Yes
## 615 Yes DSL No No
## 616 Yes DSL No No
## 617 No phone service DSL No No
## 618 Yes Fiber optic No No
## 619 Yes Fiber optic Yes Yes
## 620 Yes Fiber optic No Yes
## 621 No phone service DSL No No
## 622 Yes Fiber optic Yes Yes
## 623 No Fiber optic No No
## 624 No No No internet service No internet service
## 625 No No No internet service No internet service
## 626 No Fiber optic No No
## 627 Yes Fiber optic No Yes
## 628 Yes Fiber optic No Yes
## 629 Yes Fiber optic No Yes
## 630 Yes Fiber optic No Yes
## 631 Yes Fiber optic No Yes
## 632 Yes DSL Yes No
## 633 Yes DSL Yes Yes
## 634 No No No internet service No internet service
## 635 No phone service DSL Yes No
## 636 Yes Fiber optic No Yes
## 637 No Fiber optic No No
## 638 Yes DSL Yes Yes
## 639 Yes Fiber optic Yes No
## 640 Yes Fiber optic No No
## 641 Yes No No internet service No internet service
## 642 No DSL No No
## 643 No Fiber optic No No
## 644 No Fiber optic No Yes
## 645 Yes No No internet service No internet service
## 646 Yes Fiber optic No No
## 647 No DSL No No
## 648 Yes DSL No No
## 649 Yes Fiber optic No Yes
## 650 No Fiber optic No No
## 651 No Fiber optic No No
## 652 No Fiber optic No No
## 653 No No No internet service No internet service
## 654 Yes No No internet service No internet service
## 655 No No No internet service No internet service
## 656 No Fiber optic No No
## 657 Yes DSL Yes Yes
## 658 No DSL Yes Yes
## 659 No No No internet service No internet service
## 660 No No No internet service No internet service
## 661 No phone service DSL No No
## 662 No DSL No No
## 663 No No No internet service No internet service
## 664 Yes DSL Yes Yes
## 665 No No No internet service No internet service
## 666 No Fiber optic No No
## 667 No Fiber optic No No
## 668 No phone service DSL No No
## 669 No DSL No No
## 670 No phone service DSL No Yes
## 671 No No No internet service No internet service
## 672 Yes No No internet service No internet service
## 673 Yes Fiber optic No No
## 674 Yes No No internet service No internet service
## 675 No phone service DSL No Yes
## 676 Yes Fiber optic Yes No
## 677 Yes No No internet service No internet service
## 678 No phone service DSL No No
## 679 Yes Fiber optic No Yes
## 680 Yes Fiber optic No Yes
## 681 No Fiber optic No No
## 682 No DSL No No
## 683 No DSL Yes No
## 684 Yes Fiber optic No No
## 685 No Fiber optic No No
## 686 No DSL No No
## 687 Yes No No internet service No internet service
## 688 No DSL Yes No
## 689 No phone service DSL No Yes
## 690 Yes Fiber optic No No
## 691 No No No internet service No internet service
## 692 Yes DSL Yes Yes
## 693 No No No internet service No internet service
## 694 Yes Fiber optic No No
## 695 No No No internet service No internet service
## 696 No No No internet service No internet service
## 697 Yes DSL No Yes
## 698 No DSL No No
## 699 No Fiber optic No Yes
## 700 Yes DSL Yes No
## 701 Yes DSL No No
## 702 Yes Fiber optic No No
## 703 Yes Fiber optic No No
## 704 No No No internet service No internet service
## 705 No DSL No Yes
## 706 No Fiber optic Yes Yes
## 707 No DSL Yes Yes
## 708 Yes Fiber optic No Yes
## 709 No Fiber optic No No
## 710 Yes DSL No Yes
## 711 No No No internet service No internet service
## 712 No Fiber optic No No
## 713 Yes No No internet service No internet service
## 714 Yes Fiber optic Yes No
## 715 Yes No No internet service No internet service
## 716 Yes Fiber optic Yes No
## 717 No phone service DSL No Yes
## 718 Yes Fiber optic No No
## 719 No phone service DSL No No
## 720 Yes Fiber optic No No
## 721 No No No internet service No internet service
## 722 No No No internet service No internet service
## 723 Yes Fiber optic No No
## 724 No DSL No No
## 725 Yes Fiber optic No No
## 726 No No No internet service No internet service
## 727 Yes No No internet service No internet service
## 728 No Fiber optic No No
## 729 Yes Fiber optic Yes Yes
## 730 Yes DSL No Yes
## 731 Yes Fiber optic No No
## 732 No No No internet service No internet service
## 733 No Fiber optic No Yes
## 734 Yes Fiber optic Yes No
## 735 Yes Fiber optic No No
## 736 No phone service DSL No No
## 737 Yes Fiber optic No Yes
## 738 No Fiber optic Yes Yes
## 739 Yes Fiber optic No Yes
## 740 Yes DSL Yes Yes
## 741 Yes DSL Yes No
## 742 No Fiber optic Yes No
## 743 Yes Fiber optic Yes No
## 744 Yes No No internet service No internet service
## 745 No DSL No No
## 746 Yes Fiber optic No Yes
## 747 Yes Fiber optic Yes Yes
## 748 No Fiber optic No No
## 749 No No No internet service No internet service
## 750 No Fiber optic No No
## 751 No DSL Yes Yes
## 752 No DSL Yes Yes
## 753 No DSL Yes No
## 754 No No No internet service No internet service
## 755 No Fiber optic Yes Yes
## 756 Yes Fiber optic No No
## 757 No No No internet service No internet service
## 758 No No No internet service No internet service
## 759 No Fiber optic No Yes
## 760 Yes Fiber optic Yes Yes
## 761 No No No internet service No internet service
## 762 No Fiber optic No No
## 763 No Fiber optic No No
## 764 Yes DSL Yes No
## 765 No No No internet service No internet service
## 766 No phone service DSL No No
## 767 Yes Fiber optic No Yes
## 768 No No No internet service No internet service
## 769 No Fiber optic No No
## 770 No DSL Yes Yes
## 771 No No No internet service No internet service
## 772 Yes Fiber optic No No
## 773 No No No internet service No internet service
## 774 No Fiber optic Yes No
## 775 No Fiber optic No No
## 776 Yes Fiber optic Yes Yes
## 777 No phone service DSL No Yes
## 778 Yes Fiber optic No Yes
## 779 Yes Fiber optic Yes Yes
## 780 No DSL No No
## 781 No DSL No Yes
## 782 No DSL No No
## 783 No DSL Yes Yes
## 784 No DSL No No
## 785 No phone service DSL Yes Yes
## 786 Yes Fiber optic Yes Yes
## 787 Yes DSL Yes No
## 788 Yes DSL Yes No
## 789 Yes DSL Yes Yes
## 790 Yes DSL Yes Yes
## 791 No phone service DSL Yes No
## 792 Yes DSL Yes Yes
## 793 No No No internet service No internet service
## 794 No DSL Yes No
## 795 No phone service DSL No No
## 796 No DSL No Yes
## 797 Yes Fiber optic No No
## 798 Yes No No internet service No internet service
## 799 No No No internet service No internet service
## 800 Yes Fiber optic No No
## 801 Yes Fiber optic No No
## 802 Yes Fiber optic No No
## 803 Yes No No internet service No internet service
## 804 No DSL No Yes
## 805 No Fiber optic No Yes
## 806 Yes DSL No No
## 807 No DSL No No
## 808 Yes Fiber optic Yes No
## 809 Yes Fiber optic No Yes
## 810 No Fiber optic No No
## 811 Yes Fiber optic No Yes
## 812 Yes Fiber optic Yes No
## 813 Yes No No internet service No internet service
## 814 No phone service DSL Yes No
## 815 No No No internet service No internet service
## 816 Yes Fiber optic No No
## 817 No Fiber optic No No
## 818 No Fiber optic No Yes
## 819 Yes Fiber optic No Yes
## 820 Yes Fiber optic Yes Yes
## 821 Yes Fiber optic No No
## 822 No DSL Yes No
## 823 Yes Fiber optic No Yes
## 824 No DSL No No
## 825 Yes No No internet service No internet service
## 826 No Fiber optic No Yes
## 827 Yes Fiber optic No No
## 828 Yes No No internet service No internet service
## 829 No Fiber optic No Yes
## 830 No phone service DSL No No
## 831 Yes Fiber optic Yes Yes
## 832 Yes No No internet service No internet service
## 833 No DSL Yes Yes
## 834 Yes Fiber optic No Yes
## 835 No Fiber optic No No
## 836 Yes Fiber optic Yes Yes
## 837 No DSL Yes No
## 838 No DSL No No
## 839 No DSL Yes No
## 840 No No No internet service No internet service
## 841 Yes Fiber optic No No
## 842 Yes Fiber optic Yes No
## 843 No No No internet service No internet service
## 844 No phone service DSL Yes No
## 845 No Fiber optic No No
## 846 No No No internet service No internet service
## 847 No DSL Yes Yes
## 848 No phone service DSL Yes No
## 849 Yes DSL Yes Yes
## 850 Yes DSL Yes Yes
## 851 Yes Fiber optic Yes Yes
## 852 Yes DSL Yes Yes
## 853 Yes No No internet service No internet service
## 854 No DSL Yes No
## 855 No No No internet service No internet service
## 856 Yes Fiber optic No No
## 857 Yes DSL Yes Yes
## 858 No DSL No Yes
## 859 Yes Fiber optic Yes Yes
## 860 No phone service DSL Yes Yes
## 861 No No No internet service No internet service
## 862 Yes Fiber optic Yes No
## 863 No Fiber optic No Yes
## 864 No Fiber optic No Yes
## 865 Yes Fiber optic No No
## 866 No Fiber optic No No
## 867 No phone service DSL No No
## 868 No No No internet service No internet service
## 869 Yes Fiber optic No No
## 870 Yes No No internet service No internet service
## 871 Yes Fiber optic Yes No
## 872 No Fiber optic No Yes
## 873 No No No internet service No internet service
## 874 No phone service DSL No Yes
## 875 Yes Fiber optic No No
## 876 No phone service DSL No No
## 877 No Fiber optic Yes No
## 878 No phone service DSL Yes No
## 879 Yes DSL Yes No
## 880 Yes DSL No Yes
## 881 No Fiber optic Yes Yes
## 882 No No No internet service No internet service
## 883 No Fiber optic No No
## 884 Yes Fiber optic Yes No
## 885 No phone service DSL Yes No
## 886 No No No internet service No internet service
## 887 No Fiber optic No No
## 888 Yes Fiber optic Yes Yes
## 889 No Fiber optic No No
## 890 Yes Fiber optic Yes Yes
## 891 Yes Fiber optic Yes No
## 892 Yes Fiber optic No Yes
## 893 Yes Fiber optic No No
## 894 No phone service DSL No No
## 895 Yes Fiber optic No No
## 896 Yes Fiber optic Yes Yes
## 897 Yes Fiber optic Yes Yes
## 898 Yes Fiber optic No Yes
## 899 No Fiber optic Yes No
## 900 Yes Fiber optic Yes Yes
## 901 No No No internet service No internet service
## 902 Yes Fiber optic No No
## 903 No Fiber optic Yes No
## 904 No Fiber optic Yes Yes
## 905 No DSL Yes Yes
## 906 Yes Fiber optic No No
## 907 No DSL No No
## 908 No DSL No Yes
## 909 No No No internet service No internet service
## 910 Yes Fiber optic No Yes
## 911 No Fiber optic No Yes
## 912 Yes Fiber optic No Yes
## 913 Yes Fiber optic Yes No
## 914 No No No internet service No internet service
## 915 Yes No No internet service No internet service
## 916 Yes Fiber optic No No
## 917 No Fiber optic Yes No
## 918 No phone service DSL Yes Yes
## 919 Yes Fiber optic No No
## 920 No Fiber optic No Yes
## 921 Yes No No internet service No internet service
## 922 No No No internet service No internet service
## 923 Yes Fiber optic No No
## 924 Yes DSL Yes Yes
## 925 No Fiber optic Yes Yes
## 926 No DSL Yes Yes
## 927 Yes Fiber optic No Yes
## 928 No Fiber optic No Yes
## 929 Yes Fiber optic No Yes
## 930 No Fiber optic No No
## 931 No Fiber optic No Yes
## 932 No Fiber optic No Yes
## 933 No No No internet service No internet service
## 934 Yes Fiber optic No No
## 935 No phone service DSL Yes No
## 936 Yes Fiber optic No No
## 937 No DSL Yes Yes
## 938 Yes Fiber optic Yes No
## 939 Yes Fiber optic No Yes
## 940 No No No internet service No internet service
## 941 No No No internet service No internet service
## 942 No phone service DSL No Yes
## 943 No Fiber optic No No
## 944 No phone service DSL Yes Yes
## 945 Yes Fiber optic Yes Yes
## 946 Yes Fiber optic No No
## 947 No No No internet service No internet service
## 948 Yes Fiber optic No No
## 949 Yes Fiber optic No No
## 950 No No No internet service No internet service
## 951 No DSL No No
## 952 No Fiber optic No Yes
## 953 No DSL Yes No
## 954 No DSL Yes No
## 955 Yes Fiber optic No No
## 956 No DSL No No
## 957 Yes No No internet service No internet service
## 958 No DSL Yes No
## 959 Yes DSL Yes Yes
## 960 No Fiber optic No Yes
## 961 No phone service DSL Yes No
## 962 No No No internet service No internet service
## 963 No DSL Yes No
## 964 Yes DSL Yes No
## 965 No DSL No No
## 966 No Fiber optic Yes No
## 967 No No No internet service No internet service
## 968 No No No internet service No internet service
## 969 No DSL Yes Yes
## 970 Yes Fiber optic No No
## 971 No Fiber optic No No
## 972 Yes Fiber optic Yes Yes
## 973 No DSL No Yes
## 974 No phone service DSL No Yes
## 975 No DSL No Yes
## 976 Yes Fiber optic Yes No
## 977 No Fiber optic No No
## 978 Yes Fiber optic No No
## 979 Yes Fiber optic No Yes
## 980 No DSL Yes No
## 981 No No No internet service No internet service
## 982 No No No internet service No internet service
## 983 No DSL Yes No
## 984 Yes Fiber optic No No
## 985 Yes No No internet service No internet service
## 986 Yes Fiber optic No Yes
## 987 No DSL No No
## 988 No No No internet service No internet service
## 989 No No No internet service No internet service
## 990 No No No internet service No internet service
## 991 No Fiber optic Yes No
## 992 Yes No No internet service No internet service
## 993 Yes No No internet service No internet service
## 994 Yes No No internet service No internet service
## 995 No No No internet service No internet service
## 996 Yes Fiber optic No Yes
## 997 No Fiber optic No No
## 998 Yes Fiber optic No No
## 999 No No No internet service No internet service
## 1000 No DSL No No
## 1001 No Fiber optic No No
## 1002 Yes Fiber optic No No
## 1003 No Fiber optic No No
## 1004 No No No internet service No internet service
## 1005 No No No internet service No internet service
## 1006 Yes Fiber optic No No
## 1007 Yes Fiber optic No No
## 1008 No Fiber optic No No
## 1009 Yes Fiber optic Yes No
## 1010 No No No internet service No internet service
## 1011 No DSL Yes No
## 1012 No phone service DSL Yes Yes
## 1013 No Fiber optic No No
## 1014 No DSL No Yes
## 1015 No DSL No No
## 1016 No DSL No No
## 1017 Yes DSL Yes Yes
## 1018 Yes No No internet service No internet service
## 1019 No phone service DSL No No
## 1020 No No No internet service No internet service
## 1021 No DSL Yes No
## 1022 No DSL Yes No
## 1023 No Fiber optic No Yes
## 1024 No Fiber optic No No
## 1025 No Fiber optic No No
## 1026 No Fiber optic Yes Yes
## 1027 Yes Fiber optic No No
## 1028 Yes Fiber optic Yes No
## 1029 Yes Fiber optic No No
## 1030 No Fiber optic Yes No
## 1031 No Fiber optic No No
## 1032 Yes DSL No No
## 1033 No Fiber optic No No
## 1034 Yes No No internet service No internet service
## 1035 No DSL Yes No
## 1036 Yes No No internet service No internet service
## 1037 Yes Fiber optic Yes Yes
## 1038 No phone service DSL No No
## 1039 No Fiber optic No No
## 1040 No Fiber optic Yes Yes
## 1041 No Fiber optic No No
## 1042 No No No internet service No internet service
## 1043 No Fiber optic No No
## 1044 No Fiber optic No No
## 1045 No DSL Yes No
## 1046 Yes Fiber optic No No
## 1047 Yes DSL Yes No
## 1048 No DSL No No
## 1049 No No No internet service No internet service
## 1050 No No No internet service No internet service
## 1051 No phone service DSL No No
## 1052 No phone service DSL No No
## 1053 Yes DSL No No
## 1054 No phone service DSL No No
## 1055 Yes Fiber optic No No
## 1056 No No No internet service No internet service
## 1057 No Fiber optic No No
## 1058 No Fiber optic Yes No
## 1059 No Fiber optic No No
## 1060 Yes Fiber optic No No
## 1061 No No No internet service No internet service
## 1062 Yes Fiber optic Yes Yes
## 1063 No DSL No No
## 1064 No DSL Yes No
## 1065 No DSL Yes No
## 1066 Yes Fiber optic Yes No
## 1067 No No No internet service No internet service
## 1068 No Fiber optic Yes No
## 1069 Yes Fiber optic No Yes
## 1070 No DSL Yes No
## 1071 No Fiber optic No No
## 1072 No DSL No Yes
## 1073 No phone service DSL No No
## 1074 Yes Fiber optic No No
## 1075 No No No internet service No internet service
## 1076 Yes Fiber optic No Yes
## 1077 Yes No No internet service No internet service
## 1078 Yes Fiber optic Yes Yes
## 1079 Yes Fiber optic No Yes
## 1080 No Fiber optic No No
## 1081 No No No internet service No internet service
## 1082 Yes Fiber optic No No
## 1083 Yes No No internet service No internet service
## 1084 No Fiber optic No No
## 1085 No No No internet service No internet service
## 1086 No Fiber optic No No
## 1087 No Fiber optic No No
## 1088 Yes Fiber optic Yes No
## 1089 Yes Fiber optic No No
## 1090 Yes Fiber optic No No
## 1091 Yes Fiber optic Yes Yes
## 1092 No DSL No No
## 1093 No DSL Yes Yes
## 1094 Yes Fiber optic Yes No
## 1095 Yes DSL No Yes
## 1096 No Fiber optic No No
## 1097 No DSL Yes No
## 1098 No Fiber optic No No
## 1099 Yes Fiber optic Yes Yes
## 1100 Yes DSL No No
## 1101 Yes No No internet service No internet service
## 1102 No No No internet service No internet service
## 1103 No DSL No Yes
## 1104 Yes Fiber optic No Yes
## 1105 No No No internet service No internet service
## 1106 No Fiber optic No No
## 1107 Yes Fiber optic No Yes
## 1108 Yes No No internet service No internet service
## 1109 Yes No No internet service No internet service
## 1110 No DSL No Yes
## 1111 No phone service DSL Yes Yes
## 1112 No Fiber optic Yes No
## 1113 Yes DSL Yes Yes
## 1114 Yes Fiber optic No No
## 1115 Yes Fiber optic No Yes
## 1116 Yes DSL No No
## 1117 Yes No No internet service No internet service
## 1118 Yes Fiber optic No No
## 1119 Yes Fiber optic Yes Yes
## 1120 No phone service DSL Yes No
## 1121 No Fiber optic No No
## 1122 Yes DSL Yes No
## 1123 No phone service DSL No No
## 1124 No DSL Yes Yes
## 1125 No DSL No Yes
## 1126 Yes Fiber optic No Yes
## 1127 No Fiber optic No No
## 1128 No DSL Yes Yes
## 1129 No No No internet service No internet service
## 1130 Yes Fiber optic No No
## 1131 No No No internet service No internet service
## 1132 Yes DSL Yes No
## 1133 Yes Fiber optic No No
## 1134 No No No internet service No internet service
## 1135 No Fiber optic Yes Yes
## 1136 Yes Fiber optic Yes Yes
## 1137 No No No internet service No internet service
## 1138 No No No internet service No internet service
## 1139 Yes DSL Yes No
## 1140 No No No internet service No internet service
## 1141 Yes DSL Yes Yes
## 1142 No No No internet service No internet service
## 1143 Yes Fiber optic No No
## 1144 Yes DSL No Yes
## 1145 No phone service DSL No No
## 1146 No Fiber optic Yes No
## 1147 No phone service DSL Yes No
## 1148 Yes DSL No No
## 1149 Yes Fiber optic No No
## 1150 No Fiber optic No No
## 1151 No phone service DSL No Yes
## 1152 No No No internet service No internet service
## 1153 No DSL No No
## 1154 No DSL Yes No
## 1155 Yes No No internet service No internet service
## 1156 Yes DSL No Yes
## 1157 No No No internet service No internet service
## 1158 Yes Fiber optic No Yes
## 1159 Yes Fiber optic Yes Yes
## 1160 No Fiber optic No No
## 1161 No Fiber optic Yes No
## 1162 No phone service DSL No Yes
## 1163 No DSL Yes No
## 1164 Yes Fiber optic No Yes
## 1165 Yes DSL Yes Yes
## 1166 No No No internet service No internet service
## 1167 Yes DSL Yes No
## 1168 Yes DSL No No
## 1169 No No No internet service No internet service
## 1170 No phone service DSL No Yes
## 1171 Yes Fiber optic Yes Yes
## 1172 No Fiber optic No Yes
## 1173 Yes Fiber optic No Yes
## 1174 No No No internet service No internet service
## 1175 Yes DSL No Yes
## 1176 Yes Fiber optic Yes No
## 1177 Yes Fiber optic No Yes
## 1178 Yes DSL Yes No
## 1179 No Fiber optic No No
## 1180 Yes Fiber optic No Yes
## 1181 No DSL No No
## 1182 No DSL No No
## 1183 No phone service DSL Yes No
## 1184 No Fiber optic No No
## 1185 No Fiber optic Yes No
## 1186 Yes DSL No No
## 1187 Yes DSL Yes No
## 1188 Yes Fiber optic No No
## 1189 No Fiber optic No No
## 1190 No Fiber optic No No
## 1191 Yes Fiber optic Yes Yes
## 1192 Yes DSL Yes Yes
## 1193 Yes Fiber optic No No
## 1194 No DSL No No
## 1195 No DSL No Yes
## 1196 No DSL No Yes
## 1197 Yes DSL Yes Yes
## 1198 No No No internet service No internet service
## 1199 No No No internet service No internet service
## 1200 Yes Fiber optic Yes No
## 1201 Yes Fiber optic No Yes
## 1202 No DSL No Yes
## 1203 No Fiber optic No Yes
## 1204 Yes No No internet service No internet service
## 1205 No phone service DSL No No
## 1206 Yes Fiber optic No No
## 1207 No Fiber optic No No
## 1208 No DSL No No
## 1209 No Fiber optic No No
## 1210 Yes Fiber optic Yes Yes
## 1211 No Fiber optic No No
## 1212 Yes DSL No No
## 1213 No Fiber optic No No
## 1214 No No No internet service No internet service
## 1215 Yes Fiber optic No No
## 1216 No Fiber optic No No
## 1217 No No No internet service No internet service
## 1218 Yes No No internet service No internet service
## 1219 Yes Fiber optic No Yes
## 1220 Yes DSL No No
## 1221 Yes DSL Yes No
## 1222 No phone service DSL No No
## 1223 No DSL Yes No
## 1224 Yes Fiber optic No No
## 1225 No DSL No No
## 1226 No phone service DSL No No
## 1227 Yes No No internet service No internet service
## 1228 Yes Fiber optic Yes Yes
## 1229 Yes Fiber optic Yes No
## 1230 Yes DSL Yes No
## 1231 Yes Fiber optic No Yes
## 1232 No DSL Yes No
## 1233 No Fiber optic No No
## 1234 Yes No No internet service No internet service
## 1235 No Fiber optic Yes Yes
## 1236 Yes Fiber optic No Yes
## 1237 Yes Fiber optic No No
## 1238 No No No internet service No internet service
## 1239 Yes Fiber optic No No
## 1240 No DSL No Yes
## 1241 No No No internet service No internet service
## 1242 Yes DSL Yes No
## 1243 No phone service DSL Yes No
## 1244 No DSL No No
## 1245 No No No internet service No internet service
## 1246 No Fiber optic No No
## 1247 Yes Fiber optic Yes Yes
## 1248 Yes Fiber optic No Yes
## 1249 Yes Fiber optic No No
## 1250 No DSL No No
## 1251 Yes Fiber optic No No
## 1252 No Fiber optic No Yes
## 1253 No No No internet service No internet service
## 1254 No Fiber optic No No
## 1255 No Fiber optic No No
## 1256 No phone service DSL No No
## 1257 Yes DSL Yes No
## 1258 No phone service DSL No No
## 1259 No No No internet service No internet service
## 1260 No Fiber optic No Yes
## 1261 No DSL No Yes
## 1262 No Fiber optic Yes No
## 1263 No DSL No Yes
## 1264 Yes Fiber optic No Yes
## 1265 No Fiber optic No No
## 1266 No Fiber optic Yes No
## 1267 Yes Fiber optic Yes No
## 1268 Yes DSL No Yes
## 1269 Yes Fiber optic Yes Yes
## 1270 Yes Fiber optic Yes Yes
## 1271 Yes No No internet service No internet service
## 1272 No phone service DSL Yes Yes
## 1273 No No No internet service No internet service
## 1274 Yes Fiber optic Yes Yes
## 1275 Yes Fiber optic Yes No
## 1276 No DSL Yes Yes
## 1277 No Fiber optic Yes Yes
## 1278 No No No internet service No internet service
## 1279 No phone service DSL Yes No
## 1280 No No No internet service No internet service
## 1281 Yes Fiber optic Yes Yes
## 1282 No No No internet service No internet service
## 1283 No DSL No No
## 1284 Yes Fiber optic Yes No
## 1285 No No No internet service No internet service
## 1286 No Fiber optic No No
## 1287 No DSL No No
## 1288 Yes Fiber optic No Yes
## 1289 No No No internet service No internet service
## 1290 Yes DSL Yes Yes
## 1291 Yes DSL Yes Yes
## 1292 No Fiber optic Yes No
## 1293 Yes DSL No Yes
## 1294 Yes Fiber optic No Yes
## 1295 No DSL No No
## 1296 Yes DSL Yes No
## 1297 No Fiber optic No No
## 1298 Yes Fiber optic No No
## 1299 No phone service DSL Yes Yes
## 1300 No DSL No No
## 1301 Yes Fiber optic No Yes
## 1302 No DSL Yes Yes
## 1303 No DSL Yes No
## 1304 No No No internet service No internet service
## 1305 Yes Fiber optic No No
## 1306 No DSL No No
## 1307 Yes Fiber optic Yes Yes
## 1308 No DSL Yes Yes
## 1309 Yes Fiber optic No No
## 1310 Yes Fiber optic No No
## 1311 Yes Fiber optic No No
## 1312 No phone service DSL No Yes
## 1313 Yes DSL Yes No
## 1314 Yes Fiber optic No Yes
## 1315 Yes Fiber optic No Yes
## 1316 No No No internet service No internet service
## 1317 No No No internet service No internet service
## 1318 Yes No No internet service No internet service
## 1319 No DSL Yes No
## 1320 No No No internet service No internet service
## 1321 No Fiber optic Yes Yes
## 1322 No DSL Yes Yes
## 1323 No No No internet service No internet service
## 1324 Yes No No internet service No internet service
## 1325 No No No internet service No internet service
## 1326 No Fiber optic No No
## 1327 No phone service DSL Yes Yes
## 1328 Yes Fiber optic No No
## 1329 No DSL No No
## 1330 No No No internet service No internet service
## 1331 No DSL Yes No
## 1332 No phone service DSL No No
## 1333 Yes No No internet service No internet service
## 1334 No phone service DSL Yes No
## 1335 No phone service DSL No No
## 1336 No DSL No No
## 1337 No Fiber optic No Yes
## 1338 No No No internet service No internet service
## 1339 No No No internet service No internet service
## 1340 Yes Fiber optic No Yes
## 1341 No phone service DSL Yes Yes
## 1342 No DSL No No
## 1343 No No No internet service No internet service
## 1344 No DSL Yes No
## 1345 No No No internet service No internet service
## 1346 Yes Fiber optic No No
## 1347 Yes Fiber optic No No
## 1348 No No No internet service No internet service
## 1349 No Fiber optic No No
## 1350 No phone service DSL No Yes
## 1351 Yes DSL Yes Yes
## 1352 No No No internet service No internet service
## 1353 No phone service DSL Yes No
## 1354 No No No internet service No internet service
## 1355 Yes Fiber optic No No
## 1356 No No No internet service No internet service
## 1357 Yes Fiber optic No No
## 1358 Yes Fiber optic Yes Yes
## 1359 No Fiber optic No No
## 1360 Yes Fiber optic No No
## 1361 Yes Fiber optic No No
## 1362 Yes Fiber optic No Yes
## 1363 No Fiber optic No No
## 1364 Yes DSL Yes Yes
## 1365 No DSL Yes Yes
## 1366 No phone service DSL No Yes
## 1367 Yes Fiber optic No No
## 1368 Yes Fiber optic No Yes
## 1369 No Fiber optic Yes No
## 1370 Yes DSL Yes Yes
## 1371 No No No internet service No internet service
## 1372 No Fiber optic No No
## 1373 No Fiber optic No Yes
## 1374 No No No internet service No internet service
## 1375 No DSL Yes Yes
## 1376 No No No internet service No internet service
## 1377 No DSL No No
## 1378 Yes DSL Yes Yes
## 1379 Yes DSL No Yes
## 1380 No phone service DSL Yes Yes
## 1381 No Fiber optic No Yes
## 1382 No Fiber optic No No
## 1383 Yes No No internet service No internet service
## 1384 Yes DSL No No
## 1385 No Fiber optic No No
## 1386 No Fiber optic Yes No
## 1387 Yes DSL No Yes
## 1388 Yes No No internet service No internet service
## 1389 No DSL No No
## 1390 Yes Fiber optic No Yes
## 1391 No DSL Yes Yes
## 1392 Yes Fiber optic No Yes
## 1393 No No No internet service No internet service
## 1394 No No No internet service No internet service
## 1395 Yes Fiber optic No Yes
## 1396 Yes DSL No No
## 1397 Yes Fiber optic No No
## 1398 No Fiber optic No No
## 1399 Yes Fiber optic Yes No
## 1400 No No No internet service No internet service
## 1401 No No No internet service No internet service
## 1402 No Fiber optic No Yes
## 1403 No phone service DSL No No
## 1404 No DSL No No
## 1405 Yes No No internet service No internet service
## 1406 Yes Fiber optic No No
## 1407 Yes No No internet service No internet service
## 1408 No phone service DSL Yes No
## 1409 Yes Fiber optic Yes No
## 1410 Yes Fiber optic No No
## 1411 Yes Fiber optic No No
## 1412 No Fiber optic No Yes
## 1413 No Fiber optic No No
## 1414 Yes Fiber optic Yes Yes
## 1415 Yes Fiber optic No No
## 1416 No Fiber optic Yes Yes
## 1417 No phone service DSL No No
## 1418 No DSL No Yes
## 1419 Yes Fiber optic No Yes
## 1420 No No No internet service No internet service
## 1421 Yes Fiber optic No Yes
## 1422 Yes Fiber optic No No
## 1423 Yes Fiber optic Yes Yes
## 1424 Yes Fiber optic No No
## 1425 No No No internet service No internet service
## 1426 No DSL No No
## 1427 Yes Fiber optic Yes Yes
## 1428 No Fiber optic No No
## 1429 Yes DSL No No
## 1430 Yes No No internet service No internet service
## 1431 Yes No No internet service No internet service
## 1432 Yes DSL No No
## 1433 No No No internet service No internet service
## 1434 No DSL Yes Yes
## 1435 Yes Fiber optic No No
## 1436 Yes Fiber optic Yes Yes
## 1437 Yes Fiber optic No No
## 1438 Yes DSL No No
## 1439 No DSL No No
## 1440 No Fiber optic No No
## 1441 No No No internet service No internet service
## 1442 Yes Fiber optic No Yes
## 1443 No Fiber optic Yes No
## 1444 No DSL No No
## 1445 No Fiber optic Yes Yes
## 1446 Yes Fiber optic No No
## 1447 Yes DSL No No
## 1448 Yes Fiber optic No No
## 1449 No No No internet service No internet service
## 1450 No No No internet service No internet service
## 1451 No No No internet service No internet service
## 1452 Yes DSL Yes No
## 1453 No phone service DSL Yes No
## 1454 No Fiber optic No Yes
## 1455 No No No internet service No internet service
## 1456 Yes Fiber optic Yes Yes
## 1457 Yes Fiber optic No Yes
## 1458 Yes Fiber optic No No
## 1459 No No No internet service No internet service
## 1460 No Fiber optic No Yes
## 1461 Yes Fiber optic No Yes
## 1462 Yes Fiber optic Yes No
## 1463 No No No internet service No internet service
## 1464 No Fiber optic No No
## 1465 No DSL Yes No
## 1466 No Fiber optic No Yes
## 1467 No DSL Yes No
## 1468 Yes DSL No No
## 1469 Yes Fiber optic Yes Yes
## 1470 Yes Fiber optic No No
## 1471 No No No internet service No internet service
## 1472 Yes Fiber optic No No
## 1473 Yes Fiber optic No No
## 1474 Yes Fiber optic No No
## 1475 Yes Fiber optic No Yes
## 1476 Yes Fiber optic No Yes
## 1477 No No No internet service No internet service
## 1478 Yes Fiber optic Yes Yes
## 1479 Yes Fiber optic No Yes
## 1480 No phone service DSL No No
## 1481 No phone service DSL No No
## 1482 No phone service DSL Yes Yes
## 1483 No Fiber optic No No
## 1484 No DSL Yes Yes
## 1485 No Fiber optic No Yes
## 1486 Yes Fiber optic No No
## 1487 No DSL No Yes
## 1488 Yes Fiber optic No Yes
## 1489 No DSL Yes No
## 1490 No DSL Yes Yes
## 1491 Yes DSL No Yes
## 1492 No No No internet service No internet service
## 1493 Yes Fiber optic No Yes
## 1494 No Fiber optic Yes No
## 1495 No No No internet service No internet service
## 1496 Yes Fiber optic Yes Yes
## 1497 No No No internet service No internet service
## 1498 No Fiber optic Yes Yes
## 1499 Yes Fiber optic No No
## 1500 Yes Fiber optic No Yes
## 1501 No phone service DSL No No
## 1502 No No No internet service No internet service
## 1503 Yes DSL Yes No
## 1504 Yes Fiber optic No No
## 1505 No Fiber optic No No
## 1506 Yes Fiber optic No No
## 1507 No phone service DSL Yes No
## 1508 No No No internet service No internet service
## 1509 No Fiber optic No Yes
## 1510 No Fiber optic No No
## 1511 Yes DSL Yes Yes
## 1512 No No No internet service No internet service
## 1513 Yes Fiber optic No No
## 1514 No phone service DSL No No
## 1515 No No No internet service No internet service
## 1516 Yes DSL No No
## 1517 Yes Fiber optic No No
## 1518 Yes Fiber optic Yes No
## 1519 No No No internet service No internet service
## 1520 No phone service DSL Yes Yes
## 1521 No No No internet service No internet service
## 1522 Yes DSL Yes Yes
## 1523 No DSL Yes Yes
## 1524 No DSL No No
## 1525 Yes Fiber optic No Yes
## 1526 No No No internet service No internet service
## 1527 No Fiber optic No Yes
## 1528 No No No internet service No internet service
## 1529 No DSL No No
## 1530 No No No internet service No internet service
## 1531 No Fiber optic No No
## 1532 Yes No No internet service No internet service
## 1533 No No No internet service No internet service
## 1534 No Fiber optic No No
## 1535 No No No internet service No internet service
## 1536 Yes DSL Yes Yes
## 1537 No DSL Yes Yes
## 1538 Yes DSL No Yes
## 1539 Yes Fiber optic No Yes
## 1540 No DSL Yes No
## 1541 No Fiber optic No Yes
## 1542 No No No internet service No internet service
## 1543 No No No internet service No internet service
## 1544 No Fiber optic No No
## 1545 No DSL No No
## 1546 Yes Fiber optic No Yes
## 1547 No No No internet service No internet service
## 1548 Yes Fiber optic No Yes
## 1549 No Fiber optic No No
## 1550 No DSL No No
## 1551 Yes Fiber optic No No
## 1552 Yes No No internet service No internet service
## 1553 Yes DSL No Yes
## 1554 No Fiber optic No No
## 1555 No No No internet service No internet service
## 1556 No Fiber optic Yes Yes
## 1557 No Fiber optic No Yes
## 1558 Yes DSL Yes Yes
## 1559 Yes Fiber optic No Yes
## 1560 No No No internet service No internet service
## 1561 No phone service DSL Yes No
## 1562 Yes Fiber optic No No
## 1563 No phone service DSL Yes No
## 1564 No Fiber optic No No
## 1565 Yes Fiber optic No No
## 1566 No Fiber optic No Yes
## 1567 No DSL No Yes
## 1568 No DSL No No
## 1569 Yes Fiber optic No Yes
## 1570 No DSL No No
## 1571 No No No internet service No internet service
## 1572 No No No internet service No internet service
## 1573 No DSL No No
## 1574 No Fiber optic Yes Yes
## 1575 No No No internet service No internet service
## 1576 No Fiber optic No Yes
## 1577 No DSL No Yes
## 1578 No Fiber optic No No
## 1579 No DSL No No
## 1580 No Fiber optic No No
## 1581 Yes DSL No Yes
## 1582 No phone service DSL No Yes
## 1583 Yes DSL Yes No
## 1584 Yes DSL No No
## 1585 No phone service DSL No Yes
## 1586 Yes DSL Yes No
## 1587 Yes Fiber optic Yes No
## 1588 Yes No No internet service No internet service
## 1589 Yes Fiber optic No Yes
## 1590 No DSL No Yes
## 1591 No No No internet service No internet service
## 1592 No No No internet service No internet service
## 1593 No Fiber optic No No
## 1594 No No No internet service No internet service
## 1595 Yes No No internet service No internet service
## 1596 No Fiber optic No Yes
## 1597 No Fiber optic No No
## 1598 Yes Fiber optic Yes Yes
## 1599 No No No internet service No internet service
## 1600 No DSL No Yes
## 1601 Yes Fiber optic No No
## 1602 Yes Fiber optic No Yes
## 1603 No Fiber optic No No
## 1604 Yes DSL Yes No
## 1605 Yes Fiber optic No Yes
## 1606 No No No internet service No internet service
## 1607 No Fiber optic Yes No
## 1608 No Fiber optic No Yes
## 1609 No No No internet service No internet service
## 1610 Yes Fiber optic Yes No
## 1611 No DSL Yes Yes
## 1612 Yes DSL Yes Yes
## 1613 Yes Fiber optic No Yes
## 1614 No No No internet service No internet service
## 1615 No phone service DSL Yes Yes
## 1616 No No No internet service No internet service
## 1617 No No No internet service No internet service
## 1618 Yes DSL No No
## 1619 No Fiber optic No Yes
## 1620 Yes DSL Yes Yes
## 1621 No phone service DSL No No
## 1622 Yes Fiber optic No No
## 1623 No DSL Yes Yes
## 1624 Yes Fiber optic No Yes
## 1625 Yes Fiber optic No Yes
## 1626 No Fiber optic No No
## 1627 Yes DSL Yes No
## 1628 No Fiber optic No Yes
## 1629 Yes Fiber optic No Yes
## 1630 No DSL Yes Yes
## 1631 Yes Fiber optic No Yes
## 1632 Yes Fiber optic Yes No
## 1633 Yes Fiber optic No Yes
## 1634 No DSL No No
## 1635 No phone service DSL Yes Yes
## 1636 No DSL No No
## 1637 Yes No No internet service No internet service
## 1638 No phone service DSL No No
## 1639 Yes Fiber optic No Yes
## 1640 No DSL No No
## 1641 No No No internet service No internet service
## 1642 Yes DSL Yes Yes
## 1643 No No No internet service No internet service
## 1644 No Fiber optic No No
## 1645 Yes Fiber optic Yes Yes
## 1646 Yes Fiber optic No No
## 1647 Yes DSL Yes Yes
## 1648 No Fiber optic No No
## 1649 Yes Fiber optic Yes No
## 1650 No DSL No Yes
## 1651 Yes Fiber optic No No
## 1652 No Fiber optic No No
## 1653 No phone service DSL Yes No
## 1654 No No No internet service No internet service
## 1655 No No No internet service No internet service
## 1656 No DSL No No
## 1657 Yes Fiber optic Yes Yes
## 1658 Yes No No internet service No internet service
## 1659 Yes Fiber optic Yes No
## 1660 Yes DSL No Yes
## 1661 Yes No No internet service No internet service
## 1662 Yes Fiber optic No Yes
## 1663 No Fiber optic No No
## 1664 Yes Fiber optic No No
## 1665 Yes Fiber optic No No
## 1666 Yes Fiber optic No No
## 1667 No No No internet service No internet service
## 1668 Yes No No internet service No internet service
## 1669 Yes Fiber optic Yes Yes
## 1670 Yes Fiber optic No No
## 1671 No DSL No No
## 1672 No Fiber optic Yes Yes
## 1673 Yes DSL Yes Yes
## 1674 Yes Fiber optic Yes Yes
## 1675 Yes No No internet service No internet service
## 1676 No Fiber optic No No
## 1677 Yes Fiber optic Yes No
## 1678 Yes No No internet service No internet service
## 1679 Yes Fiber optic Yes Yes
## 1680 No DSL No No
## 1681 Yes No No internet service No internet service
## 1682 Yes No No internet service No internet service
## 1683 Yes DSL Yes Yes
## 1684 No No No internet service No internet service
## 1685 Yes DSL No No
## 1686 No Fiber optic No No
## 1687 Yes DSL No Yes
## 1688 Yes No No internet service No internet service
## 1689 No No No internet service No internet service
## 1690 No phone service DSL Yes Yes
## 1691 Yes Fiber optic Yes Yes
## 1692 No No No internet service No internet service
## 1693 No phone service DSL No No
## 1694 Yes Fiber optic Yes Yes
## 1695 No phone service DSL No No
## 1696 Yes DSL No Yes
## 1697 Yes Fiber optic No No
## 1698 No DSL Yes Yes
## 1699 Yes Fiber optic No Yes
## 1700 No No No internet service No internet service
## 1701 No No No internet service No internet service
## 1702 Yes Fiber optic No Yes
## 1703 Yes Fiber optic Yes No
## 1704 No phone service DSL No Yes
## 1705 Yes Fiber optic No No
## 1706 Yes Fiber optic No Yes
## 1707 Yes Fiber optic No Yes
## 1708 No Fiber optic No No
## 1709 No DSL No No
## 1710 Yes DSL No No
## 1711 Yes Fiber optic No No
## 1712 Yes No No internet service No internet service
## 1713 Yes DSL No Yes
## 1714 Yes DSL No Yes
## 1715 Yes DSL Yes Yes
## 1716 No No No internet service No internet service
## 1717 No DSL No No
## 1718 No No No internet service No internet service
## 1719 No No No internet service No internet service
## 1720 No Fiber optic No Yes
## 1721 No Fiber optic No Yes
## 1722 No Fiber optic Yes No
## 1723 No phone service DSL No Yes
## 1724 No No No internet service No internet service
## 1725 Yes Fiber optic No No
## 1726 Yes Fiber optic No No
## 1727 Yes DSL No No
## 1728 Yes DSL No Yes
## 1729 No DSL Yes No
## 1730 Yes Fiber optic Yes Yes
## 1731 Yes DSL No No
## 1732 No Fiber optic No No
## 1733 Yes Fiber optic No Yes
## 1734 No No No internet service No internet service
## 1735 No phone service DSL No No
## 1736 Yes Fiber optic Yes Yes
## 1737 No No No internet service No internet service
## 1738 No DSL No No
## 1739 Yes Fiber optic No Yes
## 1740 No Fiber optic No No
## 1741 No No No internet service No internet service
## 1742 Yes DSL No Yes
## 1743 No Fiber optic No Yes
## 1744 Yes No No internet service No internet service
## 1745 No Fiber optic Yes Yes
## 1746 No No No internet service No internet service
## 1747 Yes Fiber optic Yes Yes
## 1748 Yes Fiber optic No No
## 1749 No No No internet service No internet service
## 1750 Yes Fiber optic No Yes
## 1751 No Fiber optic No No
## 1752 Yes Fiber optic No No
## 1753 No DSL Yes No
## 1754 Yes Fiber optic Yes Yes
## 1755 No DSL Yes Yes
## 1756 No DSL No Yes
## 1757 No DSL No No
## 1758 No Fiber optic No Yes
## 1759 No No No internet service No internet service
## 1760 No No No internet service No internet service
## 1761 Yes DSL No No
## 1762 Yes No No internet service No internet service
## 1763 Yes Fiber optic No Yes
## 1764 No DSL No No
## 1765 Yes DSL Yes No
## 1766 Yes Fiber optic Yes Yes
## 1767 No No No internet service No internet service
## 1768 Yes Fiber optic Yes Yes
## 1769 No DSL No No
## 1770 Yes Fiber optic No Yes
## 1771 Yes Fiber optic Yes Yes
## 1772 No Fiber optic No No
## 1773 No Fiber optic No No
## 1774 No No No internet service No internet service
## 1775 No DSL Yes No
## 1776 Yes Fiber optic Yes No
## 1777 Yes No No internet service No internet service
## 1778 Yes DSL No No
## 1779 Yes No No internet service No internet service
## 1780 No Fiber optic Yes Yes
## 1781 No No No internet service No internet service
## 1782 Yes Fiber optic No Yes
## 1783 Yes DSL No No
## 1784 No Fiber optic No No
## 1785 No No No internet service No internet service
## 1786 Yes DSL Yes Yes
## 1787 No Fiber optic No Yes
## 1788 Yes Fiber optic Yes No
## 1789 No No No internet service No internet service
## 1790 No phone service DSL No Yes
## 1791 No Fiber optic No No
## 1792 No DSL Yes Yes
## 1793 Yes DSL Yes Yes
## 1794 Yes No No internet service No internet service
## 1795 Yes DSL Yes Yes
## 1796 Yes Fiber optic No No
## 1797 Yes DSL No No
## 1798 No No No internet service No internet service
## 1799 Yes No No internet service No internet service
## 1800 Yes Fiber optic Yes No
## 1801 No DSL No No
## 1802 No Fiber optic No No
## 1803 No phone service DSL Yes Yes
## 1804 No phone service DSL Yes Yes
## 1805 No No No internet service No internet service
## 1806 Yes DSL Yes Yes
## 1807 Yes No No internet service No internet service
## 1808 No Fiber optic No No
## 1809 Yes Fiber optic No Yes
## 1810 Yes Fiber optic No No
## 1811 Yes Fiber optic Yes Yes
## 1812 Yes Fiber optic No No
## 1813 No Fiber optic No No
## 1814 No DSL No No
## 1815 No No No internet service No internet service
## 1816 No No No internet service No internet service
## 1817 No No No internet service No internet service
## 1818 Yes Fiber optic No Yes
## 1819 Yes Fiber optic No No
## 1820 No phone service DSL No Yes
## 1821 No DSL No No
## 1822 Yes Fiber optic No No
## 1823 Yes Fiber optic No No
## 1824 No Fiber optic No Yes
## 1825 No No No internet service No internet service
## 1826 Yes DSL No Yes
## 1827 Yes Fiber optic No Yes
## 1828 No phone service DSL Yes No
## 1829 Yes No No internet service No internet service
## 1830 Yes Fiber optic No No
## 1831 No No No internet service No internet service
## 1832 Yes DSL Yes Yes
## 1833 No phone service DSL No No
## 1834 No DSL Yes No
## 1835 No DSL No No
## 1836 No DSL No No
## 1837 No Fiber optic No No
## 1838 No No No internet service No internet service
## 1839 Yes Fiber optic No Yes
## 1840 Yes No No internet service No internet service
## 1841 Yes Fiber optic Yes No
## 1842 Yes No No internet service No internet service
## 1843 No DSL Yes No
## 1844 No No No internet service No internet service
## 1845 No DSL Yes Yes
## 1846 No phone service DSL No Yes
## 1847 No No No internet service No internet service
## 1848 No No No internet service No internet service
## 1849 No No No internet service No internet service
## 1850 No DSL No No
## 1851 Yes DSL Yes Yes
## 1852 No phone service DSL No No
## 1853 No DSL No No
## 1854 No DSL No No
## 1855 No phone service DSL No Yes
## 1856 No No No internet service No internet service
## 1857 No DSL Yes Yes
## 1858 No DSL Yes No
## 1859 No Fiber optic Yes No
## 1860 No Fiber optic No Yes
## 1861 No No No internet service No internet service
## 1862 No DSL No No
## 1863 No phone service DSL No Yes
## 1864 Yes No No internet service No internet service
## 1865 No DSL No No
## 1866 Yes Fiber optic No Yes
## 1867 Yes Fiber optic Yes No
## 1868 No Fiber optic No Yes
## 1869 No DSL No No
## 1870 Yes No No internet service No internet service
## 1871 No DSL No No
## 1872 Yes Fiber optic Yes Yes
## 1873 No No No internet service No internet service
## 1874 No DSL Yes Yes
## 1875 Yes DSL Yes Yes
## 1876 Yes Fiber optic Yes Yes
## 1877 Yes Fiber optic No No
## 1878 Yes DSL Yes Yes
## 1879 No No No internet service No internet service
## 1880 No Fiber optic No No
## 1881 Yes Fiber optic No No
## 1882 No phone service DSL Yes Yes
## 1883 No DSL Yes No
## 1884 Yes Fiber optic Yes Yes
## 1885 No DSL Yes Yes
## 1886 No DSL Yes Yes
## 1887 No DSL Yes No
## 1888 Yes Fiber optic No No
## 1889 No DSL No Yes
## 1890 No phone service DSL No Yes
## 1891 No No No internet service No internet service
## 1892 No DSL No No
## 1893 No phone service DSL No Yes
## 1894 Yes DSL Yes Yes
## 1895 No phone service DSL No No
## 1896 Yes DSL Yes Yes
## 1897 Yes DSL Yes Yes
## 1898 No DSL No Yes
## 1899 No Fiber optic No No
## 1900 No Fiber optic No Yes
## 1901 No No No internet service No internet service
## 1902 No No No internet service No internet service
## 1903 Yes DSL Yes Yes
## 1904 No Fiber optic No No
## 1905 Yes Fiber optic No Yes
## 1906 Yes No No internet service No internet service
## 1907 No phone service DSL No Yes
## 1908 No DSL Yes Yes
## 1909 No No No internet service No internet service
## 1910 No No No internet service No internet service
## 1911 No phone service DSL No Yes
## 1912 Yes Fiber optic Yes Yes
## 1913 No No No internet service No internet service
## 1914 Yes Fiber optic No Yes
## 1915 Yes DSL No No
## 1916 No DSL No No
## 1917 Yes Fiber optic No Yes
## 1918 Yes DSL Yes Yes
## 1919 No DSL Yes No
## 1920 No DSL No No
## 1921 No No No internet service No internet service
## 1922 Yes DSL No Yes
## 1923 Yes DSL No No
## 1924 No No No internet service No internet service
## 1925 Yes Fiber optic No No
## 1926 Yes DSL No No
## 1927 Yes Fiber optic No No
## 1928 Yes Fiber optic No No
## 1929 No No No internet service No internet service
## 1930 No Fiber optic No No
## 1931 No No No internet service No internet service
## 1932 Yes Fiber optic No Yes
## 1933 No No No internet service No internet service
## 1934 No No No internet service No internet service
## 1935 No Fiber optic Yes Yes
## 1936 No No No internet service No internet service
## 1937 No DSL Yes Yes
## 1938 No No No internet service No internet service
## 1939 No No No internet service No internet service
## 1940 No No No internet service No internet service
## 1941 Yes DSL Yes Yes
## 1942 No DSL No No
## 1943 No No No internet service No internet service
## 1944 Yes DSL No No
## 1945 No phone service DSL No No
## 1946 No No No internet service No internet service
## 1947 Yes Fiber optic No No
## 1948 Yes Fiber optic No Yes
## 1949 No Fiber optic No No
## 1950 Yes Fiber optic Yes No
## 1951 Yes Fiber optic No Yes
## 1952 No DSL No No
## 1953 Yes Fiber optic No No
## 1954 No Fiber optic No Yes
## 1955 Yes Fiber optic No No
## 1956 Yes Fiber optic No No
## 1957 Yes Fiber optic Yes Yes
## 1958 Yes DSL Yes No
## 1959 Yes Fiber optic No Yes
## 1960 No phone service DSL No Yes
## 1961 Yes Fiber optic No Yes
## 1962 Yes DSL Yes Yes
## 1963 No Fiber optic Yes No
## 1964 No Fiber optic No No
## 1965 No DSL Yes Yes
## 1966 No DSL Yes No
## 1967 Yes DSL No Yes
## 1968 Yes DSL Yes Yes
## 1969 No Fiber optic No Yes
## 1970 No phone service DSL Yes No
## 1971 No Fiber optic No No
## 1972 No No No internet service No internet service
## 1973 Yes Fiber optic No No
## 1974 No DSL Yes No
## 1975 Yes Fiber optic No No
## 1976 No No No internet service No internet service
## 1977 Yes Fiber optic No No
## 1978 Yes Fiber optic No Yes
## 1979 No DSL No Yes
## 1980 No No No internet service No internet service
## 1981 Yes Fiber optic No Yes
## 1982 Yes Fiber optic No No
## 1983 No No No internet service No internet service
## 1984 Yes DSL Yes No
## 1985 Yes Fiber optic No Yes
## 1986 No phone service DSL No Yes
## 1987 Yes Fiber optic No Yes
## 1988 No Fiber optic No Yes
## 1989 Yes Fiber optic Yes Yes
## 1990 No phone service DSL Yes No
## 1991 Yes Fiber optic No No
## 1992 Yes DSL No Yes
## 1993 No Fiber optic No Yes
## 1994 No DSL No No
## 1995 No No No internet service No internet service
## 1996 No Fiber optic No No
## 1997 No DSL Yes No
## 1998 Yes Fiber optic No No
## 1999 No phone service DSL No No
## 2000 Yes Fiber optic No No
## 2001 No Fiber optic No No
## 2002 No No No internet service No internet service
## 2003 No phone service DSL Yes No
## 2004 No Fiber optic No No
## 2005 Yes Fiber optic No No
## 2006 Yes Fiber optic No Yes
## 2007 Yes DSL No No
## 2008 No Fiber optic No No
## 2009 Yes Fiber optic No No
## 2010 Yes DSL Yes Yes
## 2011 Yes Fiber optic No No
## 2012 Yes DSL Yes No
## 2013 Yes Fiber optic Yes Yes
## 2014 No No No internet service No internet service
## 2015 No DSL No Yes
## 2016 Yes DSL No No
## 2017 Yes Fiber optic No No
## 2018 No No No internet service No internet service
## 2019 No DSL No No
## 2020 Yes Fiber optic No Yes
## 2021 No DSL Yes Yes
## 2022 No Fiber optic Yes Yes
## 2023 No Fiber optic No Yes
## 2024 Yes Fiber optic No Yes
## 2025 No Fiber optic No No
## 2026 Yes Fiber optic Yes Yes
## 2027 Yes Fiber optic No Yes
## 2028 No No No internet service No internet service
## 2029 No No No internet service No internet service
## 2030 No Fiber optic Yes Yes
## 2031 Yes DSL Yes Yes
## 2032 No phone service DSL No No
## 2033 No Fiber optic No No
## 2034 No No No internet service No internet service
## 2035 No DSL Yes Yes
## 2036 No DSL Yes Yes
## 2037 Yes Fiber optic No No
## 2038 No Fiber optic No No
## 2039 No Fiber optic No No
## 2040 Yes Fiber optic No Yes
## 2041 Yes DSL Yes Yes
## 2042 No No No internet service No internet service
## 2043 Yes DSL No Yes
## 2044 No Fiber optic No No
## 2045 No No No internet service No internet service
## 2046 Yes Fiber optic No Yes
## 2047 No phone service DSL No No
## 2048 No DSL Yes No
## 2049 No Fiber optic No No
## 2050 Yes Fiber optic No Yes
## 2051 No phone service DSL Yes Yes
## 2052 No No No internet service No internet service
## 2053 Yes Fiber optic No No
## 2054 Yes Fiber optic No Yes
## 2055 Yes DSL No No
## 2056 Yes Fiber optic Yes No
## 2057 Yes Fiber optic No Yes
## 2058 Yes DSL Yes No
## 2059 Yes DSL Yes Yes
## 2060 Yes Fiber optic No Yes
## 2061 Yes DSL Yes Yes
## 2062 No DSL No No
## 2063 Yes No No internet service No internet service
## 2064 No DSL Yes No
## 2065 No No No internet service No internet service
## 2066 Yes Fiber optic No No
## 2067 Yes No No internet service No internet service
## 2068 Yes Fiber optic No Yes
## 2069 Yes Fiber optic Yes Yes
## 2070 No Fiber optic Yes No
## 2071 Yes DSL Yes Yes
## 2072 Yes Fiber optic No Yes
## 2073 No No No internet service No internet service
## 2074 No No No internet service No internet service
## 2075 No Fiber optic Yes Yes
## 2076 Yes Fiber optic No No
## 2077 No DSL No No
## 2078 No Fiber optic No No
## 2079 No DSL Yes Yes
## 2080 Yes Fiber optic Yes Yes
## 2081 Yes DSL Yes Yes
## 2082 No Fiber optic No No
## 2083 Yes No No internet service No internet service
## 2084 No No No internet service No internet service
## 2085 No Fiber optic No No
## 2086 Yes Fiber optic No No
## 2087 No Fiber optic No No
## 2088 No phone service DSL Yes Yes
## 2089 Yes DSL No No
## 2090 No phone service DSL No Yes
## 2091 No phone service DSL No No
## 2092 No No No internet service No internet service
## 2093 Yes DSL Yes Yes
## 2094 Yes No No internet service No internet service
## 2095 No No No internet service No internet service
## 2096 No Fiber optic No No
## 2097 No No No internet service No internet service
## 2098 No Fiber optic No No
## 2099 Yes Fiber optic Yes No
## 2100 Yes Fiber optic No No
## 2101 Yes Fiber optic No No
## 2102 Yes Fiber optic Yes No
## 2103 Yes Fiber optic No No
## 2104 No Fiber optic No No
## 2105 Yes Fiber optic No No
## 2106 Yes Fiber optic No No
## 2107 No DSL Yes No
## 2108 Yes Fiber optic No Yes
## 2109 No DSL No No
## 2110 Yes No No internet service No internet service
## 2111 No No No internet service No internet service
## 2112 No No No internet service No internet service
## 2113 Yes DSL Yes No
## 2114 Yes Fiber optic No Yes
## 2115 No DSL Yes Yes
## 2116 Yes Fiber optic Yes Yes
## 2117 Yes DSL No No
## 2118 No phone service DSL Yes Yes
## 2119 No Fiber optic No No
## 2120 No No No internet service No internet service
## 2121 No No No internet service No internet service
## 2122 No No No internet service No internet service
## 2123 Yes DSL No No
## 2124 Yes Fiber optic No Yes
## 2125 No phone service DSL No No
## 2126 Yes DSL Yes No
## 2127 No DSL No No
## 2128 No phone service DSL Yes Yes
## 2129 Yes DSL Yes Yes
## 2130 Yes Fiber optic No No
## 2131 Yes Fiber optic Yes Yes
## 2132 No phone service DSL Yes No
## 2133 No No No internet service No internet service
## 2134 No Fiber optic No No
## 2135 No No No internet service No internet service
## 2136 Yes Fiber optic Yes Yes
## 2137 Yes Fiber optic No Yes
## 2138 Yes No No internet service No internet service
## 2139 No DSL Yes No
## 2140 No DSL No No
## 2141 Yes Fiber optic No No
## 2142 No No No internet service No internet service
## 2143 No DSL Yes No
## 2144 Yes DSL No No
## 2145 No DSL No No
## 2146 No Fiber optic No No
## 2147 Yes Fiber optic Yes Yes
## 2148 No No No internet service No internet service
## 2149 No No No internet service No internet service
## 2150 Yes Fiber optic No No
## 2151 Yes Fiber optic No No
## 2152 Yes No No internet service No internet service
## 2153 Yes DSL No No
## 2154 No Fiber optic No No
## 2155 No No No internet service No internet service
## 2156 Yes Fiber optic No No
## 2157 No Fiber optic No No
## 2158 Yes Fiber optic No Yes
## 2159 Yes DSL Yes No
## 2160 Yes No No internet service No internet service
## 2161 No DSL Yes Yes
## 2162 No Fiber optic No No
## 2163 Yes Fiber optic No Yes
## 2164 Yes Fiber optic No No
## 2165 No Fiber optic Yes Yes
## 2166 No No No internet service No internet service
## 2167 Yes Fiber optic Yes Yes
## 2168 Yes Fiber optic No No
## 2169 Yes Fiber optic No No
## 2170 No DSL Yes No
## 2171 No DSL Yes No
## 2172 No DSL No No
## 2173 No DSL No No
## 2174 No Fiber optic No No
## 2175 No No No internet service No internet service
## 2176 No Fiber optic No No
## 2177 No No No internet service No internet service
## 2178 Yes Fiber optic Yes Yes
## 2179 No No No internet service No internet service
## 2180 No No No internet service No internet service
## 2181 No Fiber optic No Yes
## 2182 Yes DSL No Yes
## 2183 Yes Fiber optic No No
## 2184 No DSL No No
## 2185 Yes Fiber optic No No
## 2186 Yes DSL Yes No
## 2187 No No No internet service No internet service
## 2188 Yes Fiber optic Yes Yes
## 2189 No phone service DSL No No
## 2190 Yes No No internet service No internet service
## 2191 Yes DSL No Yes
## 2192 No Fiber optic No No
## 2193 No DSL Yes Yes
## 2194 No No No internet service No internet service
## 2195 No Fiber optic No No
## 2196 Yes No No internet service No internet service
## 2197 No No No internet service No internet service
## 2198 Yes DSL No No
## 2199 Yes DSL No No
## 2200 Yes No No internet service No internet service
## 2201 No DSL No Yes
## 2202 No DSL Yes Yes
## 2203 No Fiber optic No No
## 2204 Yes Fiber optic Yes Yes
## 2205 Yes Fiber optic Yes Yes
## 2206 No Fiber optic No Yes
## 2207 Yes Fiber optic No Yes
## 2208 No Fiber optic No No
## 2209 Yes Fiber optic No No
## 2210 No No No internet service No internet service
## 2211 Yes Fiber optic No No
## 2212 Yes Fiber optic Yes No
## 2213 No No No internet service No internet service
## 2214 Yes No No internet service No internet service
## 2215 No Fiber optic No Yes
## 2216 No phone service DSL Yes No
## 2217 Yes Fiber optic Yes No
## 2218 Yes DSL Yes Yes
## 2219 No DSL Yes No
## 2220 No Fiber optic No No
## 2221 No DSL Yes Yes
## 2222 No DSL Yes Yes
## 2223 Yes Fiber optic No No
## 2224 Yes Fiber optic No Yes
## 2225 No Fiber optic No Yes
## 2226 No phone service DSL No Yes
## 2227 No phone service DSL Yes No
## 2228 No No No internet service No internet service
## 2229 Yes Fiber optic No Yes
## 2230 No Fiber optic No No
## 2231 No No No internet service No internet service
## 2232 No Fiber optic No No
## 2233 No No No internet service No internet service
## 2234 No DSL Yes Yes
## 2235 Yes DSL No Yes
## 2236 Yes DSL Yes Yes
## 2237 No Fiber optic No No
## 2238 No phone service DSL No Yes
## 2239 No Fiber optic No No
## 2240 No phone service DSL Yes No
## 2241 Yes DSL Yes Yes
## 2242 Yes No No internet service No internet service
## 2243 Yes No No internet service No internet service
## 2244 Yes Fiber optic No Yes
## 2245 Yes DSL Yes Yes
## 2246 Yes Fiber optic No No
## 2247 Yes Fiber optic Yes No
## 2248 No No No internet service No internet service
## 2249 Yes DSL Yes No
## 2250 No DSL No No
## 2251 No No No internet service No internet service
## 2252 No DSL No No
## 2253 No No No internet service No internet service
## 2254 No DSL Yes Yes
## 2255 Yes Fiber optic Yes Yes
## 2256 No DSL Yes No
## 2257 No DSL Yes Yes
## 2258 Yes DSL No No
## 2259 No DSL Yes No
## 2260 No No No internet service No internet service
## 2261 No Fiber optic No No
## 2262 Yes DSL No No
## 2263 No Fiber optic No No
## 2264 No Fiber optic Yes Yes
## 2265 Yes Fiber optic Yes Yes
## 2266 Yes Fiber optic No Yes
## 2267 No Fiber optic Yes No
## 2268 Yes Fiber optic Yes Yes
## 2269 No No No internet service No internet service
## 2270 No Fiber optic No No
## 2271 No Fiber optic No No
## 2272 No Fiber optic No No
## 2273 No DSL No No
## 2274 No No No internet service No internet service
## 2275 No Fiber optic Yes No
## 2276 Yes Fiber optic No No
## 2277 Yes Fiber optic No No
## 2278 Yes Fiber optic No Yes
## 2279 No DSL Yes No
## 2280 Yes No No internet service No internet service
## 2281 Yes Fiber optic No No
## 2282 Yes DSL No No
## 2283 Yes Fiber optic No No
## 2284 No Fiber optic No No
## 2285 No DSL Yes No
## 2286 Yes Fiber optic Yes No
## 2287 No DSL No No
## 2288 Yes Fiber optic No Yes
## 2289 No Fiber optic No Yes
## 2290 Yes Fiber optic Yes No
## 2291 No phone service DSL No No
## 2292 Yes Fiber optic No No
## 2293 Yes DSL Yes Yes
## 2294 Yes DSL No Yes
## 2295 Yes Fiber optic No Yes
## 2296 No phone service DSL No No
## 2297 No DSL No No
## 2298 Yes Fiber optic No Yes
## 2299 Yes Fiber optic No No
## 2300 No DSL Yes Yes
## 2301 Yes Fiber optic Yes Yes
## 2302 Yes Fiber optic No No
## 2303 Yes DSL Yes Yes
## 2304 No DSL Yes No
## 2305 No Fiber optic Yes Yes
## 2306 Yes Fiber optic No Yes
## 2307 No Fiber optic No No
## 2308 No DSL No Yes
## 2309 No Fiber optic Yes Yes
## 2310 Yes Fiber optic No No
## 2311 No phone service DSL Yes Yes
## 2312 No Fiber optic Yes No
## 2313 No No No internet service No internet service
## 2314 Yes Fiber optic No No
## 2315 Yes DSL Yes Yes
## 2316 Yes DSL No No
## 2317 No No No internet service No internet service
## 2318 Yes No No internet service No internet service
## 2319 Yes Fiber optic Yes Yes
## 2320 No Fiber optic No No
## 2321 Yes DSL Yes Yes
## 2322 Yes Fiber optic No Yes
## 2323 No No No internet service No internet service
## 2324 Yes Fiber optic No No
## 2325 Yes Fiber optic No No
## 2326 No No No internet service No internet service
## 2327 Yes Fiber optic No Yes
## 2328 No Fiber optic No No
## 2329 Yes Fiber optic No No
## 2330 Yes Fiber optic No Yes
## 2331 Yes DSL No Yes
## 2332 Yes No No internet service No internet service
## 2333 No DSL Yes No
## 2334 Yes DSL Yes Yes
## 2335 Yes Fiber optic No No
## 2336 No DSL Yes No
## 2337 No Fiber optic No No
## 2338 Yes Fiber optic No Yes
## 2339 No No No internet service No internet service
## 2340 Yes Fiber optic No No
## 2341 No phone service DSL Yes No
## 2342 Yes Fiber optic Yes Yes
## 2343 Yes Fiber optic Yes No
## 2344 No DSL No No
## 2345 No phone service DSL Yes No
## 2346 No No No internet service No internet service
## 2347 Yes Fiber optic No Yes
## 2348 Yes No No internet service No internet service
## 2349 No phone service DSL Yes No
## 2350 Yes Fiber optic No Yes
## 2351 Yes Fiber optic No No
## 2352 No DSL Yes Yes
## 2353 No No No internet service No internet service
## 2354 No Fiber optic No No
## 2355 No No No internet service No internet service
## 2356 No DSL Yes Yes
## 2357 No DSL No No
## 2358 Yes DSL Yes Yes
## 2359 No No No internet service No internet service
## 2360 Yes DSL Yes Yes
## 2361 No No No internet service No internet service
## 2362 No DSL No No
## 2363 No phone service DSL Yes No
## 2364 No DSL No No
## 2365 Yes Fiber optic No Yes
## 2366 Yes Fiber optic No No
## 2367 No Fiber optic No No
## 2368 No Fiber optic No No
## 2369 Yes Fiber optic Yes Yes
## 2370 Yes Fiber optic Yes No
## 2371 Yes Fiber optic Yes Yes
## 2372 Yes No No internet service No internet service
## 2373 Yes DSL Yes Yes
## 2374 No DSL No No
## 2375 No No No internet service No internet service
## 2376 No Fiber optic Yes Yes
## 2377 No DSL No Yes
## 2378 No DSL Yes Yes
## 2379 No Fiber optic No No
## 2380 Yes Fiber optic No Yes
## 2381 Yes Fiber optic No Yes
## 2382 No No No internet service No internet service
## 2383 No phone service DSL Yes Yes
## 2384 No phone service DSL No No
## 2385 Yes Fiber optic No No
## 2386 No phone service DSL No Yes
## 2387 No DSL No Yes
## 2388 Yes Fiber optic No Yes
## 2389 No DSL No No
## 2390 Yes DSL Yes No
## 2391 No No No internet service No internet service
## 2392 Yes DSL No No
## 2393 Yes Fiber optic No No
## 2394 Yes Fiber optic Yes No
## 2395 Yes Fiber optic No Yes
## 2396 Yes Fiber optic No No
## 2397 Yes Fiber optic Yes Yes
## 2398 No Fiber optic No No
## 2399 No phone service DSL No Yes
## 2400 No phone service DSL No No
## 2401 No Fiber optic Yes No
## 2402 No DSL No Yes
## 2403 No No No internet service No internet service
## 2404 No DSL Yes Yes
## 2405 Yes Fiber optic Yes Yes
## 2406 No Fiber optic No No
## 2407 No Fiber optic No Yes
## 2408 No Fiber optic No No
## 2409 No No No internet service No internet service
## 2410 No phone service DSL No Yes
## 2411 Yes Fiber optic No Yes
## 2412 Yes DSL Yes No
## 2413 No phone service DSL No Yes
## 2414 No phone service DSL Yes No
## 2415 No No No internet service No internet service
## 2416 Yes Fiber optic No No
## 2417 Yes Fiber optic No No
## 2418 No phone service DSL No Yes
## 2419 Yes Fiber optic No Yes
## 2420 No DSL No No
## 2421 No phone service DSL Yes No
## 2422 No phone service DSL No No
## 2423 No Fiber optic No No
## 2424 No No No internet service No internet service
## 2425 Yes Fiber optic Yes Yes
## 2426 No No No internet service No internet service
## 2427 No phone service DSL No Yes
## 2428 No phone service DSL No No
## 2429 Yes Fiber optic No No
## 2430 No Fiber optic Yes Yes
## 2431 No DSL Yes No
## 2432 No phone service DSL No No
## 2433 Yes No No internet service No internet service
## 2434 No phone service DSL Yes No
## 2435 No No No internet service No internet service
## 2436 No DSL No No
## 2437 No Fiber optic Yes No
## 2438 No DSL Yes Yes
## 2439 Yes Fiber optic Yes No
## 2440 No No No internet service No internet service
## 2441 No No No internet service No internet service
## 2442 No Fiber optic No No
## 2443 Yes Fiber optic No No
## 2444 Yes Fiber optic Yes Yes
## 2445 Yes Fiber optic No Yes
## 2446 No Fiber optic Yes No
## 2447 Yes Fiber optic No Yes
## 2448 No Fiber optic No No
## 2449 Yes Fiber optic No Yes
## 2450 No DSL No No
## 2451 Yes Fiber optic Yes No
## 2452 Yes Fiber optic Yes Yes
## 2453 Yes Fiber optic No No
## 2454 Yes Fiber optic No No
## 2455 Yes No No internet service No internet service
## 2456 No Fiber optic No Yes
## 2457 Yes No No internet service No internet service
## 2458 No Fiber optic No Yes
## 2459 Yes Fiber optic Yes No
## 2460 No No No internet service No internet service
## 2461 No No No internet service No internet service
## 2462 No No No internet service No internet service
## 2463 No DSL Yes Yes
## 2464 Yes Fiber optic No No
## 2465 Yes Fiber optic No No
## 2466 No phone service DSL No No
## 2467 No No No internet service No internet service
## 2468 Yes Fiber optic No No
## 2469 No phone service DSL No Yes
## 2470 No No No internet service No internet service
## 2471 Yes No No internet service No internet service
## 2472 Yes Fiber optic No Yes
## 2473 Yes DSL Yes Yes
## 2474 No No No internet service No internet service
## 2475 Yes Fiber optic No Yes
## 2476 No Fiber optic Yes Yes
## 2477 No DSL Yes Yes
## 2478 No Fiber optic Yes No
## 2479 No DSL No No
## 2480 Yes DSL Yes Yes
## 2481 Yes Fiber optic No No
## 2482 Yes No No internet service No internet service
## 2483 No DSL No No
## 2484 Yes Fiber optic Yes Yes
## 2485 No No No internet service No internet service
## 2486 Yes Fiber optic No No
## 2487 Yes Fiber optic No No
## 2488 No DSL Yes Yes
## 2489 No DSL No No
## 2490 Yes DSL Yes Yes
## 2491 Yes Fiber optic No No
## 2492 No No No internet service No internet service
## 2493 No phone service DSL Yes No
## 2494 Yes Fiber optic No Yes
## 2495 Yes Fiber optic No No
## 2496 No No No internet service No internet service
## 2497 No No No internet service No internet service
## 2498 No No No internet service No internet service
## 2499 No DSL No Yes
## 2500 No DSL Yes Yes
## 2501 No DSL Yes No
## 2502 No No No internet service No internet service
## 2503 Yes No No internet service No internet service
## 2504 No No No internet service No internet service
## 2505 No Fiber optic Yes No
## 2506 No No No internet service No internet service
## 2507 Yes No No internet service No internet service
## 2508 Yes No No internet service No internet service
## 2509 Yes Fiber optic No Yes
## 2510 Yes No No internet service No internet service
## 2511 Yes Fiber optic No No
## 2512 No Fiber optic Yes No
## 2513 No DSL Yes No
## 2514 No No No internet service No internet service
## 2515 Yes Fiber optic No Yes
## 2516 Yes Fiber optic Yes Yes
## 2517 Yes Fiber optic No No
## 2518 No Fiber optic No No
## 2519 Yes Fiber optic No Yes
## 2520 Yes Fiber optic No No
## 2521 No DSL Yes Yes
## 2522 Yes Fiber optic No No
## 2523 Yes DSL No No
## 2524 No No No internet service No internet service
## 2525 No No No internet service No internet service
## 2526 Yes Fiber optic Yes Yes
## 2527 No No No internet service No internet service
## 2528 Yes Fiber optic No No
## 2529 No Fiber optic No No
## 2530 No DSL Yes No
## 2531 No Fiber optic No No
## 2532 Yes No No internet service No internet service
## 2533 No Fiber optic No No
## 2534 No phone service DSL Yes No
## 2535 Yes Fiber optic Yes Yes
## 2536 Yes DSL Yes Yes
## 2537 Yes No No internet service No internet service
## 2538 Yes Fiber optic Yes Yes
## 2539 No phone service DSL No No
## 2540 Yes No No internet service No internet service
## 2541 Yes Fiber optic Yes Yes
## 2542 No phone service DSL Yes No
## 2543 No DSL No No
## 2544 Yes Fiber optic Yes No
## 2545 Yes DSL Yes No
## 2546 No DSL Yes No
## 2547 No DSL Yes No
## 2548 No phone service DSL Yes Yes
## 2549 No Fiber optic No No
## 2550 No No No internet service No internet service
## 2551 No No No internet service No internet service
## 2552 No No No internet service No internet service
## 2553 Yes No No internet service No internet service
## 2554 No No No internet service No internet service
## 2555 No DSL No No
## 2556 No DSL Yes No
## 2557 Yes Fiber optic Yes No
## 2558 No DSL No No
## 2559 No No No internet service No internet service
## 2560 Yes Fiber optic Yes Yes
## 2561 Yes Fiber optic Yes Yes
## 2562 Yes Fiber optic Yes Yes
## 2563 No phone service DSL No No
## 2564 Yes Fiber optic No Yes
## 2565 Yes DSL No No
## 2566 Yes No No internet service No internet service
## 2567 Yes DSL Yes Yes
## 2568 Yes Fiber optic No Yes
## 2569 No No No internet service No internet service
## 2570 Yes No No internet service No internet service
## 2571 Yes Fiber optic No No
## 2572 No Fiber optic No No
## 2573 Yes No No internet service No internet service
## 2574 No DSL No No
## 2575 Yes Fiber optic No No
## 2576 No No No internet service No internet service
## 2577 No Fiber optic No Yes
## 2578 Yes Fiber optic No No
## 2579 No Fiber optic No No
## 2580 No No No internet service No internet service
## 2581 Yes Fiber optic No No
## 2582 No No No internet service No internet service
## 2583 Yes Fiber optic No Yes
## 2584 No DSL Yes No
## 2585 No DSL Yes Yes
## 2586 No No No internet service No internet service
## 2587 No No No internet service No internet service
## 2588 No No No internet service No internet service
## 2589 No DSL No No
## 2590 Yes Fiber optic No No
## 2591 No Fiber optic No Yes
## 2592 Yes Fiber optic No Yes
## 2593 No No No internet service No internet service
## 2594 No No No internet service No internet service
## 2595 Yes Fiber optic No Yes
## 2596 Yes DSL No No
## 2597 No DSL No Yes
## 2598 Yes Fiber optic Yes Yes
## 2599 No Fiber optic No No
## 2600 No DSL Yes Yes
## 2601 No Fiber optic No No
## 2602 Yes Fiber optic No Yes
## 2603 Yes Fiber optic No Yes
## 2604 Yes Fiber optic Yes Yes
## 2605 Yes Fiber optic No No
## 2606 No No No internet service No internet service
## 2607 Yes Fiber optic Yes Yes
## 2608 No Fiber optic No No
## 2609 No phone service DSL Yes No
## 2610 Yes Fiber optic No Yes
## 2611 No phone service DSL No No
## 2612 No Fiber optic No No
## 2613 Yes DSL No Yes
## 2614 Yes Fiber optic No Yes
## 2615 Yes Fiber optic Yes No
## 2616 Yes DSL Yes Yes
## 2617 No DSL No No
## 2618 No No No internet service No internet service
## 2619 No No No internet service No internet service
## 2620 Yes Fiber optic No Yes
## 2621 No DSL Yes No
## 2622 No DSL No Yes
## 2623 Yes DSL No No
## 2624 Yes Fiber optic Yes No
## 2625 Yes DSL No Yes
## 2626 Yes Fiber optic Yes Yes
## 2627 No phone service DSL Yes Yes
## 2628 Yes No No internet service No internet service
## 2629 No Fiber optic Yes Yes
## 2630 No Fiber optic No No
## 2631 Yes Fiber optic Yes No
## 2632 Yes Fiber optic No No
## 2633 No DSL No Yes
## 2634 Yes Fiber optic Yes Yes
## 2635 No Fiber optic No No
## 2636 Yes No No internet service No internet service
## 2637 Yes Fiber optic Yes Yes
## 2638 No phone service DSL Yes No
## 2639 No Fiber optic No Yes
## 2640 Yes DSL Yes No
## 2641 No Fiber optic No Yes
## 2642 No DSL Yes Yes
## 2643 No Fiber optic No No
## 2644 Yes Fiber optic No No
## 2645 No phone service DSL No Yes
## 2646 No No No internet service No internet service
## 2647 No DSL No Yes
## 2648 No No No internet service No internet service
## 2649 Yes DSL Yes No
## 2650 Yes No No internet service No internet service
## 2651 Yes Fiber optic Yes No
## 2652 No Fiber optic No No
## 2653 No DSL No No
## 2654 No DSL Yes No
## 2655 No Fiber optic No No
## 2656 Yes Fiber optic No Yes
## 2657 No DSL No No
## 2658 Yes DSL Yes No
## 2659 No No No internet service No internet service
## 2660 Yes DSL Yes No
## 2661 No DSL Yes No
## 2662 No phone service DSL Yes Yes
## 2663 No phone service DSL No No
## 2664 Yes Fiber optic Yes Yes
## 2665 Yes Fiber optic Yes Yes
## 2666 No Fiber optic Yes Yes
## 2667 No DSL No Yes
## 2668 Yes Fiber optic Yes Yes
## 2669 No No No internet service No internet service
## 2670 Yes Fiber optic Yes Yes
## 2671 Yes Fiber optic Yes No
## 2672 Yes Fiber optic No Yes
## 2673 No No No internet service No internet service
## 2674 Yes Fiber optic Yes No
## 2675 No No No internet service No internet service
## 2676 No No No internet service No internet service
## 2677 No No No internet service No internet service
## 2678 No Fiber optic No No
## 2679 No No No internet service No internet service
## 2680 Yes Fiber optic No No
## 2681 No DSL Yes Yes
## 2682 No phone service DSL Yes No
## 2683 Yes DSL No No
## 2684 Yes Fiber optic Yes No
## 2685 Yes Fiber optic No Yes
## 2686 Yes Fiber optic Yes Yes
## 2687 Yes Fiber optic No No
## 2688 No Fiber optic No No
## 2689 Yes Fiber optic No Yes
## 2690 Yes Fiber optic Yes Yes
## 2691 No Fiber optic No No
## 2692 No DSL Yes No
## 2693 No DSL Yes No
## 2694 No No No internet service No internet service
## 2695 No No No internet service No internet service
## 2696 Yes DSL Yes Yes
## 2697 No phone service DSL Yes No
## 2698 Yes DSL Yes Yes
## 2699 No No No internet service No internet service
## 2700 Yes Fiber optic No Yes
## 2701 No phone service DSL No No
## 2702 No No No internet service No internet service
## 2703 No DSL No No
## 2704 Yes DSL No No
## 2705 No DSL No No
## 2706 Yes No No internet service No internet service
## 2707 No Fiber optic No No
## 2708 No Fiber optic No No
## 2709 Yes Fiber optic Yes No
## 2710 No phone service DSL No Yes
## 2711 No No No internet service No internet service
## 2712 No Fiber optic No No
## 2713 No phone service DSL Yes No
## 2714 No No No internet service No internet service
## 2715 Yes Fiber optic No No
## 2716 Yes No No internet service No internet service
## 2717 No DSL No No
## 2718 Yes DSL Yes Yes
## 2719 No phone service DSL Yes Yes
## 2720 No DSL Yes No
## 2721 Yes DSL No No
## 2722 No Fiber optic No No
## 2723 No No No internet service No internet service
## 2724 No No No internet service No internet service
## 2725 No No No internet service No internet service
## 2726 No phone service DSL No No
## 2727 No No No internet service No internet service
## 2728 Yes Fiber optic No No
## 2729 No phone service DSL Yes Yes
## 2730 Yes Fiber optic No No
## 2731 Yes Fiber optic No Yes
## 2732 Yes Fiber optic Yes Yes
## 2733 No No No internet service No internet service
## 2734 No DSL No No
## 2735 No No No internet service No internet service
## 2736 Yes Fiber optic No No
## 2737 Yes Fiber optic No Yes
## 2738 Yes Fiber optic No No
## 2739 No DSL Yes No
## 2740 Yes Fiber optic No No
## 2741 No DSL No No
## 2742 No Fiber optic No No
## 2743 Yes DSL Yes Yes
## 2744 No Fiber optic Yes Yes
## 2745 No Fiber optic No No
## 2746 Yes Fiber optic No No
## 2747 No No No internet service No internet service
## 2748 No No No internet service No internet service
## 2749 No phone service DSL No No
## 2750 Yes DSL No No
## 2751 No No No internet service No internet service
## 2752 No phone service DSL No No
## 2753 No phone service DSL Yes No
## 2754 Yes Fiber optic No No
## 2755 No phone service DSL Yes No
## 2756 No No No internet service No internet service
## 2757 No No No internet service No internet service
## 2758 Yes Fiber optic Yes No
## 2759 No No No internet service No internet service
## 2760 No No No internet service No internet service
## 2761 No No No internet service No internet service
## 2762 No phone service DSL No No
## 2763 No Fiber optic No No
## 2764 No Fiber optic Yes Yes
## 2765 Yes DSL Yes Yes
## 2766 No Fiber optic No No
## 2767 Yes Fiber optic Yes Yes
## 2768 Yes Fiber optic No No
## 2769 No No No internet service No internet service
## 2770 No No No internet service No internet service
## 2771 Yes Fiber optic No No
## 2772 No DSL Yes No
## 2773 Yes DSL Yes Yes
## 2774 No phone service DSL No No
## 2775 No DSL No No
## 2776 Yes DSL Yes No
## 2777 No Fiber optic No Yes
## 2778 No No No internet service No internet service
## 2779 No Fiber optic No Yes
## 2780 Yes Fiber optic No No
## 2781 No DSL Yes Yes
## 2782 No phone service DSL No Yes
## 2783 Yes DSL Yes No
## 2784 Yes Fiber optic Yes Yes
## 2785 No Fiber optic No No
## 2786 Yes Fiber optic No Yes
## 2787 No DSL Yes Yes
## 2788 Yes No No internet service No internet service
## 2789 Yes Fiber optic Yes Yes
## 2790 Yes Fiber optic No No
## 2791 Yes Fiber optic Yes Yes
## 2792 No DSL Yes No
## 2793 No DSL No Yes
## 2794 Yes Fiber optic Yes No
## 2795 No DSL Yes Yes
## 2796 Yes Fiber optic No No
## 2797 Yes Fiber optic Yes No
## 2798 Yes Fiber optic No No
## 2799 No Fiber optic No No
## 2800 No No No internet service No internet service
## 2801 No No No internet service No internet service
## 2802 Yes Fiber optic No Yes
## 2803 Yes Fiber optic No No
## 2804 No No No internet service No internet service
## 2805 No phone service DSL No No
## 2806 No DSL Yes Yes
## 2807 Yes DSL Yes Yes
## 2808 No No No internet service No internet service
## 2809 No Fiber optic Yes No
## 2810 No phone service DSL No Yes
## 2811 Yes Fiber optic No No
## 2812 No No No internet service No internet service
## 2813 Yes Fiber optic No Yes
## 2814 Yes No No internet service No internet service
## 2815 No phone service DSL Yes Yes
## 2816 No Fiber optic No No
## 2817 Yes Fiber optic Yes Yes
## 2818 No No No internet service No internet service
## 2819 No Fiber optic Yes No
## 2820 No DSL Yes Yes
## 2821 Yes No No internet service No internet service
## 2822 Yes Fiber optic No No
## 2823 Yes DSL Yes Yes
## 2824 No No No internet service No internet service
## 2825 No No No internet service No internet service
## 2826 Yes No No internet service No internet service
## 2827 No DSL No No
## 2828 No DSL No Yes
## 2829 No No No internet service No internet service
## 2830 No Fiber optic No No
## 2831 No DSL Yes Yes
## 2832 Yes Fiber optic No Yes
## 2833 Yes DSL No Yes
## 2834 No DSL Yes Yes
## 2835 No No No internet service No internet service
## 2836 Yes DSL Yes Yes
## 2837 Yes Fiber optic No Yes
## 2838 No No No internet service No internet service
## 2839 No No No internet service No internet service
## 2840 No No No internet service No internet service
## 2841 No Fiber optic Yes Yes
## 2842 No phone service DSL No No
## 2843 No phone service DSL Yes No
## 2844 No No No internet service No internet service
## 2845 Yes Fiber optic Yes No
## 2846 No Fiber optic No Yes
## 2847 No DSL Yes No
## 2848 Yes Fiber optic No Yes
## 2849 No DSL Yes No
## 2850 No No No internet service No internet service
## 2851 Yes Fiber optic No No
## 2852 Yes DSL Yes Yes
## 2853 No DSL Yes Yes
## 2854 Yes Fiber optic No No
## 2855 Yes DSL Yes No
## 2856 No No No internet service No internet service
## 2857 Yes DSL No No
## 2858 No DSL No Yes
## 2859 No No No internet service No internet service
## 2860 Yes DSL Yes Yes
## 2861 Yes Fiber optic No No
## 2862 No Fiber optic No No
## 2863 No Fiber optic No No
## 2864 No DSL No No
## 2865 No DSL No Yes
## 2866 Yes Fiber optic Yes Yes
## 2867 No Fiber optic No Yes
## 2868 No No No internet service No internet service
## 2869 No Fiber optic No Yes
## 2870 No Fiber optic No No
## 2871 Yes Fiber optic No No
## 2872 Yes Fiber optic No No
## 2873 Yes No No internet service No internet service
## 2874 Yes Fiber optic No No
## 2875 No No No internet service No internet service
## 2876 Yes Fiber optic No No
## 2877 No No No internet service No internet service
## 2878 Yes Fiber optic No Yes
## 2879 No Fiber optic No No
## 2880 Yes Fiber optic No Yes
## 2881 No Fiber optic No No
## 2882 No DSL Yes No
## 2883 No DSL No No
## 2884 Yes No No internet service No internet service
## 2885 Yes DSL Yes Yes
## 2886 Yes Fiber optic Yes Yes
## 2887 No Fiber optic Yes No
## 2888 No DSL No No
## 2889 No Fiber optic No No
## 2890 No phone service DSL Yes Yes
## 2891 No Fiber optic No No
## 2892 No Fiber optic No No
## 2893 No No No internet service No internet service
## 2894 Yes DSL Yes Yes
## 2895 No DSL Yes No
## 2896 No No No internet service No internet service
## 2897 No No No internet service No internet service
## 2898 Yes No No internet service No internet service
## 2899 No phone service DSL Yes Yes
## 2900 No phone service DSL Yes Yes
## 2901 No Fiber optic No No
## 2902 Yes Fiber optic Yes Yes
## 2903 No Fiber optic Yes No
## 2904 No phone service DSL No Yes
## 2905 No Fiber optic No No
## 2906 No Fiber optic No No
## 2907 No DSL No No
## 2908 No Fiber optic No No
## 2909 Yes Fiber optic Yes No
## 2910 No DSL No Yes
## 2911 Yes No No internet service No internet service
## 2912 No Fiber optic No No
## 2913 Yes Fiber optic No Yes
## 2914 No phone service DSL Yes Yes
## 2915 No DSL No No
## 2916 No phone service DSL Yes Yes
## 2917 No phone service DSL Yes No
## 2918 No No No internet service No internet service
## 2919 No phone service DSL No Yes
## 2920 No phone service DSL No Yes
## 2921 No DSL Yes Yes
## 2922 Yes Fiber optic No No
## 2923 No Fiber optic Yes No
## 2924 No Fiber optic Yes No
## 2925 No Fiber optic No Yes
## 2926 No Fiber optic No No
## 2927 Yes Fiber optic Yes Yes
## 2928 No Fiber optic No No
## 2929 No Fiber optic Yes Yes
## 2930 No phone service DSL Yes Yes
## 2931 Yes No No internet service No internet service
## 2932 Yes Fiber optic No Yes
## 2933 Yes Fiber optic No Yes
## 2934 Yes No No internet service No internet service
## 2935 No No No internet service No internet service
## 2936 No DSL Yes Yes
## 2937 Yes Fiber optic No Yes
## 2938 Yes Fiber optic No Yes
## 2939 Yes Fiber optic No Yes
## 2940 No Fiber optic No Yes
## 2941 No phone service DSL No Yes
## 2942 Yes Fiber optic Yes Yes
## 2943 No No No internet service No internet service
## 2944 Yes No No internet service No internet service
## 2945 No phone service DSL Yes Yes
## 2946 No Fiber optic Yes No
## 2947 Yes Fiber optic No No
## 2948 No Fiber optic No Yes
## 2949 Yes Fiber optic No No
## 2950 No DSL Yes No
## 2951 No No No internet service No internet service
## 2952 No DSL Yes No
## 2953 No No No internet service No internet service
## 2954 Yes Fiber optic No Yes
## 2955 Yes Fiber optic No No
## 2956 Yes Fiber optic No No
## 2957 No Fiber optic No Yes
## 2958 Yes Fiber optic No Yes
## 2959 No No No internet service No internet service
## 2960 Yes Fiber optic Yes Yes
## 2961 Yes Fiber optic Yes No
## 2962 No DSL No Yes
## 2963 No phone service DSL No No
## 2964 Yes No No internet service No internet service
## 2965 Yes DSL Yes No
## 2966 Yes Fiber optic No No
## 2967 No phone service DSL No No
## 2968 Yes Fiber optic Yes Yes
## 2969 No Fiber optic No Yes
## 2970 Yes Fiber optic Yes No
## 2971 No Fiber optic No No
## 2972 Yes DSL Yes Yes
## 2973 No phone service DSL Yes Yes
## 2974 No Fiber optic No Yes
## 2975 Yes Fiber optic Yes Yes
## 2976 No DSL No No
## 2977 Yes No No internet service No internet service
## 2978 No No No internet service No internet service
## 2979 No Fiber optic No Yes
## 2980 No DSL No No
## 2981 Yes No No internet service No internet service
## 2982 No No No internet service No internet service
## 2983 No No No internet service No internet service
## 2984 Yes DSL Yes Yes
## 2985 Yes No No internet service No internet service
## 2986 Yes Fiber optic Yes Yes
## 2987 No Fiber optic No No
## 2988 No No No internet service No internet service
## 2989 Yes Fiber optic Yes Yes
## 2990 No No No internet service No internet service
## 2991 No phone service DSL No No
## 2992 No Fiber optic No No
## 2993 No phone service DSL No Yes
## 2994 No No No internet service No internet service
## 2995 No phone service DSL Yes Yes
## 2996 No phone service DSL No No
## 2997 Yes DSL Yes No
## 2998 Yes Fiber optic No Yes
## 2999 No Fiber optic No Yes
## 3000 No No No internet service No internet service
## 3001 Yes Fiber optic No No
## 3002 No No No internet service No internet service
## 3003 No DSL Yes No
## 3004 Yes Fiber optic No No
## 3005 No Fiber optic No No
## 3006 No No No internet service No internet service
## 3007 Yes Fiber optic No No
## 3008 No Fiber optic No Yes
## 3009 No No No internet service No internet service
## 3010 Yes No No internet service No internet service
## 3011 Yes Fiber optic Yes No
## 3012 No No No internet service No internet service
## 3013 Yes DSL Yes Yes
## 3014 Yes DSL No No
## 3015 Yes Fiber optic No No
## 3016 No DSL Yes Yes
## 3017 No DSL No No
## 3018 No DSL Yes Yes
## 3019 Yes No No internet service No internet service
## 3020 No DSL No Yes
## 3021 No phone service DSL Yes No
## 3022 No No No internet service No internet service
## 3023 No No No internet service No internet service
## 3024 Yes DSL Yes Yes
## 3025 No No No internet service No internet service
## 3026 Yes No No internet service No internet service
## 3027 Yes Fiber optic No No
## 3028 No No No internet service No internet service
## 3029 No phone service DSL Yes Yes
## 3030 Yes DSL No No
## 3031 No Fiber optic No No
## 3032 No Fiber optic No No
## 3033 No No No internet service No internet service
## 3034 Yes Fiber optic Yes Yes
## 3035 Yes Fiber optic No No
## 3036 No Fiber optic No No
## 3037 No phone service DSL Yes No
## 3038 No No No internet service No internet service
## 3039 Yes Fiber optic Yes Yes
## 3040 No phone service DSL Yes Yes
## 3041 Yes Fiber optic No Yes
## 3042 No DSL No Yes
## 3043 No phone service DSL No Yes
## 3044 No phone service DSL No No
## 3045 No DSL No No
## 3046 No DSL No Yes
## 3047 Yes Fiber optic No No
## 3048 No Fiber optic No Yes
## 3049 No DSL No No
## 3050 No No No internet service No internet service
## 3051 No Fiber optic No No
## 3052 Yes DSL Yes Yes
## 3053 Yes DSL Yes No
## 3054 Yes Fiber optic No No
## 3055 Yes Fiber optic No Yes
## 3056 Yes Fiber optic No No
## 3057 Yes DSL Yes No
## 3058 No No No internet service No internet service
## 3059 Yes DSL No No
## 3060 Yes No No internet service No internet service
## 3061 No phone service DSL No No
## 3062 Yes Fiber optic No Yes
## 3063 No phone service DSL No No
## 3064 Yes Fiber optic No No
## 3065 No Fiber optic No No
## 3066 No DSL No No
## 3067 Yes Fiber optic No No
## 3068 No Fiber optic No Yes
## 3069 Yes Fiber optic Yes Yes
## 3070 No No No internet service No internet service
## 3071 No phone service DSL Yes Yes
## 3072 Yes DSL Yes Yes
## 3073 Yes DSL Yes Yes
## 3074 No phone service DSL Yes Yes
## 3075 Yes DSL Yes Yes
## 3076 Yes Fiber optic No Yes
## 3077 No DSL Yes Yes
## 3078 No DSL Yes No
## 3079 Yes Fiber optic No No
## 3080 No DSL No Yes
## 3081 No phone service DSL No No
## 3082 No Fiber optic No No
## 3083 Yes DSL Yes No
## 3084 Yes No No internet service No internet service
## 3085 No No No internet service No internet service
## 3086 Yes Fiber optic No Yes
## 3087 Yes Fiber optic No No
## 3088 Yes Fiber optic No No
## 3089 No DSL Yes No
## 3090 No DSL Yes Yes
## 3091 No DSL No No
## 3092 No No No internet service No internet service
## 3093 No phone service DSL No No
## 3094 No DSL No Yes
## 3095 No DSL No Yes
## 3096 No Fiber optic No No
## 3097 No phone service DSL No Yes
## 3098 No No No internet service No internet service
## 3099 No Fiber optic No Yes
## 3100 No No No internet service No internet service
## 3101 Yes Fiber optic No Yes
## 3102 Yes Fiber optic Yes No
## 3103 No DSL Yes No
## 3104 No No No internet service No internet service
## 3105 Yes Fiber optic No No
## 3106 No DSL No No
## 3107 No No No internet service No internet service
## 3108 Yes Fiber optic Yes Yes
## 3109 No Fiber optic Yes Yes
## 3110 Yes No No internet service No internet service
## 3111 No No No internet service No internet service
## 3112 Yes Fiber optic No Yes
## 3113 Yes Fiber optic Yes Yes
## 3114 Yes Fiber optic No No
## 3115 No DSL No No
## 3116 Yes Fiber optic No Yes
## 3117 No Fiber optic No Yes
## 3118 Yes Fiber optic No Yes
## 3119 No No No internet service No internet service
## 3120 Yes Fiber optic No No
## 3121 Yes No No internet service No internet service
## 3122 No DSL No No
## 3123 No No No internet service No internet service
## 3124 No Fiber optic No No
## 3125 No DSL Yes Yes
## 3126 No No No internet service No internet service
## 3127 No phone service DSL Yes Yes
## 3128 No phone service DSL No Yes
## 3129 No No No internet service No internet service
## 3130 Yes Fiber optic No Yes
## 3131 No DSL Yes No
## 3132 Yes DSL Yes Yes
## 3133 No Fiber optic No No
## 3134 No phone service DSL No Yes
## 3135 No No No internet service No internet service
## 3136 Yes Fiber optic No No
## 3137 No Fiber optic No No
## 3138 Yes Fiber optic No Yes
## 3139 No DSL No No
## 3140 No phone service DSL No No
## 3141 No Fiber optic No No
## 3142 No Fiber optic No Yes
## 3143 No No No internet service No internet service
## 3144 Yes DSL No Yes
## 3145 No No No internet service No internet service
## 3146 No Fiber optic No Yes
## 3147 No Fiber optic No Yes
## 3148 No Fiber optic Yes No
## 3149 No Fiber optic Yes No
## 3150 No DSL No No
## 3151 No phone service DSL No No
## 3152 No Fiber optic Yes No
## 3153 No Fiber optic Yes No
## 3154 Yes DSL Yes No
## 3155 No Fiber optic No Yes
## 3156 No No No internet service No internet service
## 3157 No No No internet service No internet service
## 3158 No DSL No No
## 3159 No DSL No No
## 3160 Yes Fiber optic No No
## 3161 No phone service DSL Yes Yes
## 3162 No No No internet service No internet service
## 3163 Yes DSL No No
## 3164 Yes Fiber optic No Yes
## 3165 No Fiber optic No Yes
## 3166 No No No internet service No internet service
## 3167 No DSL No No
## 3168 No DSL Yes Yes
## 3169 No No No internet service No internet service
## 3170 No DSL No Yes
## 3171 Yes Fiber optic No Yes
## 3172 No No No internet service No internet service
## 3173 No Fiber optic No Yes
## 3174 No No No internet service No internet service
## 3175 No phone service DSL No No
## 3176 No Fiber optic No No
## 3177 Yes No No internet service No internet service
## 3178 No phone service DSL Yes No
## 3179 No Fiber optic Yes No
## 3180 No No No internet service No internet service
## 3181 No No No internet service No internet service
## 3182 Yes DSL Yes Yes
## 3183 No Fiber optic No No
## 3184 No phone service DSL No No
## 3185 Yes DSL No Yes
## 3186 No phone service DSL No No
## 3187 No No No internet service No internet service
## 3188 No Fiber optic No Yes
## 3189 No DSL Yes No
## 3190 No No No internet service No internet service
## 3191 No phone service DSL No No
## 3192 No phone service DSL No Yes
## 3193 No No No internet service No internet service
## 3194 No No No internet service No internet service
## 3195 No phone service DSL No Yes
## 3196 No Fiber optic No Yes
## 3197 No No No internet service No internet service
## 3198 No DSL No Yes
## 3199 Yes Fiber optic No Yes
## 3200 Yes No No internet service No internet service
## 3201 Yes Fiber optic No Yes
## 3202 Yes DSL No Yes
## 3203 No DSL No No
## 3204 Yes DSL Yes Yes
## 3205 No No No internet service No internet service
## 3206 Yes Fiber optic Yes Yes
## 3207 No No No internet service No internet service
## 3208 No No No internet service No internet service
## 3209 Yes DSL No Yes
## 3210 Yes Fiber optic No No
## 3211 No DSL Yes No
## 3212 No No No internet service No internet service
## 3213 No Fiber optic No Yes
## 3214 No phone service DSL Yes No
## 3215 Yes Fiber optic No Yes
## 3216 Yes Fiber optic No Yes
## 3217 No DSL No No
## 3218 No No No internet service No internet service
## 3219 No Fiber optic No Yes
## 3220 Yes No No internet service No internet service
## 3221 Yes DSL Yes No
## 3222 No phone service DSL No No
## 3223 No DSL No No
## 3224 No phone service DSL No Yes
## 3225 Yes DSL No No
## 3226 No DSL Yes No
## 3227 No No No internet service No internet service
## 3228 No DSL No No
## 3229 Yes Fiber optic No Yes
## 3230 Yes Fiber optic No No
## 3231 No No No internet service No internet service
## 3232 No DSL Yes Yes
## 3233 No DSL Yes Yes
## 3234 No phone service DSL No No
## 3235 No No No internet service No internet service
## 3236 No phone service DSL Yes Yes
## 3237 Yes DSL No Yes
## 3238 No No No internet service No internet service
## 3239 No No No internet service No internet service
## 3240 No DSL No No
## 3241 Yes Fiber optic Yes Yes
## 3242 No No No internet service No internet service
## 3243 No No No internet service No internet service
## 3244 No phone service DSL No Yes
## 3245 Yes DSL Yes No
## 3246 No Fiber optic No Yes
## 3247 No DSL No No
## 3248 Yes Fiber optic No Yes
## 3249 Yes Fiber optic No No
## 3250 No DSL No Yes
## 3251 No No No internet service No internet service
## 3252 Yes Fiber optic Yes Yes
## 3253 Yes DSL Yes No
## 3254 Yes Fiber optic Yes No
## 3255 No Fiber optic No Yes
## 3256 Yes Fiber optic Yes Yes
## 3257 No DSL Yes Yes
## 3258 No Fiber optic No Yes
## 3259 No phone service DSL No No
## 3260 No Fiber optic No No
## 3261 No Fiber optic No Yes
## 3262 No DSL Yes Yes
## 3263 Yes Fiber optic No No
## 3264 No Fiber optic No Yes
## 3265 No Fiber optic No No
## 3266 No Fiber optic No No
## 3267 No No No internet service No internet service
## 3268 No No No internet service No internet service
## 3269 Yes DSL Yes No
## 3270 Yes No No internet service No internet service
## 3271 Yes Fiber optic No No
## 3272 Yes Fiber optic No Yes
## 3273 Yes Fiber optic Yes No
## 3274 No Fiber optic No No
## 3275 No Fiber optic No Yes
## 3276 No No No internet service No internet service
## 3277 No Fiber optic No No
## 3278 No No No internet service No internet service
## 3279 Yes DSL No Yes
## 3280 No DSL Yes No
## 3281 No DSL Yes Yes
## 3282 No Fiber optic No Yes
## 3283 Yes Fiber optic No Yes
## 3284 No No No internet service No internet service
## 3285 Yes Fiber optic No No
## 3286 No DSL Yes Yes
## 3287 Yes Fiber optic No No
## 3288 Yes Fiber optic No No
## 3289 No No No internet service No internet service
## 3290 Yes Fiber optic No Yes
## 3291 No phone service DSL Yes No
## 3292 No DSL Yes No
## 3293 No phone service DSL No Yes
## 3294 Yes DSL No Yes
## 3295 No Fiber optic No No
## 3296 Yes DSL Yes Yes
## 3297 No DSL No No
## 3298 Yes DSL Yes No
## 3299 No No No internet service No internet service
## 3300 Yes Fiber optic Yes Yes
## 3301 No No No internet service No internet service
## 3302 No Fiber optic No No
## 3303 Yes Fiber optic No Yes
## 3304 Yes Fiber optic No Yes
## 3305 Yes Fiber optic No Yes
## 3306 Yes Fiber optic No No
## 3307 No Fiber optic No Yes
## 3308 Yes DSL No Yes
## 3309 Yes No No internet service No internet service
## 3310 No No No internet service No internet service
## 3311 No Fiber optic No No
## 3312 No phone service DSL Yes Yes
## 3313 No No No internet service No internet service
## 3314 No No No internet service No internet service
## 3315 No Fiber optic No Yes
## 3316 Yes Fiber optic No Yes
## 3317 No phone service DSL Yes Yes
## 3318 No DSL Yes Yes
## 3319 No phone service DSL No No
## 3320 No DSL Yes No
## 3321 No DSL Yes No
## 3322 Yes No No internet service No internet service
## 3323 Yes Fiber optic No No
## 3324 No No No internet service No internet service
## 3325 No Fiber optic No No
## 3326 Yes Fiber optic No No
## 3327 No DSL No Yes
## 3328 Yes Fiber optic No Yes
## 3329 No Fiber optic No No
## 3330 No DSL No No
## 3331 Yes Fiber optic No No
## 3332 No No No internet service No internet service
## 3333 No DSL No No
## 3334 No No No internet service No internet service
## 3335 Yes Fiber optic No Yes
## 3336 Yes No No internet service No internet service
## 3337 No No No internet service No internet service
## 3338 Yes Fiber optic No No
## 3339 No Fiber optic No No
## 3340 Yes DSL Yes Yes
## 3341 Yes Fiber optic No No
## 3342 No DSL No No
## 3343 No phone service DSL Yes Yes
## 3344 No No No internet service No internet service
## 3345 Yes Fiber optic No No
## 3346 Yes Fiber optic No Yes
## 3347 Yes Fiber optic No No
## 3348 No No No internet service No internet service
## 3349 Yes Fiber optic No Yes
## 3350 Yes Fiber optic No No
## 3351 No DSL No No
## 3352 No DSL No Yes
## 3353 Yes Fiber optic No No
## 3354 No Fiber optic No Yes
## 3355 No phone service DSL Yes No
## 3356 Yes Fiber optic No Yes
## 3357 Yes DSL No No
## 3358 No DSL No No
## 3359 No DSL Yes No
## 3360 No No No internet service No internet service
## 3361 No Fiber optic No No
## 3362 Yes DSL No Yes
## 3363 No DSL Yes Yes
## 3364 No phone service DSL No Yes
## 3365 Yes Fiber optic Yes No
## 3366 No No No internet service No internet service
## 3367 No Fiber optic No No
## 3368 Yes DSL Yes Yes
## 3369 Yes Fiber optic No Yes
## 3370 Yes DSL Yes No
## 3371 No phone service DSL Yes Yes
## 3372 No No No internet service No internet service
## 3373 Yes Fiber optic No Yes
## 3374 Yes Fiber optic No No
## 3375 No DSL Yes Yes
## 3376 No No No internet service No internet service
## 3377 No No No internet service No internet service
## 3378 Yes No No internet service No internet service
## 3379 No DSL Yes Yes
## 3380 No No No internet service No internet service
## 3381 Yes Fiber optic No No
## 3382 No DSL Yes No
## 3383 Yes No No internet service No internet service
## 3384 Yes Fiber optic No No
## 3385 No Fiber optic No No
## 3386 Yes Fiber optic No No
## 3387 Yes DSL Yes No
## 3388 No No No internet service No internet service
## 3389 No DSL Yes No
## 3390 No Fiber optic No No
## 3391 No No No internet service No internet service
## 3392 No No No internet service No internet service
## 3393 No DSL No No
## 3394 Yes Fiber optic No No
## 3395 Yes DSL Yes Yes
## 3396 Yes Fiber optic Yes Yes
## 3397 No Fiber optic Yes Yes
## 3398 Yes DSL Yes Yes
## 3399 Yes Fiber optic Yes Yes
## 3400 Yes DSL No No
## 3401 Yes Fiber optic No No
## 3402 No No No internet service No internet service
## 3403 Yes Fiber optic No Yes
## 3404 No No No internet service No internet service
## 3405 No DSL Yes Yes
## 3406 Yes Fiber optic Yes No
## 3407 No No No internet service No internet service
## 3408 No No No internet service No internet service
## 3409 No DSL No Yes
## 3410 Yes Fiber optic Yes Yes
## 3411 No DSL No No
## 3412 Yes Fiber optic No Yes
## 3413 No DSL Yes Yes
## 3414 No Fiber optic No No
## 3415 No phone service DSL Yes No
## 3416 Yes Fiber optic No No
## 3417 No DSL Yes No
## 3418 No DSL No Yes
## 3419 Yes Fiber optic Yes Yes
## 3420 No Fiber optic No Yes
## 3421 Yes DSL Yes Yes
## 3422 Yes Fiber optic Yes Yes
## 3423 No phone service DSL Yes No
## 3424 No DSL Yes No
## 3425 No Fiber optic No No
## 3426 No Fiber optic No No
## 3427 No Fiber optic No No
## 3428 Yes Fiber optic No No
## 3429 Yes Fiber optic Yes No
## 3430 No No No internet service No internet service
## 3431 No Fiber optic Yes Yes
## 3432 Yes Fiber optic No No
## 3433 Yes DSL Yes Yes
## 3434 Yes Fiber optic Yes Yes
## 3435 No DSL Yes No
## 3436 No Fiber optic No No
## 3437 No No No internet service No internet service
## 3438 Yes DSL No Yes
## 3439 Yes Fiber optic No No
## 3440 Yes Fiber optic No Yes
## 3441 Yes DSL Yes Yes
## 3442 No DSL Yes Yes
## 3443 No Fiber optic No No
## 3444 No Fiber optic Yes Yes
## 3445 No phone service DSL Yes No
## 3446 Yes Fiber optic No Yes
## 3447 Yes Fiber optic Yes Yes
## 3448 Yes Fiber optic No Yes
## 3449 No DSL No No
## 3450 Yes Fiber optic No Yes
## 3451 Yes Fiber optic No Yes
## 3452 No Fiber optic No No
## 3453 No DSL No No
## 3454 Yes Fiber optic No No
## 3455 No phone service DSL No Yes
## 3456 No Fiber optic No No
## 3457 Yes DSL Yes No
## 3458 No No No internet service No internet service
## 3459 No Fiber optic No No
## 3460 Yes No No internet service No internet service
## 3461 No Fiber optic No No
## 3462 No DSL Yes Yes
## 3463 Yes Fiber optic No No
## 3464 Yes Fiber optic Yes No
## 3465 No Fiber optic No Yes
## 3466 No DSL No No
## 3467 Yes No No internet service No internet service
## 3468 No Fiber optic No No
## 3469 No No No internet service No internet service
## 3470 No Fiber optic No No
## 3471 No DSL Yes No
## 3472 No No No internet service No internet service
## 3473 Yes Fiber optic No Yes
## 3474 Yes Fiber optic No No
## 3475 Yes Fiber optic Yes Yes
## 3476 No No No internet service No internet service
## 3477 Yes Fiber optic Yes No
## 3478 Yes Fiber optic No No
## 3479 Yes DSL Yes No
## 3480 No DSL No No
## 3481 No No No internet service No internet service
## 3482 Yes DSL No No
## 3483 No DSL No No
## 3484 No Fiber optic No Yes
## 3485 No Fiber optic Yes No
## 3486 Yes Fiber optic No No
## 3487 Yes Fiber optic Yes Yes
## 3488 No No No internet service No internet service
## 3489 Yes DSL No No
## 3490 Yes DSL Yes Yes
## 3491 No DSL No No
## 3492 No DSL No Yes
## 3493 No phone service DSL No Yes
## 3494 No DSL No No
## 3495 Yes Fiber optic No No
## 3496 Yes Fiber optic No No
## 3497 No Fiber optic Yes No
## 3498 No Fiber optic No No
## 3499 No Fiber optic Yes No
## 3500 No No No internet service No internet service
## 3501 Yes Fiber optic No Yes
## 3502 Yes DSL Yes No
## 3503 No phone service DSL Yes No
## 3504 Yes Fiber optic No Yes
## 3505 No No No internet service No internet service
## 3506 No phone service DSL No No
## 3507 Yes Fiber optic Yes No
## 3508 No No No internet service No internet service
## 3509 Yes Fiber optic Yes Yes
## 3510 No DSL No No
## 3511 Yes Fiber optic No No
## 3512 Yes No No internet service No internet service
## 3513 Yes No No internet service No internet service
## 3514 No No No internet service No internet service
## 3515 Yes Fiber optic Yes No
## 3516 No DSL Yes Yes
## 3517 No DSL No No
## 3518 No Fiber optic Yes Yes
## 3519 No No No internet service No internet service
## 3520 Yes Fiber optic No No
## 3521 No No No internet service No internet service
## 3522 No DSL Yes Yes
## 3523 No No No internet service No internet service
## 3524 Yes Fiber optic Yes Yes
## 3525 Yes Fiber optic No No
## 3526 Yes Fiber optic No Yes
## 3527 No DSL No No
## 3528 Yes Fiber optic No No
## 3529 No No No internet service No internet service
## 3530 No Fiber optic No No
## 3531 Yes DSL No No
## 3532 No No No internet service No internet service
## 3533 No DSL No No
## 3534 No No No internet service No internet service
## 3535 No Fiber optic Yes Yes
## 3536 Yes Fiber optic No Yes
## 3537 Yes Fiber optic No Yes
## 3538 No DSL No Yes
## 3539 No Fiber optic Yes Yes
## 3540 No DSL No No
## 3541 No Fiber optic Yes Yes
## 3542 No phone service DSL Yes No
## 3543 No phone service DSL Yes Yes
## 3544 Yes Fiber optic Yes Yes
## 3545 Yes Fiber optic No Yes
## 3546 Yes Fiber optic No No
## 3547 Yes DSL Yes No
## 3548 Yes DSL Yes Yes
## 3549 Yes Fiber optic Yes No
## 3550 No DSL Yes Yes
## 3551 No Fiber optic No No
## 3552 No Fiber optic No No
## 3553 Yes Fiber optic Yes Yes
## 3554 Yes No No internet service No internet service
## 3555 No Fiber optic No No
## 3556 Yes Fiber optic No No
## 3557 No No No internet service No internet service
## 3558 No phone service DSL Yes Yes
## 3559 Yes Fiber optic No No
## 3560 No No No internet service No internet service
## 3561 No DSL No No
## 3562 Yes Fiber optic No No
## 3563 Yes Fiber optic No Yes
## 3564 Yes Fiber optic Yes No
## 3565 Yes Fiber optic No Yes
## 3566 No DSL No Yes
## 3567 Yes DSL No Yes
## 3568 No Fiber optic No Yes
## 3569 No Fiber optic No Yes
## 3570 No No No internet service No internet service
## 3571 No No No internet service No internet service
## 3572 No DSL No No
## 3573 No Fiber optic No No
## 3574 No No No internet service No internet service
## 3575 No No No internet service No internet service
## 3576 No phone service DSL No No
## 3577 Yes No No internet service No internet service
## 3578 No DSL No Yes
## 3579 No DSL Yes Yes
## 3580 Yes Fiber optic No No
## 3581 No DSL No No
## 3582 No DSL Yes Yes
## 3583 No Fiber optic No No
## 3584 No phone service DSL No Yes
## 3585 No Fiber optic Yes No
## 3586 No Fiber optic Yes No
## 3587 No phone service DSL Yes No
## 3588 Yes Fiber optic No Yes
## 3589 Yes DSL No Yes
## 3590 Yes DSL No No
## 3591 No No No internet service No internet service
## 3592 No Fiber optic Yes Yes
## 3593 No DSL No No
## 3594 No Fiber optic No No
## 3595 No phone service DSL No Yes
## 3596 No Fiber optic No No
## 3597 No DSL Yes Yes
## 3598 No Fiber optic No No
## 3599 No DSL No No
## 3600 Yes DSL Yes Yes
## 3601 Yes Fiber optic No Yes
## 3602 No No No internet service No internet service
## 3603 Yes DSL Yes Yes
## 3604 No DSL No No
## 3605 No No No internet service No internet service
## 3606 No DSL No Yes
## 3607 Yes Fiber optic No No
## 3608 No DSL Yes No
## 3609 Yes Fiber optic No No
## 3610 Yes Fiber optic No Yes
## 3611 Yes Fiber optic No No
## 3612 No Fiber optic No Yes
## 3613 Yes Fiber optic No No
## 3614 No phone service DSL No No
## 3615 No phone service DSL Yes No
## 3616 Yes Fiber optic No Yes
## 3617 No Fiber optic Yes Yes
## 3618 No phone service DSL No No
## 3619 Yes DSL No Yes
## 3620 No DSL Yes Yes
## 3621 No phone service DSL No Yes
## 3622 No phone service DSL No No
## 3623 Yes DSL Yes Yes
## 3624 No Fiber optic No No
## 3625 Yes Fiber optic No Yes
## 3626 No No No internet service No internet service
## 3627 No DSL No Yes
## 3628 No No No internet service No internet service
## 3629 No DSL Yes No
## 3630 Yes No No internet service No internet service
## 3631 No No No internet service No internet service
## 3632 No DSL Yes No
## 3633 Yes Fiber optic No No
## 3634 No Fiber optic No No
## 3635 Yes Fiber optic Yes Yes
## 3636 Yes No No internet service No internet service
## 3637 No No No internet service No internet service
## 3638 No No No internet service No internet service
## 3639 No DSL No Yes
## 3640 Yes Fiber optic No No
## 3641 Yes Fiber optic No Yes
## 3642 No DSL No No
## 3643 Yes Fiber optic No Yes
## 3644 No No No internet service No internet service
## 3645 Yes No No internet service No internet service
## 3646 No No No internet service No internet service
## 3647 No Fiber optic No No
## 3648 No Fiber optic No No
## 3649 Yes Fiber optic No No
## 3650 Yes No No internet service No internet service
## 3651 Yes No No internet service No internet service
## 3652 No No No internet service No internet service
## 3653 No phone service DSL No No
## 3654 No phone service DSL Yes Yes
## 3655 No Fiber optic No Yes
## 3656 No No No internet service No internet service
## 3657 No DSL No Yes
## 3658 Yes No No internet service No internet service
## 3659 No DSL No No
## 3660 Yes Fiber optic Yes Yes
## 3661 No phone service DSL No No
## 3662 No Fiber optic No No
## 3663 No DSL No No
## 3664 No Fiber optic No No
## 3665 No DSL No No
## 3666 Yes Fiber optic Yes Yes
## 3667 Yes Fiber optic No No
## 3668 No Fiber optic No No
## 3669 No DSL Yes No
## 3670 Yes Fiber optic Yes Yes
## 3671 Yes No No internet service No internet service
## 3672 Yes Fiber optic No No
## 3673 Yes DSL No No
## 3674 Yes Fiber optic No Yes
## 3675 No DSL No No
## 3676 No No No internet service No internet service
## 3677 No DSL Yes Yes
## 3678 No phone service DSL No No
## 3679 Yes DSL Yes Yes
## 3680 No No No internet service No internet service
## 3681 No phone service DSL No No
## 3682 Yes Fiber optic No No
## 3683 No Fiber optic No No
## 3684 No DSL Yes No
## 3685 Yes Fiber optic No No
## 3686 No phone service DSL Yes No
## 3687 Yes Fiber optic No No
## 3688 No Fiber optic No Yes
## 3689 Yes Fiber optic No No
## 3690 No Fiber optic No No
## 3691 No phone service DSL No Yes
## 3692 Yes DSL No Yes
## 3693 Yes DSL No Yes
## 3694 Yes DSL Yes No
## 3695 Yes Fiber optic Yes No
## 3696 Yes Fiber optic No Yes
## 3697 No DSL No No
## 3698 Yes Fiber optic Yes No
## 3699 Yes Fiber optic No Yes
## 3700 No DSL No Yes
## 3701 No No No internet service No internet service
## 3702 Yes No No internet service No internet service
## 3703 Yes Fiber optic Yes No
## 3704 No No No internet service No internet service
## 3705 Yes DSL Yes Yes
## 3706 Yes DSL Yes No
## 3707 Yes Fiber optic No No
## 3708 No No No internet service No internet service
## 3709 No No No internet service No internet service
## 3710 Yes DSL No No
## 3711 No No No internet service No internet service
## 3712 Yes DSL Yes Yes
## 3713 No DSL Yes No
## 3714 No Fiber optic No No
## 3715 No DSL Yes Yes
## 3716 No Fiber optic No No
## 3717 Yes Fiber optic No Yes
## 3718 No DSL No No
## 3719 Yes Fiber optic Yes No
## 3720 No No No internet service No internet service
## 3721 No DSL Yes No
## 3722 No No No internet service No internet service
## 3723 No phone service DSL Yes Yes
## 3724 No No No internet service No internet service
## 3725 Yes No No internet service No internet service
## 3726 No Fiber optic No No
## 3727 Yes Fiber optic No No
## 3728 Yes Fiber optic No No
## 3729 Yes DSL Yes Yes
## 3730 No No No internet service No internet service
## 3731 Yes Fiber optic No Yes
## 3732 No Fiber optic No No
## 3733 Yes DSL Yes No
## 3734 No phone service DSL Yes No
## 3735 Yes Fiber optic No Yes
## 3736 Yes Fiber optic No No
## 3737 No No No internet service No internet service
## 3738 Yes DSL No No
## 3739 No phone service DSL No No
## 3740 Yes No No internet service No internet service
## 3741 No Fiber optic No No
## 3742 Yes Fiber optic Yes Yes
## 3743 Yes Fiber optic Yes Yes
## 3744 No DSL Yes No
## 3745 No Fiber optic No Yes
## 3746 No Fiber optic No Yes
## 3747 No Fiber optic No No
## 3748 Yes DSL No Yes
## 3749 No DSL No Yes
## 3750 Yes Fiber optic No No
## 3751 No DSL Yes No
## 3752 Yes Fiber optic Yes No
## 3753 No DSL Yes No
## 3754 No phone service DSL No No
## 3755 No No No internet service No internet service
## 3756 Yes Fiber optic No No
## 3757 No phone service DSL No No
## 3758 No DSL No No
## 3759 No DSL Yes No
## 3760 Yes Fiber optic No No
## 3761 No Fiber optic No No
## 3762 Yes DSL Yes Yes
## 3763 Yes DSL No No
## 3764 No Fiber optic No No
## 3765 Yes No No internet service No internet service
## 3766 Yes No No internet service No internet service
## 3767 No DSL Yes No
## 3768 Yes Fiber optic Yes No
## 3769 Yes Fiber optic No Yes
## 3770 Yes No No internet service No internet service
## 3771 No No No internet service No internet service
## 3772 No Fiber optic No No
## 3773 No Fiber optic Yes No
## 3774 No phone service DSL No No
## 3775 Yes DSL No Yes
## 3776 Yes Fiber optic No No
## 3777 No DSL No No
## 3778 No No No internet service No internet service
## 3779 Yes DSL No No
## 3780 Yes DSL Yes Yes
## 3781 No DSL No No
## 3782 No No No internet service No internet service
## 3783 Yes Fiber optic No No
## 3784 Yes Fiber optic No Yes
## 3785 Yes Fiber optic No No
## 3786 Yes Fiber optic No No
## 3787 Yes Fiber optic No No
## 3788 No Fiber optic No No
## 3789 No Fiber optic Yes Yes
## 3790 No No No internet service No internet service
## 3791 No No No internet service No internet service
## 3792 No Fiber optic No No
## 3793 No Fiber optic No No
## 3794 No No No internet service No internet service
## 3795 No DSL No Yes
## 3796 No Fiber optic No No
## 3797 Yes DSL No No
## 3798 Yes DSL Yes No
## 3799 Yes Fiber optic No No
## 3800 Yes DSL Yes No
## 3801 Yes Fiber optic Yes No
## 3802 Yes Fiber optic No Yes
## 3803 No No No internet service No internet service
## 3804 Yes Fiber optic No Yes
## 3805 Yes Fiber optic No Yes
## 3806 No Fiber optic No No
## 3807 No Fiber optic No Yes
## 3808 Yes Fiber optic No Yes
## 3809 No No No internet service No internet service
## 3810 No No No internet service No internet service
## 3811 No DSL No No
## 3812 No DSL Yes No
## 3813 No No No internet service No internet service
## 3814 Yes Fiber optic No Yes
## 3815 Yes DSL Yes Yes
## 3816 Yes Fiber optic No No
## 3817 Yes DSL Yes Yes
## 3818 No No No internet service No internet service
## 3819 Yes Fiber optic Yes Yes
## 3820 No phone service DSL Yes No
## 3821 Yes Fiber optic Yes Yes
## 3822 Yes Fiber optic No No
## 3823 Yes Fiber optic No Yes
## 3824 Yes DSL Yes Yes
## 3825 No DSL No No
## 3826 No No No internet service No internet service
## 3827 Yes No No internet service No internet service
## 3828 No No No internet service No internet service
## 3829 No No No internet service No internet service
## 3830 Yes Fiber optic No Yes
## 3831 Yes Fiber optic No Yes
## 3832 Yes Fiber optic Yes No
## 3833 Yes DSL No Yes
## 3834 Yes DSL No No
## 3835 No DSL Yes No
## 3836 No No No internet service No internet service
## 3837 Yes DSL No No
## 3838 No Fiber optic No Yes
## 3839 Yes Fiber optic No No
## 3840 No No No internet service No internet service
## 3841 Yes No No internet service No internet service
## 3842 Yes Fiber optic No Yes
## 3843 Yes Fiber optic No No
## 3844 No Fiber optic No No
## 3845 Yes DSL Yes No
## 3846 No Fiber optic No No
## 3847 No DSL No No
## 3848 No No No internet service No internet service
## 3849 No DSL No Yes
## 3850 Yes Fiber optic Yes Yes
## 3851 No DSL Yes Yes
## 3852 No No No internet service No internet service
## 3853 No No No internet service No internet service
## 3854 Yes Fiber optic No No
## 3855 Yes Fiber optic Yes Yes
## 3856 No DSL No Yes
## 3857 Yes Fiber optic No Yes
## 3858 No No No internet service No internet service
## 3859 No DSL Yes Yes
## 3860 Yes Fiber optic No Yes
## 3861 No phone service DSL No No
## 3862 No Fiber optic No Yes
## 3863 Yes No No internet service No internet service
## 3864 Yes Fiber optic No Yes
## 3865 Yes Fiber optic No Yes
## 3866 Yes No No internet service No internet service
## 3867 Yes No No internet service No internet service
## 3868 No DSL No Yes
## 3869 No Fiber optic No Yes
## 3870 Yes Fiber optic No Yes
## 3871 No phone service DSL Yes No
## 3872 Yes Fiber optic No No
## 3873 No Fiber optic No No
## 3874 No phone service DSL Yes No
## 3875 No DSL No No
## 3876 Yes Fiber optic No Yes
## 3877 Yes Fiber optic No Yes
## 3878 No phone service DSL Yes No
## 3879 Yes Fiber optic Yes Yes
## 3880 No DSL No No
## 3881 Yes DSL No No
## 3882 Yes DSL Yes Yes
## 3883 No DSL No No
## 3884 Yes Fiber optic Yes No
## 3885 Yes Fiber optic No No
## 3886 Yes Fiber optic No No
## 3887 Yes Fiber optic Yes Yes
## 3888 No Fiber optic No Yes
## 3889 No Fiber optic No No
## 3890 No No No internet service No internet service
## 3891 Yes Fiber optic No Yes
## 3892 Yes DSL Yes No
## 3893 No No No internet service No internet service
## 3894 No DSL No Yes
## 3895 Yes Fiber optic Yes Yes
## 3896 Yes No No internet service No internet service
## 3897 No No No internet service No internet service
## 3898 Yes Fiber optic Yes Yes
## 3899 Yes No No internet service No internet service
## 3900 Yes Fiber optic Yes Yes
## 3901 No No No internet service No internet service
## 3902 Yes Fiber optic No Yes
## 3903 No phone service DSL Yes No
## 3904 No Fiber optic No Yes
## 3905 No No No internet service No internet service
## 3906 No phone service DSL No No
## 3907 No Fiber optic No No
## 3908 No Fiber optic No No
## 3909 Yes Fiber optic Yes Yes
## 3910 No No No internet service No internet service
## 3911 Yes Fiber optic No Yes
## 3912 No DSL Yes No
## 3913 Yes Fiber optic Yes Yes
## 3914 Yes No No internet service No internet service
## 3915 No No No internet service No internet service
## 3916 No Fiber optic Yes No
## 3917 No Fiber optic No No
## 3918 No Fiber optic No No
## 3919 No Fiber optic No No
## 3920 Yes Fiber optic No No
## 3921 Yes Fiber optic No No
## 3922 Yes DSL Yes Yes
## 3923 Yes Fiber optic No No
## 3924 No Fiber optic No No
## 3925 Yes Fiber optic No No
## 3926 Yes DSL No Yes
## 3927 No phone service DSL No Yes
## 3928 No No No internet service No internet service
## 3929 No Fiber optic No No
## 3930 No DSL No No
## 3931 Yes Fiber optic Yes No
## 3932 No DSL Yes Yes
## 3933 Yes Fiber optic No No
## 3934 No No No internet service No internet service
## 3935 No phone service DSL Yes Yes
## 3936 No No No internet service No internet service
## 3937 No DSL Yes No
## 3938 No No No internet service No internet service
## 3939 No DSL Yes No
## 3940 No Fiber optic No No
## 3941 No phone service DSL No No
## 3942 No No No internet service No internet service
## 3943 No DSL No No
## 3944 No DSL No No
## 3945 No No No internet service No internet service
## 3946 No phone service DSL Yes No
## 3947 No phone service DSL Yes No
## 3948 No DSL Yes No
## 3949 No Fiber optic No No
## 3950 Yes DSL Yes No
## 3951 Yes Fiber optic No No
## 3952 Yes DSL Yes Yes
## 3953 Yes Fiber optic No Yes
## 3954 No Fiber optic No No
## 3955 Yes Fiber optic No No
## 3956 No phone service DSL No No
## 3957 Yes Fiber optic No Yes
## 3958 Yes Fiber optic No No
## 3959 Yes Fiber optic No No
## 3960 No DSL No No
## 3961 No DSL No No
## 3962 No phone service DSL No Yes
## 3963 Yes Fiber optic No No
## 3964 No No No internet service No internet service
## 3965 Yes Fiber optic Yes No
## 3966 Yes Fiber optic No Yes
## 3967 Yes Fiber optic Yes Yes
## 3968 No No No internet service No internet service
## 3969 No No No internet service No internet service
## 3970 No Fiber optic No No
## 3971 No DSL Yes No
## 3972 Yes No No internet service No internet service
## 3973 No DSL Yes No
## 3974 No phone service DSL Yes No
## 3975 Yes DSL Yes No
## 3976 Yes Fiber optic No No
## 3977 No phone service DSL No No
## 3978 No Fiber optic Yes Yes
## 3979 No Fiber optic No No
## 3980 Yes No No internet service No internet service
## 3981 Yes Fiber optic No Yes
## 3982 Yes Fiber optic No No
## 3983 Yes No No internet service No internet service
## 3984 No phone service DSL No No
## 3985 Yes No No internet service No internet service
## 3986 No DSL Yes Yes
## 3987 Yes Fiber optic Yes Yes
## 3988 Yes Fiber optic No No
## 3989 Yes DSL Yes Yes
## 3990 No phone service DSL Yes No
## 3991 No Fiber optic No No
## 3992 Yes Fiber optic No Yes
## 3993 Yes DSL Yes Yes
## 3994 Yes DSL Yes Yes
## 3995 Yes Fiber optic No Yes
## 3996 No Fiber optic Yes No
## 3997 No No No internet service No internet service
## 3998 No DSL No Yes
## 3999 No DSL Yes Yes
## 4000 No Fiber optic No No
## 4001 Yes Fiber optic No No
## 4002 Yes Fiber optic No Yes
## 4003 Yes DSL Yes Yes
## 4004 No No No internet service No internet service
## 4005 Yes DSL Yes Yes
## 4006 Yes No No internet service No internet service
## 4007 No No No internet service No internet service
## 4008 Yes No No internet service No internet service
## 4009 No phone service DSL No No
## 4010 No DSL Yes Yes
## 4011 No No No internet service No internet service
## 4012 No No No internet service No internet service
## 4013 No DSL No Yes
## 4014 Yes DSL No No
## 4015 Yes Fiber optic Yes Yes
## 4016 Yes DSL Yes No
## 4017 No DSL No No
## 4018 Yes DSL Yes No
## 4019 No DSL Yes Yes
## 4020 Yes Fiber optic No Yes
## 4021 No phone service DSL Yes Yes
## 4022 No No No internet service No internet service
## 4023 No No No internet service No internet service
## 4024 No No No internet service No internet service
## 4025 No phone service DSL No No
## 4026 No Fiber optic No No
## 4027 Yes Fiber optic Yes Yes
## 4028 No phone service DSL No No
## 4029 No Fiber optic Yes Yes
## 4030 No phone service DSL Yes Yes
## 4031 No DSL No No
## 4032 Yes Fiber optic No Yes
## 4033 Yes Fiber optic No Yes
## 4034 No DSL Yes Yes
## 4035 No DSL No No
## 4036 Yes Fiber optic No Yes
## 4037 No No No internet service No internet service
## 4038 Yes No No internet service No internet service
## 4039 No No No internet service No internet service
## 4040 Yes Fiber optic No No
## 4041 No phone service DSL Yes No
## 4042 No phone service DSL Yes No
## 4043 No DSL No Yes
## 4044 No phone service DSL Yes No
## 4045 Yes DSL No Yes
## 4046 No Fiber optic No No
## 4047 Yes DSL No No
## 4048 Yes Fiber optic Yes No
## 4049 No phone service DSL Yes No
## 4050 Yes Fiber optic No No
## 4051 Yes Fiber optic No Yes
## 4052 Yes Fiber optic No Yes
## 4053 No phone service DSL No No
## 4054 Yes DSL Yes Yes
## 4055 No phone service DSL No Yes
## 4056 No phone service DSL Yes Yes
## 4057 No phone service DSL No Yes
## 4058 Yes No No internet service No internet service
## 4059 Yes Fiber optic No No
## 4060 No DSL No No
## 4061 Yes DSL No No
## 4062 No DSL Yes No
## 4063 No Fiber optic No No
## 4064 Yes Fiber optic No Yes
## 4065 No DSL Yes No
## 4066 No No No internet service No internet service
## 4067 Yes DSL Yes Yes
## 4068 No DSL Yes Yes
## 4069 No No No internet service No internet service
## 4070 No Fiber optic Yes No
## 4071 Yes Fiber optic No No
## 4072 No phone service DSL Yes No
## 4073 No Fiber optic No No
## 4074 No DSL Yes Yes
## 4075 Yes Fiber optic No No
## 4076 No phone service DSL Yes Yes
## 4077 Yes Fiber optic Yes Yes
## 4078 Yes Fiber optic No No
## 4079 No DSL Yes No
## 4080 Yes Fiber optic Yes No
## 4081 Yes No No internet service No internet service
## 4082 No Fiber optic No No
## 4083 Yes DSL Yes No
## 4084 Yes Fiber optic No Yes
## 4085 No Fiber optic No No
## 4086 No phone service DSL No No
## 4087 Yes DSL Yes Yes
## 4088 No No No internet service No internet service
## 4089 Yes Fiber optic No No
## 4090 Yes Fiber optic No No
## 4091 No DSL Yes No
## 4092 Yes DSL No Yes
## 4093 No No No internet service No internet service
## 4094 Yes Fiber optic No No
## 4095 No Fiber optic No No
## 4096 No Fiber optic Yes No
## 4097 No Fiber optic Yes No
## 4098 No Fiber optic No Yes
## 4099 No No No internet service No internet service
## 4100 No phone service DSL Yes No
## 4101 No No No internet service No internet service
## 4102 No DSL Yes No
## 4103 No DSL No No
## 4104 Yes Fiber optic No No
## 4105 No DSL No Yes
## 4106 Yes Fiber optic Yes No
## 4107 Yes Fiber optic No No
## 4108 Yes Fiber optic Yes Yes
## 4109 No No No internet service No internet service
## 4110 No phone service DSL No No
## 4111 No DSL Yes Yes
## 4112 No DSL No Yes
## 4113 Yes Fiber optic Yes Yes
## 4114 No No No internet service No internet service
## 4115 No No No internet service No internet service
## 4116 Yes DSL Yes No
## 4117 No No No internet service No internet service
## 4118 No Fiber optic Yes No
## 4119 No Fiber optic No Yes
## 4120 No No No internet service No internet service
## 4121 No Fiber optic No No
## 4122 Yes Fiber optic No Yes
## 4123 No DSL Yes Yes
## 4124 No Fiber optic No No
## 4125 Yes Fiber optic No No
## 4126 No Fiber optic Yes Yes
## 4127 No No No internet service No internet service
## 4128 Yes No No internet service No internet service
## 4129 No phone service DSL No Yes
## 4130 No Fiber optic No No
## 4131 No phone service DSL No Yes
## 4132 No No No internet service No internet service
## 4133 No phone service DSL No No
## 4134 Yes Fiber optic No Yes
## 4135 Yes Fiber optic No Yes
## 4136 Yes DSL Yes Yes
## 4137 No No No internet service No internet service
## 4138 No No No internet service No internet service
## 4139 No Fiber optic No No
## 4140 Yes Fiber optic No Yes
## 4141 Yes Fiber optic No Yes
## 4142 No phone service DSL No No
## 4143 No DSL Yes Yes
## 4144 Yes Fiber optic No No
## 4145 Yes Fiber optic Yes No
## 4146 No DSL Yes Yes
## 4147 Yes Fiber optic No No
## 4148 Yes No No internet service No internet service
## 4149 No No No internet service No internet service
## 4150 No phone service DSL No Yes
## 4151 No Fiber optic No No
## 4152 No phone service DSL No Yes
## 4153 Yes DSL Yes No
## 4154 No No No internet service No internet service
## 4155 Yes Fiber optic No No
## 4156 Yes Fiber optic Yes Yes
## 4157 No No No internet service No internet service
## 4158 No DSL No No
## 4159 Yes No No internet service No internet service
## 4160 Yes Fiber optic Yes Yes
## 4161 No DSL Yes No
## 4162 No DSL No No
## 4163 No phone service DSL Yes Yes
## 4164 Yes DSL Yes Yes
## 4165 Yes Fiber optic No Yes
## 4166 Yes Fiber optic No No
## 4167 No No No internet service No internet service
## 4168 Yes DSL No No
## 4169 No phone service DSL Yes No
## 4170 No Fiber optic No Yes
## 4171 Yes Fiber optic Yes Yes
## 4172 No No No internet service No internet service
## 4173 No No No internet service No internet service
## 4174 Yes Fiber optic No No
## 4175 No phone service DSL No No
## 4176 No No No internet service No internet service
## 4177 No No No internet service No internet service
## 4178 No DSL No No
## 4179 No phone service DSL Yes Yes
## 4180 Yes Fiber optic No No
## 4181 No phone service DSL No No
## 4182 Yes Fiber optic No No
## 4183 Yes Fiber optic No No
## 4184 No phone service DSL No Yes
## 4185 Yes Fiber optic No No
## 4186 No No No internet service No internet service
## 4187 Yes Fiber optic No No
## 4188 No No No internet service No internet service
## 4189 Yes Fiber optic No No
## 4190 Yes DSL Yes Yes
## 4191 Yes Fiber optic Yes No
## 4192 Yes Fiber optic No Yes
## 4193 No No No internet service No internet service
## 4194 No No No internet service No internet service
## 4195 Yes No No internet service No internet service
## 4196 Yes DSL Yes No
## 4197 Yes No No internet service No internet service
## 4198 Yes Fiber optic No No
## 4199 Yes No No internet service No internet service
## 4200 Yes Fiber optic No No
## 4201 No phone service DSL Yes No
## 4202 No No No internet service No internet service
## 4203 No No No internet service No internet service
## 4204 No No No internet service No internet service
## 4205 No Fiber optic No Yes
## 4206 Yes DSL Yes No
## 4207 Yes Fiber optic Yes Yes
## 4208 No phone service DSL Yes No
## 4209 No phone service DSL No Yes
## 4210 No DSL No Yes
## 4211 Yes DSL No No
## 4212 Yes Fiber optic No Yes
## 4213 No Fiber optic No No
## 4214 No DSL No No
## 4215 Yes Fiber optic No Yes
## 4216 Yes Fiber optic No Yes
## 4217 Yes DSL Yes Yes
## 4218 Yes Fiber optic No No
## 4219 Yes No No internet service No internet service
## 4220 No Fiber optic No Yes
## 4221 No No No internet service No internet service
## 4222 No No No internet service No internet service
## 4223 No Fiber optic Yes Yes
## 4224 No Fiber optic No No
## 4225 No No No internet service No internet service
## 4226 No No No internet service No internet service
## 4227 Yes Fiber optic No No
## 4228 No DSL Yes Yes
## 4229 No Fiber optic No No
## 4230 Yes Fiber optic Yes Yes
## 4231 No Fiber optic Yes No
## 4232 Yes DSL Yes Yes
## 4233 No Fiber optic No No
## 4234 No phone service DSL Yes No
## 4235 No No No internet service No internet service
## 4236 Yes Fiber optic Yes Yes
## 4237 No No No internet service No internet service
## 4238 No DSL No No
## 4239 No No No internet service No internet service
## 4240 No phone service DSL No Yes
## 4241 Yes Fiber optic No Yes
## 4242 No DSL Yes Yes
## 4243 No No No internet service No internet service
## 4244 No DSL Yes No
## 4245 No No No internet service No internet service
## 4246 No No No internet service No internet service
## 4247 Yes Fiber optic Yes Yes
## 4248 No Fiber optic Yes Yes
## 4249 Yes Fiber optic No Yes
## 4250 No DSL No Yes
## 4251 Yes Fiber optic Yes Yes
## 4252 No phone service DSL Yes Yes
## 4253 Yes DSL No No
## 4254 Yes Fiber optic No No
## 4255 Yes Fiber optic Yes Yes
## 4256 Yes DSL No No
## 4257 Yes No No internet service No internet service
## 4258 No Fiber optic No Yes
## 4259 Yes Fiber optic Yes No
## 4260 No No No internet service No internet service
## 4261 No DSL No No
## 4262 No DSL No Yes
## 4263 No DSL Yes No
## 4264 Yes Fiber optic Yes Yes
## 4265 Yes Fiber optic No Yes
## 4266 Yes Fiber optic No No
## 4267 Yes Fiber optic Yes Yes
## 4268 Yes DSL Yes Yes
## 4269 No Fiber optic No Yes
## 4270 Yes Fiber optic Yes Yes
## 4271 Yes DSL Yes Yes
## 4272 No No No internet service No internet service
## 4273 Yes No No internet service No internet service
## 4274 Yes Fiber optic No No
## 4275 No No No internet service No internet service
## 4276 Yes No No internet service No internet service
## 4277 No DSL No Yes
## 4278 No No No internet service No internet service
## 4279 No Fiber optic No Yes
## 4280 Yes No No internet service No internet service
## 4281 No No No internet service No internet service
## 4282 No phone service DSL Yes Yes
## 4283 Yes Fiber optic No No
## 4284 No Fiber optic No No
## 4285 No Fiber optic No No
## 4286 Yes DSL Yes Yes
## 4287 Yes Fiber optic Yes No
## 4288 Yes Fiber optic No No
## 4289 Yes Fiber optic No No
## 4290 No No No internet service No internet service
## 4291 No phone service DSL No No
## 4292 Yes Fiber optic Yes Yes
## 4293 Yes Fiber optic No No
## 4294 No Fiber optic No No
## 4295 No Fiber optic Yes No
## 4296 No DSL Yes Yes
## 4297 Yes DSL Yes No
## 4298 Yes DSL Yes No
## 4299 No DSL No No
## 4300 Yes DSL Yes Yes
## 4301 Yes No No internet service No internet service
## 4302 No No No internet service No internet service
## 4303 No Fiber optic Yes No
## 4304 Yes No No internet service No internet service
## 4305 No No No internet service No internet service
## 4306 No No No internet service No internet service
## 4307 Yes Fiber optic Yes Yes
## 4308 Yes Fiber optic No No
## 4309 No Fiber optic No No
## 4310 No phone service DSL No No
## 4311 No phone service DSL Yes Yes
## 4312 No phone service DSL No Yes
## 4313 No DSL No Yes
## 4314 No Fiber optic No Yes
## 4315 Yes Fiber optic No Yes
## 4316 No Fiber optic No No
## 4317 Yes DSL Yes Yes
## 4318 No No No internet service No internet service
## 4319 No DSL No Yes
## 4320 Yes Fiber optic Yes No
## 4321 No No No internet service No internet service
## 4322 Yes Fiber optic No No
## 4323 No Fiber optic No No
## 4324 Yes Fiber optic No No
## 4325 No DSL Yes No
## 4326 No No No internet service No internet service
## 4327 No Fiber optic No No
## 4328 No Fiber optic No No
## 4329 Yes DSL No No
## 4330 Yes Fiber optic Yes No
## 4331 No Fiber optic No Yes
## 4332 Yes No No internet service No internet service
## 4333 Yes DSL Yes No
## 4334 Yes Fiber optic Yes Yes
## 4335 No Fiber optic Yes No
## 4336 No Fiber optic No No
## 4337 Yes Fiber optic Yes Yes
## 4338 Yes Fiber optic No Yes
## 4339 No phone service DSL No No
## 4340 Yes DSL No No
## 4341 No DSL No No
## 4342 No DSL No No
## 4343 Yes DSL Yes No
## 4344 Yes Fiber optic No No
## 4345 Yes DSL No Yes
## 4346 No No No internet service No internet service
## 4347 Yes DSL Yes Yes
## 4348 No Fiber optic No Yes
## 4349 No No No internet service No internet service
## 4350 Yes Fiber optic Yes No
## 4351 No DSL No No
## 4352 No No No internet service No internet service
## 4353 Yes Fiber optic Yes Yes
## 4354 No Fiber optic No No
## 4355 No No No internet service No internet service
## 4356 Yes DSL No No
## 4357 No No No internet service No internet service
## 4358 No No No internet service No internet service
## 4359 No DSL No No
## 4360 Yes Fiber optic No Yes
## 4361 Yes Fiber optic Yes No
## 4362 No DSL Yes Yes
## 4363 No No No internet service No internet service
## 4364 Yes Fiber optic No No
## 4365 Yes DSL Yes Yes
## 4366 Yes DSL No No
## 4367 Yes Fiber optic Yes No
## 4368 No DSL No No
## 4369 No Fiber optic No No
## 4370 No phone service DSL No No
## 4371 No DSL Yes No
## 4372 Yes No No internet service No internet service
## 4373 No No No internet service No internet service
## 4374 No No No internet service No internet service
## 4375 No No No internet service No internet service
## 4376 Yes Fiber optic Yes Yes
## 4377 No Fiber optic Yes Yes
## 4378 No Fiber optic No No
## 4379 No No No internet service No internet service
## 4380 Yes Fiber optic No No
## 4381 No No No internet service No internet service
## 4382 Yes Fiber optic No No
## 4383 Yes DSL No No
## 4384 Yes DSL Yes Yes
## 4385 No Fiber optic No Yes
## 4386 No No No internet service No internet service
## 4387 No DSL Yes Yes
## 4388 No No No internet service No internet service
## 4389 No No No internet service No internet service
## 4390 Yes Fiber optic Yes No
## 4391 No DSL Yes Yes
## 4392 No DSL No No
## 4393 No No No internet service No internet service
## 4394 Yes Fiber optic No No
## 4395 Yes DSL No No
## 4396 Yes Fiber optic No Yes
## 4397 No phone service DSL No No
## 4398 Yes Fiber optic Yes Yes
## 4399 Yes DSL Yes No
## 4400 Yes Fiber optic Yes Yes
## 4401 No phone service DSL No No
## 4402 Yes Fiber optic Yes Yes
## 4403 No phone service DSL Yes Yes
## 4404 Yes DSL No Yes
## 4405 No Fiber optic No Yes
## 4406 No Fiber optic No Yes
## 4407 Yes DSL Yes Yes
## 4408 No No No internet service No internet service
## 4409 Yes DSL Yes No
## 4410 No phone service DSL Yes Yes
## 4411 No Fiber optic No Yes
## 4412 No phone service DSL Yes No
## 4413 Yes No No internet service No internet service
## 4414 No Fiber optic No Yes
## 4415 No No No internet service No internet service
## 4416 Yes DSL Yes Yes
## 4417 Yes DSL No Yes
## 4418 No Fiber optic No No
## 4419 No DSL Yes Yes
## 4420 No No No internet service No internet service
## 4421 No DSL Yes No
## 4422 Yes Fiber optic No Yes
## 4423 No Fiber optic No Yes
## 4424 No DSL No Yes
## 4425 No phone service DSL No No
## 4426 Yes DSL Yes Yes
## 4427 Yes Fiber optic No No
## 4428 No Fiber optic No No
## 4429 Yes Fiber optic No No
## 4430 Yes DSL Yes Yes
## 4431 No DSL Yes Yes
## 4432 No Fiber optic No No
## 4433 No phone service DSL Yes Yes
## 4434 Yes Fiber optic No No
## 4435 Yes Fiber optic Yes Yes
## 4436 Yes Fiber optic No Yes
## 4437 No DSL Yes Yes
## 4438 Yes Fiber optic No No
## 4439 Yes No No internet service No internet service
## 4440 No No No internet service No internet service
## 4441 No DSL No Yes
## 4442 No No No internet service No internet service
## 4443 No Fiber optic No No
## 4444 No DSL No No
## 4445 No No No internet service No internet service
## 4446 Yes Fiber optic Yes Yes
## 4447 No Fiber optic No No
## 4448 Yes Fiber optic Yes Yes
## 4449 Yes Fiber optic No Yes
## 4450 Yes Fiber optic No Yes
## 4451 Yes DSL No Yes
## 4452 Yes Fiber optic No No
## 4453 No DSL Yes Yes
## 4454 Yes Fiber optic No No
## 4455 No No No internet service No internet service
## 4456 No DSL No No
## 4457 Yes No No internet service No internet service
## 4458 No Fiber optic Yes No
## 4459 Yes Fiber optic No Yes
## 4460 Yes Fiber optic No Yes
## 4461 No Fiber optic No No
## 4462 No Fiber optic No No
## 4463 Yes Fiber optic No No
## 4464 No Fiber optic No No
## 4465 No Fiber optic Yes No
## 4466 No phone service DSL No No
## 4467 No Fiber optic No No
## 4468 Yes DSL No No
## 4469 Yes No No internet service No internet service
## 4470 No Fiber optic Yes Yes
## 4471 No DSL No No
## 4472 Yes Fiber optic Yes No
## 4473 No Fiber optic Yes No
## 4474 Yes Fiber optic No No
## 4475 No phone service DSL No No
## 4476 No No No internet service No internet service
## 4477 No No No internet service No internet service
## 4478 No DSL Yes No
## 4479 No DSL No No
## 4480 Yes No No internet service No internet service
## 4481 No Fiber optic No No
## 4482 No phone service DSL Yes No
## 4483 Yes Fiber optic No No
## 4484 Yes No No internet service No internet service
## 4485 No Fiber optic No No
## 4486 Yes DSL Yes Yes
## 4487 Yes Fiber optic No No
## 4488 Yes No No internet service No internet service
## 4489 No Fiber optic Yes No
## 4490 Yes DSL No Yes
## 4491 Yes Fiber optic Yes Yes
## 4492 No No No internet service No internet service
## 4493 Yes No No internet service No internet service
## 4494 Yes No No internet service No internet service
## 4495 No Fiber optic No Yes
## 4496 No Fiber optic No No
## 4497 Yes DSL Yes Yes
## 4498 No Fiber optic No Yes
## 4499 No No No internet service No internet service
## 4500 Yes Fiber optic Yes No
## 4501 No Fiber optic No Yes
## 4502 No No No internet service No internet service
## 4503 Yes Fiber optic No No
## 4504 Yes Fiber optic Yes Yes
## 4505 No No No internet service No internet service
## 4506 Yes No No internet service No internet service
## 4507 Yes DSL No Yes
## 4508 No DSL Yes No
## 4509 No No No internet service No internet service
## 4510 No Fiber optic No Yes
## 4511 Yes DSL No Yes
## 4512 No DSL No Yes
## 4513 Yes DSL No Yes
## 4514 Yes DSL Yes Yes
## 4515 No Fiber optic No No
## 4516 No Fiber optic No Yes
## 4517 Yes DSL Yes Yes
## 4518 Yes Fiber optic No No
## 4519 Yes Fiber optic No No
## 4520 Yes Fiber optic No Yes
## 4521 No No No internet service No internet service
## 4522 No phone service DSL Yes Yes
## 4523 No No No internet service No internet service
## 4524 No Fiber optic Yes No
## 4525 Yes Fiber optic Yes Yes
## 4526 No Fiber optic Yes Yes
## 4527 No Fiber optic Yes No
## 4528 No Fiber optic No No
## 4529 No Fiber optic No Yes
## 4530 No DSL No No
## 4531 No No No internet service No internet service
## 4532 Yes Fiber optic No No
## 4533 Yes Fiber optic No Yes
## 4534 Yes Fiber optic No Yes
## 4535 No DSL No No
## 4536 Yes Fiber optic No No
## 4537 No Fiber optic No No
## 4538 No phone service DSL No Yes
## 4539 No Fiber optic No No
## 4540 Yes DSL Yes No
## 4541 No No No internet service No internet service
## 4542 Yes DSL No No
## 4543 Yes Fiber optic No No
## 4544 No No No internet service No internet service
## 4545 No Fiber optic No No
## 4546 No DSL No No
## 4547 Yes Fiber optic No Yes
## 4548 Yes Fiber optic Yes Yes
## 4549 No Fiber optic No Yes
## 4550 Yes Fiber optic No Yes
## 4551 Yes No No internet service No internet service
## 4552 Yes Fiber optic No Yes
## 4553 No No No internet service No internet service
## 4554 Yes Fiber optic Yes Yes
## 4555 No Fiber optic Yes Yes
## 4556 No No No internet service No internet service
## 4557 No Fiber optic No No
## 4558 No phone service DSL No No
## 4559 Yes Fiber optic No No
## 4560 No No No internet service No internet service
## 4561 Yes Fiber optic No No
## 4562 Yes DSL No Yes
## 4563 Yes Fiber optic Yes Yes
## 4564 Yes Fiber optic No Yes
## 4565 No No No internet service No internet service
## 4566 No phone service DSL Yes Yes
## 4567 No Fiber optic No Yes
## 4568 Yes Fiber optic No Yes
## 4569 No Fiber optic No Yes
## 4570 No DSL Yes No
## 4571 No No No internet service No internet service
## 4572 No Fiber optic No No
## 4573 Yes Fiber optic No Yes
## 4574 No No No internet service No internet service
## 4575 Yes Fiber optic No Yes
## 4576 Yes No No internet service No internet service
## 4577 No No No internet service No internet service
## 4578 Yes Fiber optic Yes No
## 4579 No DSL No No
## 4580 Yes Fiber optic No Yes
## 4581 No No No internet service No internet service
## 4582 No No No internet service No internet service
## 4583 Yes DSL Yes Yes
## 4584 Yes DSL Yes Yes
## 4585 Yes DSL Yes No
## 4586 Yes Fiber optic No No
## 4587 Yes Fiber optic Yes Yes
## 4588 No Fiber optic No No
## 4589 Yes Fiber optic No No
## 4590 No No No internet service No internet service
## 4591 Yes Fiber optic Yes No
## 4592 No No No internet service No internet service
## 4593 Yes No No internet service No internet service
## 4594 No No No internet service No internet service
## 4595 No Fiber optic No Yes
## 4596 Yes DSL No Yes
## 4597 Yes Fiber optic No No
## 4598 No Fiber optic No No
## 4599 Yes DSL Yes No
## 4600 No DSL No No
## 4601 Yes Fiber optic Yes Yes
## 4602 Yes Fiber optic No No
## 4603 Yes No No internet service No internet service
## 4604 No phone service DSL Yes No
## 4605 No Fiber optic No Yes
## 4606 Yes DSL No Yes
## 4607 Yes No No internet service No internet service
## 4608 No DSL No No
## 4609 Yes DSL No No
## 4610 Yes DSL No No
## 4611 Yes Fiber optic Yes Yes
## 4612 Yes No No internet service No internet service
## 4613 No phone service DSL No Yes
## 4614 Yes Fiber optic No Yes
## 4615 No No No internet service No internet service
## 4616 Yes DSL Yes Yes
## 4617 No DSL No No
## 4618 No No No internet service No internet service
## 4619 No Fiber optic No No
## 4620 Yes Fiber optic No No
## 4621 Yes Fiber optic Yes Yes
## 4622 No DSL Yes No
## 4623 No Fiber optic No No
## 4624 Yes Fiber optic No Yes
## 4625 No Fiber optic No No
## 4626 No Fiber optic No No
## 4627 Yes Fiber optic No No
## 4628 Yes Fiber optic Yes Yes
## 4629 No DSL Yes No
## 4630 No No No internet service No internet service
## 4631 Yes DSL Yes Yes
## 4632 Yes Fiber optic No No
## 4633 No No No internet service No internet service
## 4634 Yes No No internet service No internet service
## 4635 No No No internet service No internet service
## 4636 No No No internet service No internet service
## 4637 No No No internet service No internet service
## 4638 No DSL Yes Yes
## 4639 Yes Fiber optic No No
## 4640 Yes Fiber optic No No
## 4641 No Fiber optic No No
## 4642 No phone service DSL No No
## 4643 No DSL Yes No
## 4644 Yes DSL No No
## 4645 No DSL No No
## 4646 Yes Fiber optic No Yes
## 4647 No Fiber optic No No
## 4648 No DSL No No
## 4649 No Fiber optic No No
## 4650 Yes Fiber optic Yes Yes
## 4651 Yes No No internet service No internet service
## 4652 No Fiber optic Yes No
## 4653 No No No internet service No internet service
## 4654 No phone service DSL No No
## 4655 No No No internet service No internet service
## 4656 Yes DSL Yes No
## 4657 Yes Fiber optic No No
## 4658 No phone service DSL No No
## 4659 No DSL No No
## 4660 Yes Fiber optic Yes No
## 4661 No No No internet service No internet service
## 4662 Yes DSL Yes Yes
## 4663 No No No internet service No internet service
## 4664 Yes Fiber optic No No
## 4665 Yes Fiber optic No No
## 4666 No phone service DSL Yes Yes
## 4667 No No No internet service No internet service
## 4668 No No No internet service No internet service
## 4669 No DSL Yes No
## 4670 No No No internet service No internet service
## 4671 No phone service DSL Yes Yes
## 4672 Yes Fiber optic No Yes
## 4673 No DSL No No
## 4674 Yes Fiber optic Yes Yes
## 4675 No DSL No No
## 4676 Yes Fiber optic No No
## 4677 No No No internet service No internet service
## 4678 No Fiber optic No Yes
## 4679 Yes Fiber optic No No
## 4680 Yes DSL Yes Yes
## 4681 Yes DSL Yes Yes
## 4682 Yes Fiber optic No No
## 4683 Yes Fiber optic No No
## 4684 Yes Fiber optic No No
## 4685 No Fiber optic No Yes
## 4686 Yes Fiber optic No Yes
## 4687 Yes Fiber optic Yes Yes
## 4688 No Fiber optic No No
## 4689 Yes Fiber optic Yes No
## 4690 No No No internet service No internet service
## 4691 No DSL No No
## 4692 Yes Fiber optic No No
## 4693 No Fiber optic Yes No
## 4694 Yes No No internet service No internet service
## 4695 No No No internet service No internet service
## 4696 No No No internet service No internet service
## 4697 No Fiber optic No No
## 4698 No Fiber optic No No
## 4699 Yes DSL No Yes
## 4700 Yes Fiber optic Yes Yes
## 4701 No DSL No No
## 4702 Yes Fiber optic No Yes
## 4703 No phone service DSL No Yes
## 4704 Yes Fiber optic Yes No
## 4705 Yes DSL Yes Yes
## 4706 No Fiber optic Yes Yes
## 4707 No DSL No No
## 4708 Yes Fiber optic Yes Yes
## 4709 No DSL Yes Yes
## 4710 Yes Fiber optic Yes Yes
## 4711 No phone service DSL No Yes
## 4712 No No No internet service No internet service
## 4713 Yes Fiber optic Yes Yes
## 4714 Yes Fiber optic No No
## 4715 Yes DSL Yes Yes
## 4716 Yes DSL Yes Yes
## 4717 Yes DSL Yes Yes
## 4718 Yes Fiber optic Yes No
## 4719 No No No internet service No internet service
## 4720 Yes Fiber optic No No
## 4721 Yes Fiber optic No No
## 4722 No No No internet service No internet service
## 4723 No DSL No Yes
## 4724 No Fiber optic No Yes
## 4725 Yes DSL Yes Yes
## 4726 Yes DSL No No
## 4727 No phone service DSL Yes Yes
## 4728 No No No internet service No internet service
## 4729 No phone service DSL Yes No
## 4730 No phone service DSL No Yes
## 4731 Yes Fiber optic No No
## 4732 No No No internet service No internet service
## 4733 No No No internet service No internet service
## 4734 No Fiber optic Yes Yes
## 4735 No DSL Yes No
## 4736 Yes DSL No Yes
## 4737 Yes DSL Yes Yes
## 4738 Yes Fiber optic Yes Yes
## 4739 Yes Fiber optic No Yes
## 4740 Yes Fiber optic Yes No
## 4741 No phone service DSL Yes No
## 4742 No Fiber optic No Yes
## 4743 No No No internet service No internet service
## 4744 Yes DSL No Yes
## 4745 No No No internet service No internet service
## 4746 Yes Fiber optic No No
## 4747 Yes Fiber optic No No
## 4748 No No No internet service No internet service
## 4749 No No No internet service No internet service
## 4750 No DSL No No
## 4751 No phone service DSL Yes Yes
## 4752 Yes No No internet service No internet service
## 4753 No No No internet service No internet service
## 4754 No Fiber optic No No
## 4755 Yes No No internet service No internet service
## 4756 No Fiber optic No No
## 4757 No DSL Yes Yes
## 4758 Yes DSL No Yes
## 4759 No No No internet service No internet service
## 4760 No Fiber optic No No
## 4761 No DSL Yes Yes
## DeviceProtection TechSupport StreamingTV
## 1 No No No
## 2 Yes No No
## 3 No No No
## 4 Yes Yes No
## 5 No No No
## 6 Yes No Yes
## 7 No No Yes
## 8 No No No
## 9 Yes Yes Yes
## 10 No No No
## 11 No No No
## 12 No internet service No internet service No internet service
## 13 Yes No Yes
## 14 Yes No Yes
## 15 Yes Yes Yes
## 16 Yes Yes Yes
## 17 No internet service No internet service No internet service
## 18 Yes No Yes
## 19 Yes Yes No
## 20 Yes No No
## 21 Yes No No
## 22 No internet service No internet service No internet service
## 23 No internet service No internet service No internet service
## 24 No Yes No
## 25 No Yes No
## 26 No No No
## 27 No No Yes
## 28 No No No
## 29 Yes Yes Yes
## 30 No No Yes
## 31 Yes Yes No
## 32 Yes No Yes
## 33 Yes Yes No
## 34 No internet service No internet service No internet service
## 35 No No No
## 36 No Yes Yes
## 37 No No No
## 38 Yes No No
## 39 Yes No Yes
## 40 Yes No Yes
## 41 No No No
## 42 No No Yes
## 43 No internet service No internet service No internet service
## 44 Yes Yes Yes
## 45 No Yes Yes
## 46 No No No
## 47 No No No
## 48 No No Yes
## 49 No Yes Yes
## 50 Yes Yes No
## 51 No No Yes
## 52 No No Yes
## 53 No Yes Yes
## 54 No No No
## 55 Yes Yes No
## 56 No No Yes
## 57 No No Yes
## 58 Yes Yes Yes
## 59 No internet service No internet service No internet service
## 60 Yes Yes Yes
## 61 Yes No Yes
## 62 No No Yes
## 63 Yes No No
## 64 Yes Yes No
## 65 No No Yes
## 66 No Yes Yes
## 67 No No No
## 68 Yes Yes Yes
## 69 No internet service No internet service No internet service
## 70 Yes No No
## 71 No Yes No
## 72 No internet service No internet service No internet service
## 73 Yes Yes Yes
## 74 No internet service No internet service No internet service
## 75 No Yes No
## 76 Yes No Yes
## 77 No No No
## 78 No No No
## 79 No No Yes
## 80 No internet service No internet service No internet service
## 81 No No Yes
## 82 No No Yes
## 83 Yes No No
## 84 Yes Yes Yes
## 85 No internet service No internet service No internet service
## 86 No No Yes
## 87 No No Yes
## 88 No internet service No internet service No internet service
## 89 No internet service No internet service No internet service
## 90 No No Yes
## 91 Yes No No
## 92 No Yes No
## 93 Yes Yes Yes
## 94 Yes No Yes
## 95 Yes No Yes
## 96 No No No
## 97 No Yes No
## 98 No internet service No internet service No internet service
## 99 No internet service No internet service No internet service
## 100 Yes No Yes
## 101 No internet service No internet service No internet service
## 102 No internet service No internet service No internet service
## 103 Yes Yes Yes
## 104 Yes No Yes
## 105 Yes Yes Yes
## 106 No No No
## 107 No No Yes
## 108 No No No
## 109 No No Yes
## 110 No internet service No internet service No internet service
## 111 No No Yes
## 112 Yes Yes No
## 113 Yes No Yes
## 114 No No No
## 115 No Yes Yes
## 116 No No Yes
## 117 No No No
## 118 No No Yes
## 119 No internet service No internet service No internet service
## 120 No Yes No
## 121 Yes No Yes
## 122 No internet service No internet service No internet service
## 123 No No No
## 124 No No No
## 125 No internet service No internet service No internet service
## 126 No Yes Yes
## 127 Yes No No
## 128 No internet service No internet service No internet service
## 129 No internet service No internet service No internet service
## 130 No No Yes
## 131 No No No
## 132 Yes No Yes
## 133 No Yes No
## 134 No No No
## 135 No No No
## 136 No internet service No internet service No internet service
## 137 No No No
## 138 No internet service No internet service No internet service
## 139 No internet service No internet service No internet service
## 140 No No No
## 141 Yes Yes Yes
## 142 No Yes No
## 143 No No Yes
## 144 No No No
## 145 No internet service No internet service No internet service
## 146 No Yes Yes
## 147 No internet service No internet service No internet service
## 148 No No No
## 149 Yes No Yes
## 150 Yes Yes No
## 151 No Yes Yes
## 152 No No Yes
## 153 Yes No Yes
## 154 Yes Yes Yes
## 155 No internet service No internet service No internet service
## 156 No No No
## 157 No No Yes
## 158 No internet service No internet service No internet service
## 159 Yes No Yes
## 160 No internet service No internet service No internet service
## 161 No No No
## 162 No No No
## 163 No No No
## 164 Yes Yes No
## 165 No internet service No internet service No internet service
## 166 No internet service No internet service No internet service
## 167 No No No
## 168 Yes Yes Yes
## 169 Yes No No
## 170 No internet service No internet service No internet service
## 171 Yes Yes No
## 172 Yes Yes Yes
## 173 Yes Yes Yes
## 174 Yes No Yes
## 175 No internet service No internet service No internet service
## 176 No internet service No internet service No internet service
## 177 No No No
## 178 No No No
## 179 Yes No Yes
## 180 No internet service No internet service No internet service
## 181 No No No
## 182 No No No
## 183 No No No
## 184 Yes No Yes
## 185 Yes No No
## 186 No No No
## 187 No No No
## 188 No Yes No
## 189 No internet service No internet service No internet service
## 190 No No No
## 191 No Yes No
## 192 Yes No No
## 193 No internet service No internet service No internet service
## 194 Yes No Yes
## 195 No internet service No internet service No internet service
## 196 No Yes Yes
## 197 No internet service No internet service No internet service
## 198 Yes Yes Yes
## 199 Yes Yes Yes
## 200 No internet service No internet service No internet service
## 201 No Yes Yes
## 202 No Yes No
## 203 Yes No Yes
## 204 No No Yes
## 205 No No No
## 206 No Yes No
## 207 Yes Yes No
## 208 No No No
## 209 Yes Yes Yes
## 210 Yes Yes Yes
## 211 No No No
## 212 No No No
## 213 No internet service No internet service No internet service
## 214 No internet service No internet service No internet service
## 215 No No No
## 216 Yes No Yes
## 217 Yes Yes No
## 218 Yes Yes Yes
## 219 Yes Yes Yes
## 220 No No Yes
## 221 No No No
## 222 No internet service No internet service No internet service
## 223 No internet service No internet service No internet service
## 224 No Yes No
## 225 No internet service No internet service No internet service
## 226 No No Yes
## 227 Yes Yes Yes
## 228 No No Yes
## 229 No Yes No
## 230 No Yes Yes
## 231 No Yes Yes
## 232 No Yes No
## 233 No No No
## 234 No internet service No internet service No internet service
## 235 No internet service No internet service No internet service
## 236 No No No
## 237 No Yes No
## 238 No No No
## 239 No No Yes
## 240 No internet service No internet service No internet service
## 241 Yes Yes Yes
## 242 Yes Yes Yes
## 243 No Yes Yes
## 244 Yes No No
## 245 Yes No No
## 246 No No No
## 247 Yes No No
## 248 No No No
## 249 No No No
## 250 Yes No No
## 251 Yes No Yes
## 252 No No No
## 253 No No Yes
## 254 Yes Yes Yes
## 255 No internet service No internet service No internet service
## 256 Yes Yes Yes
## 257 Yes Yes Yes
## 258 Yes Yes Yes
## 259 No No No
## 260 Yes No No
## 261 Yes No No
## 262 Yes No Yes
## 263 No No No
## 264 No Yes No
## 265 Yes Yes Yes
## 266 Yes Yes Yes
## 267 No internet service No internet service No internet service
## 268 No Yes Yes
## 269 No internet service No internet service No internet service
## 270 No internet service No internet service No internet service
## 271 No Yes Yes
## 272 No Yes No
## 273 No No No
## 274 No Yes Yes
## 275 No No No
## 276 No Yes No
## 277 Yes No Yes
## 278 No No No
## 279 Yes Yes Yes
## 280 No No No
## 281 No No No
## 282 No No No
## 283 No internet service No internet service No internet service
## 284 No No No
## 285 Yes No Yes
## 286 No No No
## 287 No No No
## 288 No No No
## 289 No No No
## 290 No No No
## 291 No No No
## 292 Yes No No
## 293 Yes Yes No
## 294 No No Yes
## 295 No internet service No internet service No internet service
## 296 No internet service No internet service No internet service
## 297 Yes No No
## 298 Yes No Yes
## 299 Yes No Yes
## 300 No No No
## 301 No No Yes
## 302 No No Yes
## 303 Yes Yes No
## 304 Yes Yes Yes
## 305 No No No
## 306 No internet service No internet service No internet service
## 307 No No No
## 308 Yes Yes Yes
## 309 No No Yes
## 310 Yes No Yes
## 311 No internet service No internet service No internet service
## 312 No Yes No
## 313 Yes Yes Yes
## 314 No No No
## 315 No No Yes
## 316 No Yes Yes
## 317 No internet service No internet service No internet service
## 318 No Yes Yes
## 319 Yes No Yes
## 320 No Yes Yes
## 321 No Yes Yes
## 322 Yes Yes Yes
## 323 No No No
## 324 No No No
## 325 No Yes Yes
## 326 No Yes Yes
## 327 No Yes Yes
## 328 No No No
## 329 No No Yes
## 330 Yes No No
## 331 No internet service No internet service No internet service
## 332 No internet service No internet service No internet service
## 333 Yes No Yes
## 334 No No No
## 335 Yes No No
## 336 Yes Yes No
## 337 Yes No Yes
## 338 Yes Yes Yes
## 339 No No Yes
## 340 Yes No Yes
## 341 No Yes No
## 342 Yes Yes Yes
## 343 Yes No No
## 344 No internet service No internet service No internet service
## 345 No internet service No internet service No internet service
## 346 No No No
## 347 No No Yes
## 348 No internet service No internet service No internet service
## 349 No No Yes
## 350 Yes No No
## 351 Yes Yes No
## 352 No No No
## 353 No No Yes
## 354 Yes No No
## 355 No No Yes
## 356 No No No
## 357 No No No
## 358 No Yes Yes
## 359 No No No
## 360 No No Yes
## 361 No internet service No internet service No internet service
## 362 No Yes Yes
## 363 Yes No No
## 364 No internet service No internet service No internet service
## 365 No Yes No
## 366 Yes No Yes
## 367 No No No
## 368 No internet service No internet service No internet service
## 369 Yes No Yes
## 370 Yes Yes Yes
## 371 No internet service No internet service No internet service
## 372 No No Yes
## 373 No Yes No
## 374 Yes Yes No
## 375 No No Yes
## 376 Yes Yes Yes
## 377 No No No
## 378 Yes Yes Yes
## 379 Yes Yes Yes
## 380 Yes Yes No
## 381 Yes Yes No
## 382 No No No
## 383 Yes Yes Yes
## 384 No No No
## 385 Yes No Yes
## 386 No internet service No internet service No internet service
## 387 Yes No No
## 388 Yes Yes No
## 389 Yes No No
## 390 No No No
## 391 No No Yes
## 392 Yes Yes Yes
## 393 No No No
## 394 No internet service No internet service No internet service
## 395 No No Yes
## 396 Yes Yes Yes
## 397 Yes Yes Yes
## 398 No No No
## 399 Yes Yes Yes
## 400 No internet service No internet service No internet service
## 401 No internet service No internet service No internet service
## 402 No internet service No internet service No internet service
## 403 Yes No Yes
## 404 No Yes No
## 405 No internet service No internet service No internet service
## 406 No internet service No internet service No internet service
## 407 Yes No Yes
## 408 No No Yes
## 409 No internet service No internet service No internet service
## 410 No internet service No internet service No internet service
## 411 No No No
## 412 No internet service No internet service No internet service
## 413 No No No
## 414 Yes Yes No
## 415 No No No
## 416 No No No
## 417 Yes Yes No
## 418 No internet service No internet service No internet service
## 419 No No No
## 420 Yes No No
## 421 No internet service No internet service No internet service
## 422 No No No
## 423 Yes Yes No
## 424 No internet service No internet service No internet service
## 425 Yes No No
## 426 No No No
## 427 Yes No Yes
## 428 No No No
## 429 No No No
## 430 No Yes No
## 431 No internet service No internet service No internet service
## 432 Yes Yes Yes
## 433 Yes No No
## 434 No No No
## 435 No internet service No internet service No internet service
## 436 Yes Yes Yes
## 437 No internet service No internet service No internet service
## 438 Yes Yes Yes
## 439 No Yes No
## 440 Yes Yes No
## 441 Yes Yes Yes
## 442 No No Yes
## 443 Yes Yes Yes
## 444 No No No
## 445 No No No
## 446 Yes No Yes
## 447 No No No
## 448 No internet service No internet service No internet service
## 449 Yes No Yes
## 450 No Yes Yes
## 451 No internet service No internet service No internet service
## 452 Yes Yes No
## 453 Yes Yes Yes
## 454 No No No
## 455 No internet service No internet service No internet service
## 456 Yes No Yes
## 457 Yes Yes Yes
## 458 Yes Yes Yes
## 459 No internet service No internet service No internet service
## 460 No No No
## 461 No internet service No internet service No internet service
## 462 No No Yes
## 463 Yes No Yes
## 464 No No Yes
## 465 Yes Yes Yes
## 466 No Yes No
## 467 Yes Yes Yes
## 468 No No Yes
## 469 No internet service No internet service No internet service
## 470 No No No
## 471 No internet service No internet service No internet service
## 472 No No No
## 473 Yes No Yes
## 474 No Yes No
## 475 No No No
## 476 No No No
## 477 No Yes Yes
## 478 Yes Yes Yes
## 479 No Yes Yes
## 480 No No No
## 481 No internet service No internet service No internet service
## 482 Yes No No
## 483 No No No
## 484 Yes Yes Yes
## 485 No No Yes
## 486 No No No
## 487 No No Yes
## 488 Yes Yes Yes
## 489 Yes Yes Yes
## 490 No No No
## 491 Yes No Yes
## 492 No No Yes
## 493 No No No
## 494 No No No
## 495 No internet service No internet service No internet service
## 496 Yes No No
## 497 No Yes No
## 498 No internet service No internet service No internet service
## 499 No No No
## 500 Yes No No
## 501 Yes Yes Yes
## 502 No No No
## 503 No No No
## 504 Yes Yes No
## 505 Yes Yes Yes
## 506 Yes No No
## 507 Yes No No
## 508 No Yes Yes
## 509 No Yes No
## 510 No internet service No internet service No internet service
## 511 Yes Yes No
## 512 Yes No Yes
## 513 No No No
## 514 No Yes Yes
## 515 Yes Yes No
## 516 Yes Yes Yes
## 517 No Yes No
## 518 No No No
## 519 No No No
## 520 No internet service No internet service No internet service
## 521 Yes No Yes
## 522 No No No
## 523 No No No
## 524 No No No
## 525 Yes No Yes
## 526 Yes No Yes
## 527 Yes Yes Yes
## 528 No Yes Yes
## 529 No internet service No internet service No internet service
## 530 Yes Yes Yes
## 531 No internet service No internet service No internet service
## 532 No internet service No internet service No internet service
## 533 No No Yes
## 534 Yes Yes Yes
## 535 No No No
## 536 Yes No Yes
## 537 No No No
## 538 Yes No No
## 539 No No Yes
## 540 Yes Yes Yes
## 541 Yes Yes Yes
## 542 No No No
## 543 No internet service No internet service No internet service
## 544 No No Yes
## 545 No Yes Yes
## 546 No No No
## 547 No No Yes
## 548 No Yes Yes
## 549 Yes No Yes
## 550 No internet service No internet service No internet service
## 551 Yes No Yes
## 552 Yes Yes Yes
## 553 No internet service No internet service No internet service
## 554 No internet service No internet service No internet service
## 555 No No No
## 556 Yes No No
## 557 No internet service No internet service No internet service
## 558 No Yes Yes
## 559 No No No
## 560 No Yes No
## 561 No Yes Yes
## 562 No internet service No internet service No internet service
## 563 No No Yes
## 564 Yes No Yes
## 565 Yes Yes Yes
## 566 Yes Yes No
## 567 No Yes Yes
## 568 No Yes Yes
## 569 Yes No Yes
## 570 Yes Yes No
## 571 No internet service No internet service No internet service
## 572 No Yes No
## 573 Yes Yes No
## 574 No No Yes
## 575 Yes Yes Yes
## 576 No Yes Yes
## 577 Yes No Yes
## 578 No No No
## 579 No No No
## 580 No internet service No internet service No internet service
## 581 No internet service No internet service No internet service
## 582 No No No
## 583 Yes No Yes
## 584 No internet service No internet service No internet service
## 585 No internet service No internet service No internet service
## 586 No No Yes
## 587 No No Yes
## 588 No internet service No internet service No internet service
## 589 Yes No No
## 590 Yes Yes Yes
## 591 Yes Yes Yes
## 592 No internet service No internet service No internet service
## 593 Yes No Yes
## 594 Yes No No
## 595 No No No
## 596 Yes Yes No
## 597 Yes Yes Yes
## 598 No Yes No
## 599 No No No
## 600 No internet service No internet service No internet service
## 601 No Yes No
## 602 No internet service No internet service No internet service
## 603 No No No
## 604 Yes Yes Yes
## 605 Yes Yes Yes
## 606 Yes Yes Yes
## 607 Yes Yes Yes
## 608 No Yes No
## 609 Yes Yes Yes
## 610 Yes No Yes
## 611 No No No
## 612 Yes Yes No
## 613 No internet service No internet service No internet service
## 614 Yes No Yes
## 615 Yes Yes No
## 616 No No No
## 617 No No No
## 618 Yes Yes Yes
## 619 No Yes No
## 620 No No No
## 621 No No No
## 622 Yes No No
## 623 Yes No Yes
## 624 No internet service No internet service No internet service
## 625 No internet service No internet service No internet service
## 626 No Yes Yes
## 627 Yes No No
## 628 Yes No Yes
## 629 Yes Yes Yes
## 630 No No No
## 631 Yes Yes Yes
## 632 No No No
## 633 Yes Yes Yes
## 634 No internet service No internet service No internet service
## 635 No Yes Yes
## 636 Yes No Yes
## 637 Yes Yes Yes
## 638 Yes Yes No
## 639 Yes No Yes
## 640 No No No
## 641 No internet service No internet service No internet service
## 642 No No Yes
## 643 No No Yes
## 644 Yes No No
## 645 No internet service No internet service No internet service
## 646 No No Yes
## 647 No No No
## 648 Yes Yes Yes
## 649 No No No
## 650 No No No
## 651 No No No
## 652 Yes No No
## 653 No internet service No internet service No internet service
## 654 No internet service No internet service No internet service
## 655 No internet service No internet service No internet service
## 656 No Yes Yes
## 657 Yes Yes Yes
## 658 Yes No Yes
## 659 No internet service No internet service No internet service
## 660 No internet service No internet service No internet service
## 661 No No No
## 662 No No No
## 663 No internet service No internet service No internet service
## 664 No No No
## 665 No internet service No internet service No internet service
## 666 Yes No No
## 667 No No No
## 668 Yes No No
## 669 No No No
## 670 Yes Yes Yes
## 671 No internet service No internet service No internet service
## 672 No internet service No internet service No internet service
## 673 No No No
## 674 No internet service No internet service No internet service
## 675 No No Yes
## 676 Yes Yes Yes
## 677 No internet service No internet service No internet service
## 678 No No No
## 679 Yes No Yes
## 680 No No No
## 681 No No No
## 682 Yes Yes Yes
## 683 No Yes Yes
## 684 Yes Yes Yes
## 685 No No No
## 686 No Yes No
## 687 No internet service No internet service No internet service
## 688 No No No
## 689 No No No
## 690 No No No
## 691 No internet service No internet service No internet service
## 692 No Yes No
## 693 No internet service No internet service No internet service
## 694 No No No
## 695 No internet service No internet service No internet service
## 696 No internet service No internet service No internet service
## 697 Yes Yes Yes
## 698 Yes No No
## 699 No No Yes
## 700 Yes Yes No
## 701 Yes No Yes
## 702 No No Yes
## 703 No No No
## 704 No internet service No internet service No internet service
## 705 No No No
## 706 No No No
## 707 No Yes No
## 708 No Yes Yes
## 709 Yes No No
## 710 Yes No Yes
## 711 No internet service No internet service No internet service
## 712 Yes Yes No
## 713 No internet service No internet service No internet service
## 714 No Yes No
## 715 No internet service No internet service No internet service
## 716 No No Yes
## 717 Yes Yes Yes
## 718 No No No
## 719 Yes No Yes
## 720 Yes No No
## 721 No internet service No internet service No internet service
## 722 No internet service No internet service No internet service
## 723 No No No
## 724 No No No
## 725 No No Yes
## 726 No internet service No internet service No internet service
## 727 No internet service No internet service No internet service
## 728 No No Yes
## 729 Yes No No
## 730 Yes Yes No
## 731 Yes Yes No
## 732 No internet service No internet service No internet service
## 733 No No No
## 734 No No No
## 735 Yes No No
## 736 Yes No Yes
## 737 Yes Yes Yes
## 738 Yes Yes No
## 739 No No No
## 740 Yes Yes Yes
## 741 Yes Yes No
## 742 Yes No No
## 743 No No Yes
## 744 No internet service No internet service No internet service
## 745 No No No
## 746 Yes Yes Yes
## 747 Yes Yes Yes
## 748 Yes No No
## 749 No internet service No internet service No internet service
## 750 Yes Yes Yes
## 751 No No No
## 752 Yes No Yes
## 753 Yes Yes No
## 754 No internet service No internet service No internet service
## 755 No No Yes
## 756 Yes No Yes
## 757 No internet service No internet service No internet service
## 758 No internet service No internet service No internet service
## 759 No No No
## 760 No Yes No
## 761 No internet service No internet service No internet service
## 762 No No Yes
## 763 No No No
## 764 Yes Yes No
## 765 No internet service No internet service No internet service
## 766 No No Yes
## 767 No No No
## 768 No internet service No internet service No internet service
## 769 No Yes No
## 770 No No No
## 771 No internet service No internet service No internet service
## 772 No No Yes
## 773 No internet service No internet service No internet service
## 774 Yes No No
## 775 Yes No Yes
## 776 Yes No Yes
## 777 No No No
## 778 No No No
## 779 Yes Yes No
## 780 No No No
## 781 No Yes Yes
## 782 No No No
## 783 No No No
## 784 No Yes No
## 785 No Yes No
## 786 Yes No Yes
## 787 No No No
## 788 No Yes No
## 789 No No Yes
## 790 Yes Yes No
## 791 Yes Yes Yes
## 792 Yes No No
## 793 No internet service No internet service No internet service
## 794 Yes Yes Yes
## 795 No No Yes
## 796 No Yes No
## 797 No Yes No
## 798 No internet service No internet service No internet service
## 799 No internet service No internet service No internet service
## 800 Yes No Yes
## 801 No No No
## 802 No Yes Yes
## 803 No internet service No internet service No internet service
## 804 No Yes Yes
## 805 No No Yes
## 806 Yes No Yes
## 807 Yes Yes No
## 808 Yes Yes Yes
## 809 No No Yes
## 810 No No No
## 811 Yes No Yes
## 812 No Yes Yes
## 813 No internet service No internet service No internet service
## 814 No No No
## 815 No internet service No internet service No internet service
## 816 No No Yes
## 817 Yes No No
## 818 Yes Yes Yes
## 819 Yes Yes Yes
## 820 No Yes No
## 821 Yes Yes Yes
## 822 Yes Yes Yes
## 823 Yes No Yes
## 824 Yes Yes Yes
## 825 No internet service No internet service No internet service
## 826 Yes No Yes
## 827 No No Yes
## 828 No internet service No internet service No internet service
## 829 Yes No Yes
## 830 Yes Yes Yes
## 831 No Yes Yes
## 832 No internet service No internet service No internet service
## 833 Yes Yes No
## 834 No No Yes
## 835 No No Yes
## 836 No No No
## 837 Yes Yes No
## 838 No No No
## 839 Yes Yes Yes
## 840 No internet service No internet service No internet service
## 841 Yes No Yes
## 842 Yes No Yes
## 843 No internet service No internet service No internet service
## 844 No No No
## 845 No No Yes
## 846 No internet service No internet service No internet service
## 847 Yes Yes Yes
## 848 No Yes No
## 849 Yes Yes Yes
## 850 Yes Yes Yes
## 851 Yes Yes Yes
## 852 No Yes Yes
## 853 No internet service No internet service No internet service
## 854 No Yes Yes
## 855 No internet service No internet service No internet service
## 856 Yes No Yes
## 857 No Yes Yes
## 858 No No No
## 859 No Yes No
## 860 Yes Yes Yes
## 861 No internet service No internet service No internet service
## 862 Yes No No
## 863 No No No
## 864 No No Yes
## 865 No No Yes
## 866 Yes Yes No
## 867 No Yes Yes
## 868 No internet service No internet service No internet service
## 869 No No No
## 870 No internet service No internet service No internet service
## 871 Yes Yes Yes
## 872 Yes No Yes
## 873 No internet service No internet service No internet service
## 874 No No Yes
## 875 Yes No Yes
## 876 No No Yes
## 877 Yes Yes Yes
## 878 Yes Yes Yes
## 879 Yes Yes No
## 880 No No No
## 881 Yes Yes Yes
## 882 No internet service No internet service No internet service
## 883 Yes No No
## 884 Yes Yes Yes
## 885 No Yes No
## 886 No internet service No internet service No internet service
## 887 Yes No Yes
## 888 Yes No Yes
## 889 No No Yes
## 890 Yes No Yes
## 891 Yes Yes No
## 892 Yes No Yes
## 893 Yes No No
## 894 No No No
## 895 No Yes No
## 896 No No No
## 897 Yes Yes Yes
## 898 Yes No Yes
## 899 No Yes Yes
## 900 No No No
## 901 No internet service No internet service No internet service
## 902 Yes No Yes
## 903 No No Yes
## 904 Yes No Yes
## 905 Yes No Yes
## 906 Yes No Yes
## 907 No No Yes
## 908 No Yes No
## 909 No internet service No internet service No internet service
## 910 Yes Yes Yes
## 911 No No No
## 912 No No Yes
## 913 Yes No Yes
## 914 No internet service No internet service No internet service
## 915 No internet service No internet service No internet service
## 916 No No No
## 917 No No No
## 918 Yes Yes Yes
## 919 Yes No No
## 920 Yes Yes Yes
## 921 No internet service No internet service No internet service
## 922 No internet service No internet service No internet service
## 923 No No No
## 924 No No Yes
## 925 No No No
## 926 Yes Yes No
## 927 No No No
## 928 Yes No No
## 929 No Yes Yes
## 930 Yes No No
## 931 No No No
## 932 No Yes No
## 933 No internet service No internet service No internet service
## 934 No No No
## 935 No Yes No
## 936 No No Yes
## 937 Yes No Yes
## 938 No No No
## 939 Yes Yes Yes
## 940 No internet service No internet service No internet service
## 941 No internet service No internet service No internet service
## 942 No No No
## 943 No No No
## 944 Yes Yes Yes
## 945 No No Yes
## 946 No No No
## 947 No internet service No internet service No internet service
## 948 Yes No Yes
## 949 Yes No Yes
## 950 No internet service No internet service No internet service
## 951 No No No
## 952 No No No
## 953 No Yes No
## 954 Yes Yes No
## 955 No No Yes
## 956 No No No
## 957 No internet service No internet service No internet service
## 958 Yes No No
## 959 Yes Yes No
## 960 No No Yes
## 961 No No No
## 962 No internet service No internet service No internet service
## 963 No No Yes
## 964 Yes Yes No
## 965 No No No
## 966 No Yes Yes
## 967 No internet service No internet service No internet service
## 968 No internet service No internet service No internet service
## 969 Yes Yes Yes
## 970 No No Yes
## 971 No No Yes
## 972 No No Yes
## 973 Yes Yes Yes
## 974 No No No
## 975 No Yes Yes
## 976 Yes Yes Yes
## 977 No No No
## 978 No No No
## 979 Yes No Yes
## 980 No Yes No
## 981 No internet service No internet service No internet service
## 982 No internet service No internet service No internet service
## 983 No No No
## 984 No No No
## 985 No internet service No internet service No internet service
## 986 No No No
## 987 No No No
## 988 No internet service No internet service No internet service
## 989 No internet service No internet service No internet service
## 990 No internet service No internet service No internet service
## 991 Yes No No
## 992 No internet service No internet service No internet service
## 993 No internet service No internet service No internet service
## 994 No internet service No internet service No internet service
## 995 No internet service No internet service No internet service
## 996 No Yes No
## 997 No No No
## 998 No No Yes
## 999 No internet service No internet service No internet service
## 1000 No Yes Yes
## 1001 Yes No Yes
## 1002 No No No
## 1003 No No No
## 1004 No internet service No internet service No internet service
## 1005 No internet service No internet service No internet service
## 1006 No No Yes
## 1007 No Yes No
## 1008 No No No
## 1009 No No Yes
## 1010 No internet service No internet service No internet service
## 1011 No No No
## 1012 No Yes Yes
## 1013 No Yes Yes
## 1014 No No No
## 1015 Yes No No
## 1016 No No No
## 1017 Yes Yes No
## 1018 No internet service No internet service No internet service
## 1019 No Yes No
## 1020 No internet service No internet service No internet service
## 1021 No No No
## 1022 No Yes No
## 1023 No No Yes
## 1024 Yes No No
## 1025 No No No
## 1026 Yes Yes Yes
## 1027 Yes No Yes
## 1028 Yes No Yes
## 1029 No No Yes
## 1030 No Yes Yes
## 1031 No No No
## 1032 No Yes Yes
## 1033 Yes No Yes
## 1034 No internet service No internet service No internet service
## 1035 Yes Yes Yes
## 1036 No internet service No internet service No internet service
## 1037 Yes Yes Yes
## 1038 Yes No Yes
## 1039 No No No
## 1040 No No No
## 1041 No No Yes
## 1042 No internet service No internet service No internet service
## 1043 No No No
## 1044 No No No
## 1045 No Yes No
## 1046 Yes No Yes
## 1047 Yes Yes Yes
## 1048 No Yes No
## 1049 No internet service No internet service No internet service
## 1050 No internet service No internet service No internet service
## 1051 Yes Yes No
## 1052 No No No
## 1053 Yes Yes Yes
## 1054 Yes No No
## 1055 No No Yes
## 1056 No internet service No internet service No internet service
## 1057 No No No
## 1058 No No Yes
## 1059 No No Yes
## 1060 No Yes Yes
## 1061 No internet service No internet service No internet service
## 1062 Yes No Yes
## 1063 No Yes No
## 1064 No Yes Yes
## 1065 No Yes No
## 1066 No No Yes
## 1067 No internet service No internet service No internet service
## 1068 No Yes No
## 1069 No No Yes
## 1070 No Yes No
## 1071 No No No
## 1072 No No No
## 1073 Yes Yes Yes
## 1074 Yes No Yes
## 1075 No internet service No internet service No internet service
## 1076 No Yes No
## 1077 No internet service No internet service No internet service
## 1078 Yes Yes Yes
## 1079 No No No
## 1080 No No No
## 1081 No internet service No internet service No internet service
## 1082 Yes No Yes
## 1083 No internet service No internet service No internet service
## 1084 No No No
## 1085 No internet service No internet service No internet service
## 1086 Yes No No
## 1087 No No Yes
## 1088 No Yes No
## 1089 Yes No Yes
## 1090 No No No
## 1091 Yes No Yes
## 1092 Yes Yes Yes
## 1093 Yes Yes No
## 1094 Yes Yes No
## 1095 Yes No Yes
## 1096 No No Yes
## 1097 Yes Yes Yes
## 1098 No No Yes
## 1099 No Yes No
## 1100 No Yes No
## 1101 No internet service No internet service No internet service
## 1102 No internet service No internet service No internet service
## 1103 Yes No No
## 1104 No Yes Yes
## 1105 No internet service No internet service No internet service
## 1106 No No No
## 1107 No No Yes
## 1108 No internet service No internet service No internet service
## 1109 No internet service No internet service No internet service
## 1110 No No No
## 1111 Yes No No
## 1112 Yes Yes No
## 1113 Yes Yes Yes
## 1114 Yes No No
## 1115 No No Yes
## 1116 No Yes No
## 1117 No internet service No internet service No internet service
## 1118 Yes No No
## 1119 No No Yes
## 1120 Yes Yes Yes
## 1121 No No No
## 1122 Yes Yes Yes
## 1123 No No Yes
## 1124 Yes No No
## 1125 No No No
## 1126 Yes No Yes
## 1127 Yes No No
## 1128 Yes Yes No
## 1129 No internet service No internet service No internet service
## 1130 No No Yes
## 1131 No internet service No internet service No internet service
## 1132 No No Yes
## 1133 Yes Yes Yes
## 1134 No internet service No internet service No internet service
## 1135 No No No
## 1136 Yes Yes Yes
## 1137 No internet service No internet service No internet service
## 1138 No internet service No internet service No internet service
## 1139 No No Yes
## 1140 No internet service No internet service No internet service
## 1141 Yes Yes Yes
## 1142 No internet service No internet service No internet service
## 1143 No No No
## 1144 No No No
## 1145 No No No
## 1146 No No No
## 1147 No Yes No
## 1148 No No Yes
## 1149 No No Yes
## 1150 Yes No Yes
## 1151 No No No
## 1152 No internet service No internet service No internet service
## 1153 No No Yes
## 1154 Yes No Yes
## 1155 No internet service No internet service No internet service
## 1156 Yes Yes Yes
## 1157 No internet service No internet service No internet service
## 1158 Yes No Yes
## 1159 No No No
## 1160 No No Yes
## 1161 No No Yes
## 1162 No No No
## 1163 Yes Yes No
## 1164 No No Yes
## 1165 Yes Yes No
## 1166 No internet service No internet service No internet service
## 1167 No No No
## 1168 No No No
## 1169 No internet service No internet service No internet service
## 1170 Yes No Yes
## 1171 Yes Yes Yes
## 1172 No No Yes
## 1173 No No Yes
## 1174 No internet service No internet service No internet service
## 1175 No No No
## 1176 No No No
## 1177 Yes Yes Yes
## 1178 Yes No Yes
## 1179 Yes Yes Yes
## 1180 No Yes Yes
## 1181 No Yes No
## 1182 Yes No Yes
## 1183 Yes No Yes
## 1184 No Yes Yes
## 1185 Yes No Yes
## 1186 No No No
## 1187 No Yes No
## 1188 Yes No Yes
## 1189 Yes Yes Yes
## 1190 Yes No No
## 1191 No No Yes
## 1192 Yes Yes No
## 1193 Yes No Yes
## 1194 Yes Yes Yes
## 1195 No No No
## 1196 No No No
## 1197 No Yes Yes
## 1198 No internet service No internet service No internet service
## 1199 No internet service No internet service No internet service
## 1200 No No No
## 1201 No Yes Yes
## 1202 No No No
## 1203 No No Yes
## 1204 No internet service No internet service No internet service
## 1205 No No No
## 1206 No No No
## 1207 No No No
## 1208 No Yes Yes
## 1209 No No Yes
## 1210 Yes No No
## 1211 No No No
## 1212 No Yes No
## 1213 No No No
## 1214 No internet service No internet service No internet service
## 1215 No No No
## 1216 No No No
## 1217 No internet service No internet service No internet service
## 1218 No internet service No internet service No internet service
## 1219 No No Yes
## 1220 No No Yes
## 1221 No No No
## 1222 No No No
## 1223 Yes Yes Yes
## 1224 No No No
## 1225 No No No
## 1226 No Yes Yes
## 1227 No internet service No internet service No internet service
## 1228 Yes No No
## 1229 No No Yes
## 1230 Yes Yes No
## 1231 No No Yes
## 1232 Yes No No
## 1233 No No Yes
## 1234 No internet service No internet service No internet service
## 1235 No Yes Yes
## 1236 Yes Yes Yes
## 1237 No No No
## 1238 No internet service No internet service No internet service
## 1239 No No Yes
## 1240 No No Yes
## 1241 No internet service No internet service No internet service
## 1242 No No No
## 1243 No No No
## 1244 No No No
## 1245 No internet service No internet service No internet service
## 1246 No No Yes
## 1247 No No Yes
## 1248 Yes No No
## 1249 No Yes Yes
## 1250 No No No
## 1251 Yes Yes Yes
## 1252 No No No
## 1253 No internet service No internet service No internet service
## 1254 No No No
## 1255 Yes Yes Yes
## 1256 No Yes No
## 1257 Yes Yes Yes
## 1258 No No No
## 1259 No internet service No internet service No internet service
## 1260 No No Yes
## 1261 No No No
## 1262 No Yes No
## 1263 No No No
## 1264 No No No
## 1265 No Yes Yes
## 1266 No No Yes
## 1267 No No No
## 1268 Yes Yes Yes
## 1269 Yes No Yes
## 1270 Yes Yes Yes
## 1271 No internet service No internet service No internet service
## 1272 Yes Yes Yes
## 1273 No internet service No internet service No internet service
## 1274 Yes No No
## 1275 No No Yes
## 1276 No Yes No
## 1277 Yes Yes Yes
## 1278 No internet service No internet service No internet service
## 1279 Yes Yes Yes
## 1280 No internet service No internet service No internet service
## 1281 Yes Yes Yes
## 1282 No internet service No internet service No internet service
## 1283 No No Yes
## 1284 Yes No Yes
## 1285 No internet service No internet service No internet service
## 1286 No No Yes
## 1287 Yes Yes Yes
## 1288 Yes Yes Yes
## 1289 No internet service No internet service No internet service
## 1290 Yes Yes No
## 1291 Yes No Yes
## 1292 No No No
## 1293 Yes Yes Yes
## 1294 Yes Yes Yes
## 1295 No No No
## 1296 No Yes Yes
## 1297 No No Yes
## 1298 No No No
## 1299 Yes No Yes
## 1300 No No No
## 1301 Yes Yes Yes
## 1302 No Yes No
## 1303 Yes Yes Yes
## 1304 No internet service No internet service No internet service
## 1305 No No No
## 1306 Yes No Yes
## 1307 Yes Yes Yes
## 1308 Yes Yes No
## 1309 No No Yes
## 1310 No No Yes
## 1311 No No Yes
## 1312 Yes No No
## 1313 No Yes No
## 1314 Yes Yes Yes
## 1315 Yes Yes No
## 1316 No internet service No internet service No internet service
## 1317 No internet service No internet service No internet service
## 1318 No internet service No internet service No internet service
## 1319 Yes No No
## 1320 No internet service No internet service No internet service
## 1321 Yes No No
## 1322 Yes Yes No
## 1323 No internet service No internet service No internet service
## 1324 No internet service No internet service No internet service
## 1325 No internet service No internet service No internet service
## 1326 No No No
## 1327 No Yes Yes
## 1328 Yes No Yes
## 1329 Yes Yes No
## 1330 No internet service No internet service No internet service
## 1331 No Yes No
## 1332 No No No
## 1333 No internet service No internet service No internet service
## 1334 No Yes No
## 1335 No No No
## 1336 No No No
## 1337 No No No
## 1338 No internet service No internet service No internet service
## 1339 No internet service No internet service No internet service
## 1340 Yes No Yes
## 1341 Yes Yes Yes
## 1342 No No Yes
## 1343 No internet service No internet service No internet service
## 1344 Yes No Yes
## 1345 No internet service No internet service No internet service
## 1346 Yes No Yes
## 1347 Yes No No
## 1348 No internet service No internet service No internet service
## 1349 No No Yes
## 1350 No No Yes
## 1351 Yes No No
## 1352 No internet service No internet service No internet service
## 1353 Yes Yes Yes
## 1354 No internet service No internet service No internet service
## 1355 No Yes Yes
## 1356 No internet service No internet service No internet service
## 1357 No No No
## 1358 Yes No Yes
## 1359 No No No
## 1360 No No Yes
## 1361 No No Yes
## 1362 No No No
## 1363 No No No
## 1364 Yes Yes Yes
## 1365 Yes Yes Yes
## 1366 No No No
## 1367 No No Yes
## 1368 No No No
## 1369 Yes Yes No
## 1370 No No No
## 1371 No internet service No internet service No internet service
## 1372 No No Yes
## 1373 No No Yes
## 1374 No internet service No internet service No internet service
## 1375 Yes Yes Yes
## 1376 No internet service No internet service No internet service
## 1377 Yes No Yes
## 1378 Yes Yes Yes
## 1379 No No Yes
## 1380 Yes Yes No
## 1381 No Yes Yes
## 1382 No No No
## 1383 No internet service No internet service No internet service
## 1384 No No No
## 1385 No No No
## 1386 Yes Yes Yes
## 1387 Yes Yes Yes
## 1388 No internet service No internet service No internet service
## 1389 Yes No Yes
## 1390 Yes No No
## 1391 Yes No No
## 1392 Yes No No
## 1393 No internet service No internet service No internet service
## 1394 No internet service No internet service No internet service
## 1395 Yes Yes Yes
## 1396 Yes No Yes
## 1397 Yes No Yes
## 1398 Yes No No
## 1399 No Yes No
## 1400 No internet service No internet service No internet service
## 1401 No internet service No internet service No internet service
## 1402 Yes No Yes
## 1403 No No No
## 1404 No No Yes
## 1405 No internet service No internet service No internet service
## 1406 No No No
## 1407 No internet service No internet service No internet service
## 1408 No Yes No
## 1409 Yes No Yes
## 1410 Yes No No
## 1411 No No Yes
## 1412 Yes No Yes
## 1413 Yes No Yes
## 1414 Yes Yes No
## 1415 Yes Yes Yes
## 1416 No No Yes
## 1417 Yes Yes Yes
## 1418 No No No
## 1419 No No No
## 1420 No internet service No internet service No internet service
## 1421 No No Yes
## 1422 No No No
## 1423 Yes Yes Yes
## 1424 Yes No Yes
## 1425 No internet service No internet service No internet service
## 1426 Yes Yes Yes
## 1427 Yes Yes No
## 1428 Yes No No
## 1429 No No No
## 1430 No internet service No internet service No internet service
## 1431 No internet service No internet service No internet service
## 1432 No Yes Yes
## 1433 No internet service No internet service No internet service
## 1434 No Yes Yes
## 1435 No Yes Yes
## 1436 Yes No Yes
## 1437 Yes No Yes
## 1438 No No No
## 1439 Yes No No
## 1440 Yes No No
## 1441 No internet service No internet service No internet service
## 1442 No No Yes
## 1443 Yes No Yes
## 1444 Yes Yes No
## 1445 Yes Yes Yes
## 1446 No Yes Yes
## 1447 No No No
## 1448 No Yes No
## 1449 No internet service No internet service No internet service
## 1450 No internet service No internet service No internet service
## 1451 No internet service No internet service No internet service
## 1452 Yes No Yes
## 1453 No No Yes
## 1454 No No Yes
## 1455 No internet service No internet service No internet service
## 1456 Yes Yes No
## 1457 No No Yes
## 1458 Yes Yes Yes
## 1459 No internet service No internet service No internet service
## 1460 Yes No Yes
## 1461 Yes No No
## 1462 No Yes Yes
## 1463 No internet service No internet service No internet service
## 1464 No No No
## 1465 No Yes No
## 1466 No No No
## 1467 No No No
## 1468 No Yes Yes
## 1469 No No No
## 1470 No Yes Yes
## 1471 No internet service No internet service No internet service
## 1472 Yes No Yes
## 1473 No No No
## 1474 Yes No Yes
## 1475 Yes No No
## 1476 No Yes Yes
## 1477 No internet service No internet service No internet service
## 1478 No No Yes
## 1479 Yes No Yes
## 1480 Yes No Yes
## 1481 Yes Yes No
## 1482 Yes Yes Yes
## 1483 Yes No Yes
## 1484 No Yes No
## 1485 Yes No Yes
## 1486 No No Yes
## 1487 No Yes No
## 1488 Yes No Yes
## 1489 No No No
## 1490 No Yes No
## 1491 Yes No Yes
## 1492 No internet service No internet service No internet service
## 1493 No No Yes
## 1494 Yes No No
## 1495 No internet service No internet service No internet service
## 1496 Yes No No
## 1497 No internet service No internet service No internet service
## 1498 No No No
## 1499 No No No
## 1500 Yes No No
## 1501 Yes No No
## 1502 No internet service No internet service No internet service
## 1503 No No No
## 1504 Yes No Yes
## 1505 No No No
## 1506 No No No
## 1507 Yes No Yes
## 1508 No internet service No internet service No internet service
## 1509 Yes No No
## 1510 Yes No No
## 1511 Yes Yes No
## 1512 No internet service No internet service No internet service
## 1513 No No Yes
## 1514 No No No
## 1515 No internet service No internet service No internet service
## 1516 Yes Yes No
## 1517 No No Yes
## 1518 No No Yes
## 1519 No internet service No internet service No internet service
## 1520 No No No
## 1521 No internet service No internet service No internet service
## 1522 Yes Yes No
## 1523 Yes No No
## 1524 No No No
## 1525 Yes Yes Yes
## 1526 No internet service No internet service No internet service
## 1527 No No Yes
## 1528 No internet service No internet service No internet service
## 1529 No No No
## 1530 No internet service No internet service No internet service
## 1531 Yes Yes No
## 1532 No internet service No internet service No internet service
## 1533 No internet service No internet service No internet service
## 1534 Yes No No
## 1535 No internet service No internet service No internet service
## 1536 No Yes No
## 1537 Yes Yes Yes
## 1538 No Yes Yes
## 1539 No No Yes
## 1540 No No No
## 1541 Yes No No
## 1542 No internet service No internet service No internet service
## 1543 No internet service No internet service No internet service
## 1544 No No No
## 1545 Yes No No
## 1546 Yes No Yes
## 1547 No internet service No internet service No internet service
## 1548 Yes No Yes
## 1549 No Yes Yes
## 1550 No No No
## 1551 Yes No No
## 1552 No internet service No internet service No internet service
## 1553 No Yes Yes
## 1554 Yes Yes No
## 1555 No internet service No internet service No internet service
## 1556 Yes No Yes
## 1557 No Yes Yes
## 1558 No Yes No
## 1559 Yes No No
## 1560 No internet service No internet service No internet service
## 1561 No Yes Yes
## 1562 No No No
## 1563 No Yes No
## 1564 No No No
## 1565 No No Yes
## 1566 Yes No No
## 1567 Yes No Yes
## 1568 Yes No Yes
## 1569 Yes Yes Yes
## 1570 No No No
## 1571 No internet service No internet service No internet service
## 1572 No internet service No internet service No internet service
## 1573 No No No
## 1574 Yes No No
## 1575 No internet service No internet service No internet service
## 1576 Yes No Yes
## 1577 Yes Yes No
## 1578 Yes Yes Yes
## 1579 No Yes Yes
## 1580 No No No
## 1581 Yes No No
## 1582 No Yes No
## 1583 No No Yes
## 1584 No No No
## 1585 Yes No Yes
## 1586 No Yes Yes
## 1587 Yes Yes Yes
## 1588 No internet service No internet service No internet service
## 1589 No Yes Yes
## 1590 Yes No Yes
## 1591 No internet service No internet service No internet service
## 1592 No internet service No internet service No internet service
## 1593 No No Yes
## 1594 No internet service No internet service No internet service
## 1595 No internet service No internet service No internet service
## 1596 No No No
## 1597 No No No
## 1598 Yes No Yes
## 1599 No internet service No internet service No internet service
## 1600 Yes Yes Yes
## 1601 Yes No Yes
## 1602 Yes No Yes
## 1603 No No Yes
## 1604 No No No
## 1605 Yes No Yes
## 1606 No internet service No internet service No internet service
## 1607 Yes Yes Yes
## 1608 No Yes No
## 1609 No internet service No internet service No internet service
## 1610 Yes Yes Yes
## 1611 No Yes No
## 1612 Yes Yes Yes
## 1613 Yes No No
## 1614 No internet service No internet service No internet service
## 1615 No Yes No
## 1616 No internet service No internet service No internet service
## 1617 No internet service No internet service No internet service
## 1618 Yes Yes No
## 1619 No No Yes
## 1620 Yes Yes No
## 1621 No Yes No
## 1622 No No Yes
## 1623 No Yes No
## 1624 No No Yes
## 1625 No No Yes
## 1626 Yes No No
## 1627 No Yes No
## 1628 No No No
## 1629 No No Yes
## 1630 Yes No No
## 1631 Yes No Yes
## 1632 Yes No No
## 1633 Yes No Yes
## 1634 No No No
## 1635 Yes No Yes
## 1636 Yes No Yes
## 1637 No internet service No internet service No internet service
## 1638 No Yes No
## 1639 Yes No No
## 1640 No No No
## 1641 No internet service No internet service No internet service
## 1642 Yes Yes Yes
## 1643 No internet service No internet service No internet service
## 1644 Yes Yes No
## 1645 Yes No Yes
## 1646 No No Yes
## 1647 No Yes No
## 1648 No No Yes
## 1649 No No No
## 1650 No Yes No
## 1651 No No No
## 1652 No No Yes
## 1653 Yes No No
## 1654 No internet service No internet service No internet service
## 1655 No internet service No internet service No internet service
## 1656 No No No
## 1657 Yes No No
## 1658 No internet service No internet service No internet service
## 1659 Yes No Yes
## 1660 No Yes No
## 1661 No internet service No internet service No internet service
## 1662 Yes No Yes
## 1663 No No No
## 1664 No No Yes
## 1665 No No Yes
## 1666 No No No
## 1667 No internet service No internet service No internet service
## 1668 No internet service No internet service No internet service
## 1669 Yes Yes Yes
## 1670 No No No
## 1671 Yes No No
## 1672 Yes No Yes
## 1673 Yes Yes No
## 1674 Yes Yes Yes
## 1675 No internet service No internet service No internet service
## 1676 No No Yes
## 1677 No No No
## 1678 No internet service No internet service No internet service
## 1679 Yes Yes No
## 1680 No No No
## 1681 No internet service No internet service No internet service
## 1682 No internet service No internet service No internet service
## 1683 Yes No Yes
## 1684 No internet service No internet service No internet service
## 1685 No No No
## 1686 No No No
## 1687 No Yes No
## 1688 No internet service No internet service No internet service
## 1689 No internet service No internet service No internet service
## 1690 Yes No Yes
## 1691 No No Yes
## 1692 No internet service No internet service No internet service
## 1693 No No No
## 1694 Yes Yes Yes
## 1695 No No Yes
## 1696 No Yes Yes
## 1697 No No No
## 1698 Yes Yes Yes
## 1699 No Yes No
## 1700 No internet service No internet service No internet service
## 1701 No internet service No internet service No internet service
## 1702 Yes No Yes
## 1703 Yes No Yes
## 1704 No Yes No
## 1705 Yes No Yes
## 1706 Yes Yes No
## 1707 Yes Yes Yes
## 1708 Yes No No
## 1709 Yes Yes Yes
## 1710 Yes Yes Yes
## 1711 Yes Yes No
## 1712 No internet service No internet service No internet service
## 1713 No No No
## 1714 No Yes No
## 1715 Yes No No
## 1716 No internet service No internet service No internet service
## 1717 No No No
## 1718 No internet service No internet service No internet service
## 1719 No internet service No internet service No internet service
## 1720 Yes Yes Yes
## 1721 No No Yes
## 1722 No No No
## 1723 Yes No Yes
## 1724 No internet service No internet service No internet service
## 1725 No No Yes
## 1726 No No Yes
## 1727 No No No
## 1728 No Yes Yes
## 1729 Yes Yes Yes
## 1730 Yes No No
## 1731 No No Yes
## 1732 No No No
## 1733 No No Yes
## 1734 No internet service No internet service No internet service
## 1735 No No Yes
## 1736 Yes Yes Yes
## 1737 No internet service No internet service No internet service
## 1738 No No No
## 1739 Yes Yes No
## 1740 No No No
## 1741 No internet service No internet service No internet service
## 1742 Yes No No
## 1743 No No Yes
## 1744 No internet service No internet service No internet service
## 1745 Yes No Yes
## 1746 No internet service No internet service No internet service
## 1747 Yes Yes Yes
## 1748 No No No
## 1749 No internet service No internet service No internet service
## 1750 Yes Yes Yes
## 1751 Yes Yes No
## 1752 No Yes Yes
## 1753 No No No
## 1754 Yes Yes No
## 1755 No No Yes
## 1756 No Yes No
## 1757 Yes Yes Yes
## 1758 No Yes No
## 1759 No internet service No internet service No internet service
## 1760 No internet service No internet service No internet service
## 1761 Yes No No
## 1762 No internet service No internet service No internet service
## 1763 No No Yes
## 1764 No No No
## 1765 Yes Yes No
## 1766 Yes No Yes
## 1767 No internet service No internet service No internet service
## 1768 Yes Yes Yes
## 1769 Yes No No
## 1770 Yes No No
## 1771 Yes No Yes
## 1772 No No Yes
## 1773 No No Yes
## 1774 No internet service No internet service No internet service
## 1775 No No No
## 1776 Yes Yes Yes
## 1777 No internet service No internet service No internet service
## 1778 No Yes No
## 1779 No internet service No internet service No internet service
## 1780 No No Yes
## 1781 No internet service No internet service No internet service
## 1782 Yes No Yes
## 1783 No Yes No
## 1784 No No No
## 1785 No internet service No internet service No internet service
## 1786 Yes Yes Yes
## 1787 Yes Yes No
## 1788 Yes No Yes
## 1789 No internet service No internet service No internet service
## 1790 No No No
## 1791 No No No
## 1792 Yes No No
## 1793 No No Yes
## 1794 No internet service No internet service No internet service
## 1795 Yes Yes Yes
## 1796 Yes No No
## 1797 No Yes Yes
## 1798 No internet service No internet service No internet service
## 1799 No internet service No internet service No internet service
## 1800 No No Yes
## 1801 No No No
## 1802 No No No
## 1803 Yes No No
## 1804 Yes Yes No
## 1805 No internet service No internet service No internet service
## 1806 Yes No No
## 1807 No internet service No internet service No internet service
## 1808 Yes No No
## 1809 No No No
## 1810 No No No
## 1811 Yes Yes No
## 1812 Yes No No
## 1813 Yes No Yes
## 1814 Yes Yes Yes
## 1815 No internet service No internet service No internet service
## 1816 No internet service No internet service No internet service
## 1817 No internet service No internet service No internet service
## 1818 No No Yes
## 1819 No No No
## 1820 Yes Yes Yes
## 1821 No No No
## 1822 No No No
## 1823 No No Yes
## 1824 No No No
## 1825 No internet service No internet service No internet service
## 1826 No No No
## 1827 No No No
## 1828 No No Yes
## 1829 No internet service No internet service No internet service
## 1830 No No No
## 1831 No internet service No internet service No internet service
## 1832 No Yes No
## 1833 No No Yes
## 1834 No No No
## 1835 No No No
## 1836 No No No
## 1837 No Yes Yes
## 1838 No internet service No internet service No internet service
## 1839 No No No
## 1840 No internet service No internet service No internet service
## 1841 Yes Yes Yes
## 1842 No internet service No internet service No internet service
## 1843 Yes No Yes
## 1844 No internet service No internet service No internet service
## 1845 Yes No Yes
## 1846 Yes No No
## 1847 No internet service No internet service No internet service
## 1848 No internet service No internet service No internet service
## 1849 No internet service No internet service No internet service
## 1850 No No No
## 1851 Yes No No
## 1852 No No No
## 1853 No No No
## 1854 No No No
## 1855 Yes No No
## 1856 No internet service No internet service No internet service
## 1857 No No No
## 1858 Yes Yes No
## 1859 No No No
## 1860 No No No
## 1861 No internet service No internet service No internet service
## 1862 No No No
## 1863 Yes Yes Yes
## 1864 No internet service No internet service No internet service
## 1865 Yes No No
## 1866 No No Yes
## 1867 No Yes Yes
## 1868 No No Yes
## 1869 No No No
## 1870 No internet service No internet service No internet service
## 1871 No No No
## 1872 No No No
## 1873 No internet service No internet service No internet service
## 1874 Yes No Yes
## 1875 No Yes Yes
## 1876 Yes Yes Yes
## 1877 No No Yes
## 1878 Yes Yes Yes
## 1879 No internet service No internet service No internet service
## 1880 No No No
## 1881 No No No
## 1882 No No No
## 1883 No No No
## 1884 No Yes Yes
## 1885 No No No
## 1886 No Yes No
## 1887 Yes Yes No
## 1888 No No No
## 1889 Yes No No
## 1890 No No No
## 1891 No internet service No internet service No internet service
## 1892 No No No
## 1893 No No Yes
## 1894 No No No
## 1895 No No Yes
## 1896 No Yes Yes
## 1897 Yes Yes No
## 1898 No No No
## 1899 No No No
## 1900 Yes No No
## 1901 No internet service No internet service No internet service
## 1902 No internet service No internet service No internet service
## 1903 Yes Yes Yes
## 1904 No No Yes
## 1905 No Yes No
## 1906 No internet service No internet service No internet service
## 1907 No Yes No
## 1908 No Yes Yes
## 1909 No internet service No internet service No internet service
## 1910 No internet service No internet service No internet service
## 1911 No No No
## 1912 Yes Yes Yes
## 1913 No internet service No internet service No internet service
## 1914 Yes No Yes
## 1915 No Yes Yes
## 1916 No Yes No
## 1917 Yes No No
## 1918 Yes Yes Yes
## 1919 No Yes No
## 1920 Yes No No
## 1921 No internet service No internet service No internet service
## 1922 Yes Yes Yes
## 1923 No No Yes
## 1924 No internet service No internet service No internet service
## 1925 No No Yes
## 1926 Yes Yes Yes
## 1927 Yes No Yes
## 1928 Yes Yes Yes
## 1929 No internet service No internet service No internet service
## 1930 No No No
## 1931 No internet service No internet service No internet service
## 1932 Yes Yes Yes
## 1933 No internet service No internet service No internet service
## 1934 No internet service No internet service No internet service
## 1935 No No No
## 1936 No internet service No internet service No internet service
## 1937 No Yes No
## 1938 No internet service No internet service No internet service
## 1939 No internet service No internet service No internet service
## 1940 No internet service No internet service No internet service
## 1941 Yes Yes No
## 1942 No No No
## 1943 No internet service No internet service No internet service
## 1944 No No No
## 1945 No No No
## 1946 No internet service No internet service No internet service
## 1947 Yes No Yes
## 1948 Yes Yes No
## 1949 No No No
## 1950 No Yes Yes
## 1951 No No Yes
## 1952 Yes No No
## 1953 Yes Yes No
## 1954 No No No
## 1955 No No No
## 1956 No No Yes
## 1957 Yes No Yes
## 1958 No No No
## 1959 Yes No No
## 1960 No Yes No
## 1961 Yes Yes No
## 1962 No No No
## 1963 Yes No Yes
## 1964 No No No
## 1965 No No No
## 1966 No No No
## 1967 No No No
## 1968 Yes Yes No
## 1969 Yes No Yes
## 1970 Yes No Yes
## 1971 No No Yes
## 1972 No internet service No internet service No internet service
## 1973 No No No
## 1974 Yes Yes Yes
## 1975 No No No
## 1976 No internet service No internet service No internet service
## 1977 No No Yes
## 1978 No No Yes
## 1979 Yes Yes Yes
## 1980 No internet service No internet service No internet service
## 1981 Yes No No
## 1982 Yes Yes Yes
## 1983 No internet service No internet service No internet service
## 1984 No Yes Yes
## 1985 No No No
## 1986 No No No
## 1987 No Yes No
## 1988 Yes No Yes
## 1989 Yes No Yes
## 1990 No Yes Yes
## 1991 No No Yes
## 1992 Yes No Yes
## 1993 No No Yes
## 1994 No No No
## 1995 No internet service No internet service No internet service
## 1996 No No No
## 1997 Yes Yes No
## 1998 Yes Yes Yes
## 1999 No No Yes
## 2000 No No No
## 2001 Yes No No
## 2002 No internet service No internet service No internet service
## 2003 No Yes Yes
## 2004 Yes No Yes
## 2005 Yes No Yes
## 2006 No No Yes
## 2007 No No No
## 2008 No No No
## 2009 Yes Yes No
## 2010 Yes Yes Yes
## 2011 No No No
## 2012 Yes Yes Yes
## 2013 Yes No Yes
## 2014 No internet service No internet service No internet service
## 2015 Yes Yes No
## 2016 No No No
## 2017 No No No
## 2018 No internet service No internet service No internet service
## 2019 No No No
## 2020 Yes No Yes
## 2021 No No Yes
## 2022 Yes Yes Yes
## 2023 No No No
## 2024 No No No
## 2025 Yes No Yes
## 2026 Yes Yes Yes
## 2027 No Yes Yes
## 2028 No internet service No internet service No internet service
## 2029 No internet service No internet service No internet service
## 2030 No No No
## 2031 No No No
## 2032 No No No
## 2033 No No Yes
## 2034 No internet service No internet service No internet service
## 2035 Yes No No
## 2036 No No No
## 2037 No No No
## 2038 No No No
## 2039 No No Yes
## 2040 No No No
## 2041 Yes Yes Yes
## 2042 No internet service No internet service No internet service
## 2043 Yes Yes No
## 2044 No No No
## 2045 No internet service No internet service No internet service
## 2046 Yes Yes Yes
## 2047 No No No
## 2048 Yes No Yes
## 2049 Yes No Yes
## 2050 Yes No No
## 2051 Yes Yes No
## 2052 No internet service No internet service No internet service
## 2053 Yes Yes Yes
## 2054 Yes No No
## 2055 No No No
## 2056 Yes Yes Yes
## 2057 No No No
## 2058 No Yes Yes
## 2059 Yes Yes Yes
## 2060 Yes No Yes
## 2061 Yes Yes Yes
## 2062 Yes No No
## 2063 No internet service No internet service No internet service
## 2064 No Yes Yes
## 2065 No internet service No internet service No internet service
## 2066 No No Yes
## 2067 No internet service No internet service No internet service
## 2068 Yes No Yes
## 2069 No Yes Yes
## 2070 No No Yes
## 2071 No No No
## 2072 No Yes Yes
## 2073 No internet service No internet service No internet service
## 2074 No internet service No internet service No internet service
## 2075 No Yes Yes
## 2076 Yes No Yes
## 2077 No Yes No
## 2078 No No No
## 2079 No No No
## 2080 No No Yes
## 2081 Yes No Yes
## 2082 Yes No No
## 2083 No internet service No internet service No internet service
## 2084 No internet service No internet service No internet service
## 2085 No No No
## 2086 No No Yes
## 2087 No No Yes
## 2088 No No No
## 2089 Yes No No
## 2090 Yes Yes No
## 2091 No Yes No
## 2092 No internet service No internet service No internet service
## 2093 Yes Yes No
## 2094 No internet service No internet service No internet service
## 2095 No internet service No internet service No internet service
## 2096 No No Yes
## 2097 No internet service No internet service No internet service
## 2098 Yes No Yes
## 2099 No No No
## 2100 No Yes No
## 2101 Yes No Yes
## 2102 Yes Yes No
## 2103 Yes No No
## 2104 No No No
## 2105 No No No
## 2106 No No No
## 2107 No No No
## 2108 Yes No No
## 2109 No No No
## 2110 No internet service No internet service No internet service
## 2111 No internet service No internet service No internet service
## 2112 No internet service No internet service No internet service
## 2113 No Yes No
## 2114 Yes No No
## 2115 No Yes No
## 2116 Yes Yes Yes
## 2117 Yes No No
## 2118 Yes Yes Yes
## 2119 No No No
## 2120 No internet service No internet service No internet service
## 2121 No internet service No internet service No internet service
## 2122 No internet service No internet service No internet service
## 2123 No Yes Yes
## 2124 No No No
## 2125 No No No
## 2126 No No Yes
## 2127 No No No
## 2128 Yes No No
## 2129 Yes No Yes
## 2130 No No No
## 2131 No No Yes
## 2132 Yes Yes Yes
## 2133 No internet service No internet service No internet service
## 2134 No No No
## 2135 No internet service No internet service No internet service
## 2136 No No Yes
## 2137 No No Yes
## 2138 No internet service No internet service No internet service
## 2139 Yes Yes No
## 2140 No No Yes
## 2141 No No No
## 2142 No internet service No internet service No internet service
## 2143 Yes No No
## 2144 Yes No Yes
## 2145 No Yes No
## 2146 Yes No No
## 2147 Yes Yes Yes
## 2148 No internet service No internet service No internet service
## 2149 No internet service No internet service No internet service
## 2150 Yes No Yes
## 2151 No No No
## 2152 No internet service No internet service No internet service
## 2153 No No No
## 2154 Yes No No
## 2155 No internet service No internet service No internet service
## 2156 No No No
## 2157 No No No
## 2158 Yes No Yes
## 2159 Yes Yes Yes
## 2160 No internet service No internet service No internet service
## 2161 Yes Yes Yes
## 2162 Yes No No
## 2163 Yes No Yes
## 2164 Yes No Yes
## 2165 Yes Yes Yes
## 2166 No internet service No internet service No internet service
## 2167 Yes Yes No
## 2168 No No Yes
## 2169 No No No
## 2170 Yes Yes Yes
## 2171 Yes Yes No
## 2172 Yes No No
## 2173 No No No
## 2174 Yes No No
## 2175 No internet service No internet service No internet service
## 2176 No Yes Yes
## 2177 No internet service No internet service No internet service
## 2178 Yes No No
## 2179 No internet service No internet service No internet service
## 2180 No internet service No internet service No internet service
## 2181 Yes Yes No
## 2182 Yes Yes Yes
## 2183 Yes Yes Yes
## 2184 No Yes No
## 2185 Yes No No
## 2186 No No No
## 2187 No internet service No internet service No internet service
## 2188 Yes Yes Yes
## 2189 No Yes No
## 2190 No internet service No internet service No internet service
## 2191 Yes Yes Yes
## 2192 No No Yes
## 2193 Yes Yes Yes
## 2194 No internet service No internet service No internet service
## 2195 No No Yes
## 2196 No internet service No internet service No internet service
## 2197 No internet service No internet service No internet service
## 2198 No Yes No
## 2199 Yes Yes No
## 2200 No internet service No internet service No internet service
## 2201 No No Yes
## 2202 Yes Yes Yes
## 2203 No No No
## 2204 Yes Yes No
## 2205 Yes No Yes
## 2206 Yes No Yes
## 2207 Yes No No
## 2208 Yes No Yes
## 2209 Yes No Yes
## 2210 No internet service No internet service No internet service
## 2211 Yes Yes Yes
## 2212 Yes No Yes
## 2213 No internet service No internet service No internet service
## 2214 No internet service No internet service No internet service
## 2215 No No No
## 2216 Yes Yes No
## 2217 Yes Yes Yes
## 2218 Yes Yes Yes
## 2219 Yes Yes Yes
## 2220 No No Yes
## 2221 No Yes Yes
## 2222 Yes Yes No
## 2223 Yes No Yes
## 2224 No No No
## 2225 No No No
## 2226 No No Yes
## 2227 No Yes No
## 2228 No internet service No internet service No internet service
## 2229 No Yes Yes
## 2230 No No No
## 2231 No internet service No internet service No internet service
## 2232 No No No
## 2233 No internet service No internet service No internet service
## 2234 No Yes Yes
## 2235 No Yes No
## 2236 Yes No Yes
## 2237 No No No
## 2238 Yes No No
## 2239 No Yes Yes
## 2240 No Yes No
## 2241 Yes Yes Yes
## 2242 No internet service No internet service No internet service
## 2243 No internet service No internet service No internet service
## 2244 No No Yes
## 2245 No Yes No
## 2246 Yes Yes Yes
## 2247 Yes No Yes
## 2248 No internet service No internet service No internet service
## 2249 No No No
## 2250 No Yes Yes
## 2251 No internet service No internet service No internet service
## 2252 Yes No Yes
## 2253 No internet service No internet service No internet service
## 2254 Yes Yes Yes
## 2255 Yes Yes No
## 2256 No No No
## 2257 Yes Yes No
## 2258 Yes Yes Yes
## 2259 Yes No No
## 2260 No internet service No internet service No internet service
## 2261 Yes Yes No
## 2262 No No No
## 2263 No No Yes
## 2264 Yes Yes No
## 2265 Yes Yes Yes
## 2266 Yes Yes Yes
## 2267 Yes Yes Yes
## 2268 Yes Yes Yes
## 2269 No internet service No internet service No internet service
## 2270 No No No
## 2271 Yes No Yes
## 2272 No No Yes
## 2273 Yes No No
## 2274 No internet service No internet service No internet service
## 2275 No Yes Yes
## 2276 No No No
## 2277 Yes Yes Yes
## 2278 Yes Yes Yes
## 2279 No No No
## 2280 No internet service No internet service No internet service
## 2281 No Yes Yes
## 2282 Yes No No
## 2283 Yes No Yes
## 2284 No No No
## 2285 Yes No No
## 2286 Yes No No
## 2287 Yes Yes No
## 2288 Yes Yes Yes
## 2289 No No Yes
## 2290 Yes Yes Yes
## 2291 Yes No Yes
## 2292 No No Yes
## 2293 Yes Yes Yes
## 2294 Yes Yes Yes
## 2295 Yes No Yes
## 2296 No No No
## 2297 No No No
## 2298 Yes Yes Yes
## 2299 Yes No No
## 2300 No No No
## 2301 No No Yes
## 2302 No Yes No
## 2303 Yes Yes Yes
## 2304 No No No
## 2305 No No Yes
## 2306 No No Yes
## 2307 No No No
## 2308 No Yes Yes
## 2309 Yes No Yes
## 2310 No Yes Yes
## 2311 Yes Yes Yes
## 2312 Yes Yes Yes
## 2313 No internet service No internet service No internet service
## 2314 Yes Yes Yes
## 2315 Yes Yes Yes
## 2316 No Yes Yes
## 2317 No internet service No internet service No internet service
## 2318 No internet service No internet service No internet service
## 2319 Yes No Yes
## 2320 No No Yes
## 2321 Yes Yes Yes
## 2322 Yes No Yes
## 2323 No internet service No internet service No internet service
## 2324 Yes No Yes
## 2325 Yes Yes No
## 2326 No internet service No internet service No internet service
## 2327 Yes Yes Yes
## 2328 Yes No Yes
## 2329 Yes No Yes
## 2330 No Yes No
## 2331 No No No
## 2332 No internet service No internet service No internet service
## 2333 Yes No Yes
## 2334 No Yes No
## 2335 No No Yes
## 2336 Yes No No
## 2337 No No No
## 2338 Yes No Yes
## 2339 No internet service No internet service No internet service
## 2340 No No Yes
## 2341 Yes No No
## 2342 Yes Yes Yes
## 2343 No Yes Yes
## 2344 No No No
## 2345 Yes Yes No
## 2346 No internet service No internet service No internet service
## 2347 Yes No No
## 2348 No internet service No internet service No internet service
## 2349 Yes No No
## 2350 Yes Yes No
## 2351 No No Yes
## 2352 Yes Yes No
## 2353 No internet service No internet service No internet service
## 2354 No No No
## 2355 No internet service No internet service No internet service
## 2356 No No No
## 2357 No No No
## 2358 Yes No No
## 2359 No internet service No internet service No internet service
## 2360 Yes No Yes
## 2361 No internet service No internet service No internet service
## 2362 No No No
## 2363 No No No
## 2364 No No No
## 2365 Yes No No
## 2366 Yes Yes Yes
## 2367 No No No
## 2368 Yes No Yes
## 2369 Yes Yes Yes
## 2370 Yes Yes No
## 2371 Yes Yes Yes
## 2372 No internet service No internet service No internet service
## 2373 Yes Yes Yes
## 2374 No Yes No
## 2375 No internet service No internet service No internet service
## 2376 Yes Yes Yes
## 2377 No No Yes
## 2378 No No No
## 2379 No No No
## 2380 Yes No Yes
## 2381 No Yes Yes
## 2382 No internet service No internet service No internet service
## 2383 No Yes No
## 2384 No No No
## 2385 Yes No No
## 2386 No No No
## 2387 No No No
## 2388 Yes No Yes
## 2389 No No No
## 2390 Yes Yes Yes
## 2391 No internet service No internet service No internet service
## 2392 No No Yes
## 2393 Yes No Yes
## 2394 Yes No Yes
## 2395 No No No
## 2396 Yes No Yes
## 2397 No No No
## 2398 No No Yes
## 2399 No No No
## 2400 Yes No Yes
## 2401 Yes Yes No
## 2402 No Yes No
## 2403 No internet service No internet service No internet service
## 2404 Yes Yes Yes
## 2405 No No Yes
## 2406 Yes No Yes
## 2407 No No Yes
## 2408 No No No
## 2409 No internet service No internet service No internet service
## 2410 Yes Yes Yes
## 2411 No No No
## 2412 Yes Yes Yes
## 2413 No Yes No
## 2414 Yes Yes No
## 2415 No internet service No internet service No internet service
## 2416 No No Yes
## 2417 Yes No Yes
## 2418 No Yes No
## 2419 Yes No No
## 2420 Yes Yes No
## 2421 No No Yes
## 2422 Yes No No
## 2423 No No No
## 2424 No internet service No internet service No internet service
## 2425 Yes No Yes
## 2426 No internet service No internet service No internet service
## 2427 Yes No No
## 2428 No No No
## 2429 Yes No Yes
## 2430 Yes No No
## 2431 Yes No No
## 2432 No No No
## 2433 No internet service No internet service No internet service
## 2434 Yes Yes No
## 2435 No internet service No internet service No internet service
## 2436 Yes No Yes
## 2437 No No No
## 2438 Yes No No
## 2439 No Yes Yes
## 2440 No internet service No internet service No internet service
## 2441 No internet service No internet service No internet service
## 2442 No No Yes
## 2443 No No Yes
## 2444 Yes No Yes
## 2445 No No Yes
## 2446 No No No
## 2447 No No Yes
## 2448 Yes No No
## 2449 Yes No Yes
## 2450 Yes No Yes
## 2451 Yes Yes Yes
## 2452 No No Yes
## 2453 No No No
## 2454 No No No
## 2455 No internet service No internet service No internet service
## 2456 No Yes No
## 2457 No internet service No internet service No internet service
## 2458 Yes No Yes
## 2459 Yes No Yes
## 2460 No internet service No internet service No internet service
## 2461 No internet service No internet service No internet service
## 2462 No internet service No internet service No internet service
## 2463 No Yes No
## 2464 No No No
## 2465 No No No
## 2466 No No No
## 2467 No internet service No internet service No internet service
## 2468 No Yes Yes
## 2469 No No Yes
## 2470 No internet service No internet service No internet service
## 2471 No internet service No internet service No internet service
## 2472 No No Yes
## 2473 Yes Yes No
## 2474 No internet service No internet service No internet service
## 2475 Yes No Yes
## 2476 Yes Yes No
## 2477 Yes Yes Yes
## 2478 No No No
## 2479 No No No
## 2480 No Yes No
## 2481 No No Yes
## 2482 No internet service No internet service No internet service
## 2483 No No No
## 2484 Yes No Yes
## 2485 No internet service No internet service No internet service
## 2486 Yes No No
## 2487 No Yes No
## 2488 No Yes No
## 2489 Yes Yes No
## 2490 Yes Yes No
## 2491 No Yes Yes
## 2492 No internet service No internet service No internet service
## 2493 No Yes Yes
## 2494 No No No
## 2495 No No No
## 2496 No internet service No internet service No internet service
## 2497 No internet service No internet service No internet service
## 2498 No internet service No internet service No internet service
## 2499 No Yes No
## 2500 Yes No Yes
## 2501 No Yes Yes
## 2502 No internet service No internet service No internet service
## 2503 No internet service No internet service No internet service
## 2504 No internet service No internet service No internet service
## 2505 No No No
## 2506 No internet service No internet service No internet service
## 2507 No internet service No internet service No internet service
## 2508 No internet service No internet service No internet service
## 2509 Yes Yes Yes
## 2510 No internet service No internet service No internet service
## 2511 No No No
## 2512 Yes No No
## 2513 Yes Yes No
## 2514 No internet service No internet service No internet service
## 2515 No No No
## 2516 Yes Yes Yes
## 2517 No No Yes
## 2518 No No No
## 2519 No No Yes
## 2520 Yes No Yes
## 2521 Yes Yes Yes
## 2522 No No No
## 2523 Yes Yes Yes
## 2524 No internet service No internet service No internet service
## 2525 No internet service No internet service No internet service
## 2526 No Yes No
## 2527 No internet service No internet service No internet service
## 2528 No No No
## 2529 No No Yes
## 2530 Yes No No
## 2531 Yes Yes Yes
## 2532 No internet service No internet service No internet service
## 2533 Yes Yes Yes
## 2534 No No Yes
## 2535 Yes Yes No
## 2536 Yes Yes Yes
## 2537 No internet service No internet service No internet service
## 2538 Yes Yes Yes
## 2539 No Yes Yes
## 2540 No internet service No internet service No internet service
## 2541 Yes Yes Yes
## 2542 Yes No Yes
## 2543 No Yes Yes
## 2544 No No Yes
## 2545 Yes No Yes
## 2546 Yes Yes Yes
## 2547 No Yes Yes
## 2548 No Yes No
## 2549 No No No
## 2550 No internet service No internet service No internet service
## 2551 No internet service No internet service No internet service
## 2552 No internet service No internet service No internet service
## 2553 No internet service No internet service No internet service
## 2554 No internet service No internet service No internet service
## 2555 Yes No No
## 2556 No No Yes
## 2557 Yes No No
## 2558 No No No
## 2559 No internet service No internet service No internet service
## 2560 Yes Yes Yes
## 2561 No No No
## 2562 Yes No Yes
## 2563 No Yes Yes
## 2564 Yes No Yes
## 2565 Yes Yes Yes
## 2566 No internet service No internet service No internet service
## 2567 Yes Yes Yes
## 2568 Yes No Yes
## 2569 No internet service No internet service No internet service
## 2570 No internet service No internet service No internet service
## 2571 No No Yes
## 2572 Yes Yes Yes
## 2573 No internet service No internet service No internet service
## 2574 No No No
## 2575 No No Yes
## 2576 No internet service No internet service No internet service
## 2577 Yes Yes Yes
## 2578 No No Yes
## 2579 Yes Yes Yes
## 2580 No internet service No internet service No internet service
## 2581 No Yes Yes
## 2582 No internet service No internet service No internet service
## 2583 Yes No Yes
## 2584 Yes Yes Yes
## 2585 No No Yes
## 2586 No internet service No internet service No internet service
## 2587 No internet service No internet service No internet service
## 2588 No internet service No internet service No internet service
## 2589 No Yes No
## 2590 No No No
## 2591 Yes No No
## 2592 No No Yes
## 2593 No internet service No internet service No internet service
## 2594 No internet service No internet service No internet service
## 2595 Yes Yes Yes
## 2596 Yes Yes Yes
## 2597 No No Yes
## 2598 Yes No Yes
## 2599 Yes No No
## 2600 Yes Yes No
## 2601 No No No
## 2602 Yes Yes No
## 2603 Yes Yes Yes
## 2604 Yes Yes Yes
## 2605 Yes No Yes
## 2606 No internet service No internet service No internet service
## 2607 No No Yes
## 2608 No No No
## 2609 No Yes No
## 2610 Yes No Yes
## 2611 Yes No No
## 2612 No No No
## 2613 No Yes Yes
## 2614 No No No
## 2615 No Yes No
## 2616 Yes Yes Yes
## 2617 No No No
## 2618 No internet service No internet service No internet service
## 2619 No internet service No internet service No internet service
## 2620 Yes Yes Yes
## 2621 Yes Yes Yes
## 2622 Yes Yes Yes
## 2623 No No No
## 2624 No No No
## 2625 Yes Yes No
## 2626 No No No
## 2627 Yes No No
## 2628 No internet service No internet service No internet service
## 2629 No Yes No
## 2630 No No No
## 2631 No Yes No
## 2632 Yes No Yes
## 2633 Yes No No
## 2634 No Yes Yes
## 2635 No Yes Yes
## 2636 No internet service No internet service No internet service
## 2637 Yes Yes Yes
## 2638 Yes Yes No
## 2639 Yes Yes Yes
## 2640 No No No
## 2641 Yes Yes No
## 2642 No Yes No
## 2643 Yes No No
## 2644 No No No
## 2645 Yes No No
## 2646 No internet service No internet service No internet service
## 2647 Yes Yes Yes
## 2648 No internet service No internet service No internet service
## 2649 Yes No No
## 2650 No internet service No internet service No internet service
## 2651 Yes No No
## 2652 No No Yes
## 2653 No No No
## 2654 No Yes Yes
## 2655 No No Yes
## 2656 No No Yes
## 2657 No Yes No
## 2658 No No No
## 2659 No internet service No internet service No internet service
## 2660 Yes Yes Yes
## 2661 No No No
## 2662 Yes Yes No
## 2663 Yes No Yes
## 2664 Yes No Yes
## 2665 No No Yes
## 2666 No Yes No
## 2667 Yes Yes Yes
## 2668 Yes Yes Yes
## 2669 No internet service No internet service No internet service
## 2670 No No No
## 2671 No Yes Yes
## 2672 No Yes Yes
## 2673 No internet service No internet service No internet service
## 2674 No No Yes
## 2675 No internet service No internet service No internet service
## 2676 No internet service No internet service No internet service
## 2677 No internet service No internet service No internet service
## 2678 No No No
## 2679 No internet service No internet service No internet service
## 2680 No No No
## 2681 Yes Yes Yes
## 2682 Yes Yes No
## 2683 No No No
## 2684 No No No
## 2685 No Yes Yes
## 2686 Yes No Yes
## 2687 Yes No No
## 2688 Yes Yes No
## 2689 No No No
## 2690 Yes Yes Yes
## 2691 No No Yes
## 2692 No No No
## 2693 No No No
## 2694 No internet service No internet service No internet service
## 2695 No internet service No internet service No internet service
## 2696 Yes Yes No
## 2697 Yes Yes No
## 2698 Yes Yes Yes
## 2699 No internet service No internet service No internet service
## 2700 No Yes Yes
## 2701 No No No
## 2702 No internet service No internet service No internet service
## 2703 No No No
## 2704 No No No
## 2705 Yes No No
## 2706 No internet service No internet service No internet service
## 2707 Yes No No
## 2708 Yes Yes Yes
## 2709 No No Yes
## 2710 Yes No Yes
## 2711 No internet service No internet service No internet service
## 2712 No No Yes
## 2713 No No No
## 2714 No internet service No internet service No internet service
## 2715 Yes Yes No
## 2716 No internet service No internet service No internet service
## 2717 No No No
## 2718 Yes Yes Yes
## 2719 Yes Yes No
## 2720 No Yes Yes
## 2721 No No No
## 2722 No No No
## 2723 No internet service No internet service No internet service
## 2724 No internet service No internet service No internet service
## 2725 No internet service No internet service No internet service
## 2726 No No No
## 2727 No internet service No internet service No internet service
## 2728 No No Yes
## 2729 Yes No Yes
## 2730 No No No
## 2731 No Yes Yes
## 2732 Yes No Yes
## 2733 No internet service No internet service No internet service
## 2734 No No Yes
## 2735 No internet service No internet service No internet service
## 2736 No No No
## 2737 No No No
## 2738 Yes Yes Yes
## 2739 Yes No Yes
## 2740 No Yes Yes
## 2741 No No No
## 2742 No No Yes
## 2743 Yes Yes No
## 2744 Yes Yes Yes
## 2745 Yes Yes Yes
## 2746 No No Yes
## 2747 No internet service No internet service No internet service
## 2748 No internet service No internet service No internet service
## 2749 No No Yes
## 2750 Yes No Yes
## 2751 No internet service No internet service No internet service
## 2752 No No No
## 2753 No Yes No
## 2754 No No Yes
## 2755 Yes Yes No
## 2756 No internet service No internet service No internet service
## 2757 No internet service No internet service No internet service
## 2758 Yes No No
## 2759 No internet service No internet service No internet service
## 2760 No internet service No internet service No internet service
## 2761 No internet service No internet service No internet service
## 2762 No No No
## 2763 Yes Yes Yes
## 2764 No No No
## 2765 Yes Yes No
## 2766 No No No
## 2767 Yes Yes Yes
## 2768 Yes Yes No
## 2769 No internet service No internet service No internet service
## 2770 No internet service No internet service No internet service
## 2771 No No Yes
## 2772 Yes No No
## 2773 No Yes Yes
## 2774 Yes No No
## 2775 No Yes No
## 2776 No Yes No
## 2777 No No No
## 2778 No internet service No internet service No internet service
## 2779 No No No
## 2780 No No Yes
## 2781 Yes Yes Yes
## 2782 No Yes No
## 2783 Yes Yes Yes
## 2784 No No No
## 2785 Yes Yes Yes
## 2786 Yes Yes Yes
## 2787 No No No
## 2788 No internet service No internet service No internet service
## 2789 No No No
## 2790 Yes No Yes
## 2791 No Yes Yes
## 2792 Yes No Yes
## 2793 No No No
## 2794 No No No
## 2795 No No No
## 2796 No No No
## 2797 No No Yes
## 2798 Yes No Yes
## 2799 Yes No Yes
## 2800 No internet service No internet service No internet service
## 2801 No internet service No internet service No internet service
## 2802 No Yes Yes
## 2803 Yes Yes Yes
## 2804 No internet service No internet service No internet service
## 2805 No No No
## 2806 No Yes No
## 2807 Yes No Yes
## 2808 No internet service No internet service No internet service
## 2809 No No Yes
## 2810 Yes No No
## 2811 Yes Yes Yes
## 2812 No internet service No internet service No internet service
## 2813 No Yes Yes
## 2814 No internet service No internet service No internet service
## 2815 No Yes Yes
## 2816 Yes Yes Yes
## 2817 Yes No Yes
## 2818 No internet service No internet service No internet service
## 2819 No No Yes
## 2820 No No No
## 2821 No internet service No internet service No internet service
## 2822 No No No
## 2823 Yes Yes No
## 2824 No internet service No internet service No internet service
## 2825 No internet service No internet service No internet service
## 2826 No internet service No internet service No internet service
## 2827 No No No
## 2828 No No No
## 2829 No internet service No internet service No internet service
## 2830 No No No
## 2831 Yes No No
## 2832 Yes No Yes
## 2833 No Yes Yes
## 2834 Yes No No
## 2835 No internet service No internet service No internet service
## 2836 No Yes No
## 2837 No No Yes
## 2838 No internet service No internet service No internet service
## 2839 No internet service No internet service No internet service
## 2840 No internet service No internet service No internet service
## 2841 No Yes No
## 2842 No No No
## 2843 Yes Yes No
## 2844 No internet service No internet service No internet service
## 2845 No No Yes
## 2846 Yes Yes No
## 2847 No No No
## 2848 No No No
## 2849 Yes No No
## 2850 No internet service No internet service No internet service
## 2851 No Yes Yes
## 2852 Yes Yes Yes
## 2853 Yes Yes Yes
## 2854 Yes No No
## 2855 Yes No Yes
## 2856 No internet service No internet service No internet service
## 2857 No No No
## 2858 No Yes No
## 2859 No internet service No internet service No internet service
## 2860 Yes Yes Yes
## 2861 Yes No Yes
## 2862 No No No
## 2863 No No No
## 2864 No No No
## 2865 No Yes Yes
## 2866 Yes No Yes
## 2867 No No No
## 2868 No internet service No internet service No internet service
## 2869 No No Yes
## 2870 No No Yes
## 2871 Yes Yes Yes
## 2872 No No Yes
## 2873 No internet service No internet service No internet service
## 2874 No No Yes
## 2875 No internet service No internet service No internet service
## 2876 No No No
## 2877 No internet service No internet service No internet service
## 2878 No No Yes
## 2879 Yes No Yes
## 2880 Yes No Yes
## 2881 No No No
## 2882 No Yes No
## 2883 No No Yes
## 2884 No internet service No internet service No internet service
## 2885 Yes Yes Yes
## 2886 Yes Yes Yes
## 2887 Yes Yes Yes
## 2888 No No No
## 2889 No No No
## 2890 Yes No Yes
## 2891 No No No
## 2892 No No No
## 2893 No internet service No internet service No internet service
## 2894 No No No
## 2895 Yes Yes No
## 2896 No internet service No internet service No internet service
## 2897 No internet service No internet service No internet service
## 2898 No internet service No internet service No internet service
## 2899 Yes Yes Yes
## 2900 Yes Yes Yes
## 2901 No No No
## 2902 No No Yes
## 2903 No No No
## 2904 No Yes No
## 2905 No No No
## 2906 Yes Yes No
## 2907 No Yes No
## 2908 No No Yes
## 2909 No No Yes
## 2910 No Yes No
## 2911 No internet service No internet service No internet service
## 2912 Yes No No
## 2913 Yes No No
## 2914 Yes Yes Yes
## 2915 No No Yes
## 2916 Yes Yes Yes
## 2917 No Yes No
## 2918 No internet service No internet service No internet service
## 2919 Yes No No
## 2920 No No Yes
## 2921 Yes Yes Yes
## 2922 No No Yes
## 2923 No No Yes
## 2924 Yes No Yes
## 2925 No No No
## 2926 Yes Yes Yes
## 2927 Yes Yes Yes
## 2928 No No No
## 2929 No Yes No
## 2930 No Yes No
## 2931 No internet service No internet service No internet service
## 2932 Yes No Yes
## 2933 Yes Yes Yes
## 2934 No internet service No internet service No internet service
## 2935 No internet service No internet service No internet service
## 2936 Yes Yes Yes
## 2937 Yes No Yes
## 2938 Yes No No
## 2939 No Yes No
## 2940 Yes Yes No
## 2941 Yes No Yes
## 2942 Yes No Yes
## 2943 No internet service No internet service No internet service
## 2944 No internet service No internet service No internet service
## 2945 No Yes Yes
## 2946 No No No
## 2947 No Yes No
## 2948 Yes No Yes
## 2949 Yes No Yes
## 2950 Yes Yes No
## 2951 No internet service No internet service No internet service
## 2952 No Yes No
## 2953 No internet service No internet service No internet service
## 2954 Yes No Yes
## 2955 No No No
## 2956 No No Yes
## 2957 Yes No Yes
## 2958 No No No
## 2959 No internet service No internet service No internet service
## 2960 No Yes Yes
## 2961 No No Yes
## 2962 No Yes No
## 2963 No Yes No
## 2964 No internet service No internet service No internet service
## 2965 No Yes No
## 2966 Yes No No
## 2967 No No Yes
## 2968 Yes Yes Yes
## 2969 Yes No No
## 2970 Yes Yes Yes
## 2971 No No No
## 2972 Yes Yes Yes
## 2973 Yes Yes Yes
## 2974 Yes No Yes
## 2975 No No No
## 2976 No Yes No
## 2977 No internet service No internet service No internet service
## 2978 No internet service No internet service No internet service
## 2979 Yes Yes No
## 2980 Yes Yes No
## 2981 No internet service No internet service No internet service
## 2982 No internet service No internet service No internet service
## 2983 No internet service No internet service No internet service
## 2984 Yes Yes Yes
## 2985 No internet service No internet service No internet service
## 2986 Yes Yes Yes
## 2987 No No No
## 2988 No internet service No internet service No internet service
## 2989 Yes No Yes
## 2990 No internet service No internet service No internet service
## 2991 No No No
## 2992 Yes Yes Yes
## 2993 No Yes No
## 2994 No internet service No internet service No internet service
## 2995 No Yes No
## 2996 No No No
## 2997 Yes No No
## 2998 No No Yes
## 2999 No No No
## 3000 No internet service No internet service No internet service
## 3001 No No Yes
## 3002 No internet service No internet service No internet service
## 3003 Yes Yes Yes
## 3004 No Yes No
## 3005 No No Yes
## 3006 No internet service No internet service No internet service
## 3007 No No No
## 3008 No No No
## 3009 No internet service No internet service No internet service
## 3010 No internet service No internet service No internet service
## 3011 No No No
## 3012 No internet service No internet service No internet service
## 3013 No Yes No
## 3014 No No Yes
## 3015 Yes No Yes
## 3016 Yes Yes Yes
## 3017 No No No
## 3018 No Yes No
## 3019 No internet service No internet service No internet service
## 3020 No Yes No
## 3021 No Yes No
## 3022 No internet service No internet service No internet service
## 3023 No internet service No internet service No internet service
## 3024 Yes Yes Yes
## 3025 No internet service No internet service No internet service
## 3026 No internet service No internet service No internet service
## 3027 No No Yes
## 3028 No internet service No internet service No internet service
## 3029 Yes Yes No
## 3030 No No No
## 3031 No No Yes
## 3032 No No No
## 3033 No internet service No internet service No internet service
## 3034 Yes No Yes
## 3035 No No Yes
## 3036 No No No
## 3037 Yes Yes Yes
## 3038 No internet service No internet service No internet service
## 3039 No No Yes
## 3040 Yes Yes Yes
## 3041 Yes Yes Yes
## 3042 No No No
## 3043 No No No
## 3044 Yes No No
## 3045 No No No
## 3046 Yes No No
## 3047 Yes Yes Yes
## 3048 No No No
## 3049 No No No
## 3050 No internet service No internet service No internet service
## 3051 No Yes No
## 3052 Yes Yes Yes
## 3053 No No No
## 3054 Yes Yes Yes
## 3055 No Yes Yes
## 3056 No No No
## 3057 No Yes Yes
## 3058 No internet service No internet service No internet service
## 3059 Yes No No
## 3060 No internet service No internet service No internet service
## 3061 Yes No Yes
## 3062 Yes No Yes
## 3063 Yes Yes No
## 3064 Yes No Yes
## 3065 No No No
## 3066 No No No
## 3067 No No No
## 3068 No No No
## 3069 No No No
## 3070 No internet service No internet service No internet service
## 3071 No Yes No
## 3072 Yes Yes Yes
## 3073 Yes Yes No
## 3074 Yes No Yes
## 3075 No No No
## 3076 Yes No Yes
## 3077 No No No
## 3078 Yes No No
## 3079 No No Yes
## 3080 No No Yes
## 3081 No No No
## 3082 No No Yes
## 3083 No Yes No
## 3084 No internet service No internet service No internet service
## 3085 No internet service No internet service No internet service
## 3086 Yes No Yes
## 3087 Yes Yes No
## 3088 No No Yes
## 3089 Yes Yes Yes
## 3090 Yes Yes Yes
## 3091 No No Yes
## 3092 No internet service No internet service No internet service
## 3093 No No No
## 3094 No Yes No
## 3095 No No Yes
## 3096 Yes No No
## 3097 Yes Yes Yes
## 3098 No internet service No internet service No internet service
## 3099 Yes No No
## 3100 No internet service No internet service No internet service
## 3101 Yes No Yes
## 3102 No No No
## 3103 No Yes No
## 3104 No internet service No internet service No internet service
## 3105 No No No
## 3106 No Yes No
## 3107 No internet service No internet service No internet service
## 3108 Yes Yes Yes
## 3109 No Yes Yes
## 3110 No internet service No internet service No internet service
## 3111 No internet service No internet service No internet service
## 3112 Yes No Yes
## 3113 No Yes No
## 3114 No No Yes
## 3115 Yes Yes Yes
## 3116 Yes No No
## 3117 Yes No No
## 3118 Yes Yes Yes
## 3119 No internet service No internet service No internet service
## 3120 No No Yes
## 3121 No internet service No internet service No internet service
## 3122 No Yes Yes
## 3123 No internet service No internet service No internet service
## 3124 No No No
## 3125 No Yes Yes
## 3126 No internet service No internet service No internet service
## 3127 No Yes No
## 3128 No No No
## 3129 No internet service No internet service No internet service
## 3130 Yes No Yes
## 3131 No Yes Yes
## 3132 Yes Yes No
## 3133 No Yes No
## 3134 Yes Yes No
## 3135 No internet service No internet service No internet service
## 3136 No Yes Yes
## 3137 No No No
## 3138 Yes Yes Yes
## 3139 No No No
## 3140 No Yes No
## 3141 Yes No No
## 3142 Yes Yes No
## 3143 No internet service No internet service No internet service
## 3144 Yes Yes Yes
## 3145 No internet service No internet service No internet service
## 3146 No No No
## 3147 No Yes Yes
## 3148 Yes No Yes
## 3149 No No No
## 3150 Yes Yes No
## 3151 No No No
## 3152 No No No
## 3153 Yes Yes No
## 3154 No No No
## 3155 No No No
## 3156 No internet service No internet service No internet service
## 3157 No internet service No internet service No internet service
## 3158 No No No
## 3159 Yes No No
## 3160 No No Yes
## 3161 Yes Yes No
## 3162 No internet service No internet service No internet service
## 3163 No No Yes
## 3164 No No No
## 3165 Yes No Yes
## 3166 No internet service No internet service No internet service
## 3167 No Yes No
## 3168 Yes Yes No
## 3169 No internet service No internet service No internet service
## 3170 Yes Yes Yes
## 3171 No No Yes
## 3172 No internet service No internet service No internet service
## 3173 No No Yes
## 3174 No internet service No internet service No internet service
## 3175 No No Yes
## 3176 No No No
## 3177 No internet service No internet service No internet service
## 3178 Yes Yes Yes
## 3179 No No Yes
## 3180 No internet service No internet service No internet service
## 3181 No internet service No internet service No internet service
## 3182 Yes Yes No
## 3183 No Yes Yes
## 3184 No No Yes
## 3185 Yes Yes Yes
## 3186 No No No
## 3187 No internet service No internet service No internet service
## 3188 Yes No Yes
## 3189 No No No
## 3190 No internet service No internet service No internet service
## 3191 Yes Yes Yes
## 3192 No No No
## 3193 No internet service No internet service No internet service
## 3194 No internet service No internet service No internet service
## 3195 Yes No Yes
## 3196 Yes No No
## 3197 No internet service No internet service No internet service
## 3198 No No Yes
## 3199 Yes No Yes
## 3200 No internet service No internet service No internet service
## 3201 Yes No Yes
## 3202 No Yes Yes
## 3203 No No No
## 3204 Yes Yes Yes
## 3205 No internet service No internet service No internet service
## 3206 Yes Yes Yes
## 3207 No internet service No internet service No internet service
## 3208 No internet service No internet service No internet service
## 3209 Yes No No
## 3210 No No Yes
## 3211 No Yes Yes
## 3212 No internet service No internet service No internet service
## 3213 Yes No No
## 3214 Yes No No
## 3215 No No No
## 3216 No No No
## 3217 Yes No No
## 3218 No internet service No internet service No internet service
## 3219 Yes No No
## 3220 No internet service No internet service No internet service
## 3221 Yes Yes No
## 3222 No Yes No
## 3223 No No No
## 3224 No No No
## 3225 No Yes Yes
## 3226 No No Yes
## 3227 No internet service No internet service No internet service
## 3228 No No Yes
## 3229 Yes No Yes
## 3230 No No Yes
## 3231 No internet service No internet service No internet service
## 3232 Yes Yes Yes
## 3233 No No No
## 3234 Yes No No
## 3235 No internet service No internet service No internet service
## 3236 Yes Yes No
## 3237 No No No
## 3238 No internet service No internet service No internet service
## 3239 No internet service No internet service No internet service
## 3240 No Yes No
## 3241 No No Yes
## 3242 No internet service No internet service No internet service
## 3243 No internet service No internet service No internet service
## 3244 No No No
## 3245 No No No
## 3246 Yes Yes No
## 3247 No No Yes
## 3248 Yes Yes Yes
## 3249 No No No
## 3250 Yes No No
## 3251 No internet service No internet service No internet service
## 3252 No No Yes
## 3253 No Yes No
## 3254 Yes No Yes
## 3255 Yes No Yes
## 3256 No Yes Yes
## 3257 Yes Yes Yes
## 3258 No No Yes
## 3259 No No No
## 3260 No No No
## 3261 No Yes No
## 3262 Yes Yes Yes
## 3263 Yes No Yes
## 3264 Yes Yes No
## 3265 Yes Yes Yes
## 3266 No No No
## 3267 No internet service No internet service No internet service
## 3268 No internet service No internet service No internet service
## 3269 No No Yes
## 3270 No internet service No internet service No internet service
## 3271 No Yes Yes
## 3272 No No Yes
## 3273 No No No
## 3274 No No No
## 3275 Yes Yes Yes
## 3276 No internet service No internet service No internet service
## 3277 No No No
## 3278 No internet service No internet service No internet service
## 3279 No Yes Yes
## 3280 No Yes No
## 3281 Yes No No
## 3282 No No Yes
## 3283 Yes No Yes
## 3284 No internet service No internet service No internet service
## 3285 No No Yes
## 3286 No Yes No
## 3287 No No Yes
## 3288 No Yes Yes
## 3289 No internet service No internet service No internet service
## 3290 No No Yes
## 3291 Yes No No
## 3292 No Yes No
## 3293 No No Yes
## 3294 No No No
## 3295 No No No
## 3296 Yes Yes Yes
## 3297 Yes No No
## 3298 Yes Yes Yes
## 3299 No internet service No internet service No internet service
## 3300 Yes Yes Yes
## 3301 No internet service No internet service No internet service
## 3302 No No No
## 3303 Yes No Yes
## 3304 No No No
## 3305 Yes Yes Yes
## 3306 No No Yes
## 3307 No Yes No
## 3308 No Yes Yes
## 3309 No internet service No internet service No internet service
## 3310 No internet service No internet service No internet service
## 3311 No No Yes
## 3312 No No Yes
## 3313 No internet service No internet service No internet service
## 3314 No internet service No internet service No internet service
## 3315 Yes No No
## 3316 Yes Yes Yes
## 3317 Yes No Yes
## 3318 No Yes Yes
## 3319 Yes No No
## 3320 No No Yes
## 3321 No No No
## 3322 No internet service No internet service No internet service
## 3323 No No No
## 3324 No internet service No internet service No internet service
## 3325 Yes No No
## 3326 No No No
## 3327 Yes Yes Yes
## 3328 Yes No No
## 3329 No No No
## 3330 No Yes No
## 3331 Yes No Yes
## 3332 No internet service No internet service No internet service
## 3333 No No No
## 3334 No internet service No internet service No internet service
## 3335 Yes No Yes
## 3336 No internet service No internet service No internet service
## 3337 No internet service No internet service No internet service
## 3338 No No No
## 3339 Yes Yes No
## 3340 Yes Yes Yes
## 3341 No No Yes
## 3342 No No No
## 3343 Yes No Yes
## 3344 No internet service No internet service No internet service
## 3345 No No No
## 3346 Yes No Yes
## 3347 No No No
## 3348 No internet service No internet service No internet service
## 3349 Yes No Yes
## 3350 Yes No Yes
## 3351 No No No
## 3352 No Yes No
## 3353 No No No
## 3354 No No No
## 3355 No Yes No
## 3356 Yes Yes No
## 3357 No No No
## 3358 Yes No No
## 3359 No Yes No
## 3360 No internet service No internet service No internet service
## 3361 Yes No Yes
## 3362 Yes Yes No
## 3363 No No No
## 3364 Yes Yes Yes
## 3365 Yes No Yes
## 3366 No internet service No internet service No internet service
## 3367 Yes No Yes
## 3368 Yes Yes Yes
## 3369 Yes No No
## 3370 No No No
## 3371 Yes No No
## 3372 No internet service No internet service No internet service
## 3373 No Yes Yes
## 3374 No No No
## 3375 No No No
## 3376 No internet service No internet service No internet service
## 3377 No internet service No internet service No internet service
## 3378 No internet service No internet service No internet service
## 3379 Yes Yes Yes
## 3380 No internet service No internet service No internet service
## 3381 No No Yes
## 3382 Yes Yes Yes
## 3383 No internet service No internet service No internet service
## 3384 No No No
## 3385 Yes No No
## 3386 No No Yes
## 3387 No Yes No
## 3388 No internet service No internet service No internet service
## 3389 Yes No No
## 3390 No No No
## 3391 No internet service No internet service No internet service
## 3392 No internet service No internet service No internet service
## 3393 No No No
## 3394 Yes Yes Yes
## 3395 No No No
## 3396 Yes No No
## 3397 No No Yes
## 3398 Yes Yes Yes
## 3399 Yes No No
## 3400 Yes Yes Yes
## 3401 No No Yes
## 3402 No internet service No internet service No internet service
## 3403 No No No
## 3404 No internet service No internet service No internet service
## 3405 No No No
## 3406 No Yes No
## 3407 No internet service No internet service No internet service
## 3408 No internet service No internet service No internet service
## 3409 No No No
## 3410 Yes Yes Yes
## 3411 No No Yes
## 3412 No No Yes
## 3413 No Yes No
## 3414 No No Yes
## 3415 Yes Yes No
## 3416 No No Yes
## 3417 No No Yes
## 3418 No Yes No
## 3419 Yes No Yes
## 3420 No Yes Yes
## 3421 No No Yes
## 3422 Yes Yes No
## 3423 Yes Yes Yes
## 3424 No No No
## 3425 No No Yes
## 3426 No No No
## 3427 No No No
## 3428 No No Yes
## 3429 Yes No Yes
## 3430 No internet service No internet service No internet service
## 3431 Yes No No
## 3432 Yes No Yes
## 3433 Yes Yes Yes
## 3434 Yes No Yes
## 3435 No Yes No
## 3436 No No No
## 3437 No internet service No internet service No internet service
## 3438 No No No
## 3439 No No Yes
## 3440 Yes No Yes
## 3441 Yes Yes Yes
## 3442 Yes No No
## 3443 Yes Yes Yes
## 3444 Yes Yes Yes
## 3445 Yes No No
## 3446 No Yes Yes
## 3447 Yes No Yes
## 3448 No No No
## 3449 No Yes No
## 3450 Yes No Yes
## 3451 Yes No Yes
## 3452 No No No
## 3453 No No No
## 3454 Yes No Yes
## 3455 Yes No No
## 3456 No No Yes
## 3457 Yes Yes Yes
## 3458 No internet service No internet service No internet service
## 3459 No No Yes
## 3460 No internet service No internet service No internet service
## 3461 Yes Yes Yes
## 3462 No No No
## 3463 No No No
## 3464 No No Yes
## 3465 No No No
## 3466 No No No
## 3467 No internet service No internet service No internet service
## 3468 No No Yes
## 3469 No internet service No internet service No internet service
## 3470 No No Yes
## 3471 No No No
## 3472 No internet service No internet service No internet service
## 3473 Yes No Yes
## 3474 Yes Yes Yes
## 3475 No No No
## 3476 No internet service No internet service No internet service
## 3477 No No Yes
## 3478 No No No
## 3479 Yes No Yes
## 3480 No No No
## 3481 No internet service No internet service No internet service
## 3482 No No No
## 3483 No No No
## 3484 Yes No No
## 3485 No No No
## 3486 No No No
## 3487 No No Yes
## 3488 No internet service No internet service No internet service
## 3489 No No No
## 3490 Yes Yes Yes
## 3491 Yes No No
## 3492 Yes Yes Yes
## 3493 No No No
## 3494 No No No
## 3495 No No Yes
## 3496 No No No
## 3497 No No No
## 3498 No No No
## 3499 No No No
## 3500 No internet service No internet service No internet service
## 3501 Yes No No
## 3502 Yes Yes Yes
## 3503 Yes No Yes
## 3504 No Yes Yes
## 3505 No internet service No internet service No internet service
## 3506 No No No
## 3507 Yes No No
## 3508 No internet service No internet service No internet service
## 3509 Yes Yes Yes
## 3510 No No No
## 3511 No No No
## 3512 No internet service No internet service No internet service
## 3513 No internet service No internet service No internet service
## 3514 No internet service No internet service No internet service
## 3515 Yes Yes Yes
## 3516 No No No
## 3517 No No No
## 3518 Yes Yes Yes
## 3519 No internet service No internet service No internet service
## 3520 No No Yes
## 3521 No internet service No internet service No internet service
## 3522 No No No
## 3523 No internet service No internet service No internet service
## 3524 Yes Yes Yes
## 3525 No No No
## 3526 Yes No Yes
## 3527 Yes No No
## 3528 No No No
## 3529 No internet service No internet service No internet service
## 3530 Yes No No
## 3531 Yes Yes Yes
## 3532 No internet service No internet service No internet service
## 3533 Yes No No
## 3534 No internet service No internet service No internet service
## 3535 No Yes Yes
## 3536 Yes Yes Yes
## 3537 No No No
## 3538 Yes No No
## 3539 Yes Yes Yes
## 3540 No No No
## 3541 Yes Yes Yes
## 3542 No No Yes
## 3543 Yes Yes No
## 3544 Yes Yes No
## 3545 Yes No Yes
## 3546 No No Yes
## 3547 Yes Yes Yes
## 3548 Yes Yes Yes
## 3549 No Yes No
## 3550 Yes Yes No
## 3551 No Yes Yes
## 3552 No No No
## 3553 Yes No No
## 3554 No internet service No internet service No internet service
## 3555 No No No
## 3556 No No Yes
## 3557 No internet service No internet service No internet service
## 3558 Yes No Yes
## 3559 No No Yes
## 3560 No internet service No internet service No internet service
## 3561 No No No
## 3562 No Yes No
## 3563 No No No
## 3564 No No No
## 3565 No No No
## 3566 No No No
## 3567 Yes Yes Yes
## 3568 No Yes No
## 3569 No Yes Yes
## 3570 No internet service No internet service No internet service
## 3571 No internet service No internet service No internet service
## 3572 Yes No No
## 3573 No No No
## 3574 No internet service No internet service No internet service
## 3575 No internet service No internet service No internet service
## 3576 No Yes Yes
## 3577 No internet service No internet service No internet service
## 3578 No Yes No
## 3579 No No Yes
## 3580 Yes No No
## 3581 Yes Yes Yes
## 3582 Yes Yes Yes
## 3583 No No Yes
## 3584 Yes Yes Yes
## 3585 No No No
## 3586 No Yes Yes
## 3587 Yes Yes No
## 3588 No No Yes
## 3589 Yes No No
## 3590 No No No
## 3591 No internet service No internet service No internet service
## 3592 No Yes No
## 3593 No No No
## 3594 No No No
## 3595 No No No
## 3596 No No No
## 3597 No No No
## 3598 No Yes Yes
## 3599 No No No
## 3600 Yes Yes Yes
## 3601 Yes No No
## 3602 No internet service No internet service No internet service
## 3603 Yes No No
## 3604 No No No
## 3605 No internet service No internet service No internet service
## 3606 No No No
## 3607 Yes No Yes
## 3608 No Yes No
## 3609 No No No
## 3610 Yes No Yes
## 3611 Yes No Yes
## 3612 No Yes Yes
## 3613 No No No
## 3614 Yes No Yes
## 3615 Yes Yes Yes
## 3616 Yes No Yes
## 3617 No No No
## 3618 Yes No Yes
## 3619 No No No
## 3620 Yes Yes Yes
## 3621 Yes Yes Yes
## 3622 No No No
## 3623 Yes Yes Yes
## 3624 No No No
## 3625 Yes No No
## 3626 No internet service No internet service No internet service
## 3627 No Yes No
## 3628 No internet service No internet service No internet service
## 3629 Yes Yes Yes
## 3630 No internet service No internet service No internet service
## 3631 No internet service No internet service No internet service
## 3632 No No No
## 3633 Yes No No
## 3634 No No No
## 3635 Yes Yes Yes
## 3636 No internet service No internet service No internet service
## 3637 No internet service No internet service No internet service
## 3638 No internet service No internet service No internet service
## 3639 No No No
## 3640 Yes No Yes
## 3641 Yes No No
## 3642 Yes Yes Yes
## 3643 Yes No Yes
## 3644 No internet service No internet service No internet service
## 3645 No internet service No internet service No internet service
## 3646 No internet service No internet service No internet service
## 3647 Yes Yes No
## 3648 No No No
## 3649 Yes No No
## 3650 No internet service No internet service No internet service
## 3651 No internet service No internet service No internet service
## 3652 No internet service No internet service No internet service
## 3653 No No No
## 3654 No Yes Yes
## 3655 Yes No No
## 3656 No internet service No internet service No internet service
## 3657 No No No
## 3658 No internet service No internet service No internet service
## 3659 Yes Yes No
## 3660 Yes No Yes
## 3661 Yes Yes No
## 3662 No No Yes
## 3663 No No No
## 3664 No No Yes
## 3665 No Yes No
## 3666 Yes No Yes
## 3667 No No Yes
## 3668 Yes No Yes
## 3669 No No Yes
## 3670 Yes No Yes
## 3671 No internet service No internet service No internet service
## 3672 No No No
## 3673 No No Yes
## 3674 No No Yes
## 3675 No No No
## 3676 No internet service No internet service No internet service
## 3677 No Yes Yes
## 3678 No Yes No
## 3679 No Yes Yes
## 3680 No internet service No internet service No internet service
## 3681 No Yes Yes
## 3682 Yes No Yes
## 3683 No No No
## 3684 No Yes No
## 3685 No No No
## 3686 No Yes Yes
## 3687 No No No
## 3688 No Yes Yes
## 3689 Yes No Yes
## 3690 No No No
## 3691 Yes No Yes
## 3692 No No Yes
## 3693 Yes No Yes
## 3694 No No Yes
## 3695 Yes Yes Yes
## 3696 No No Yes
## 3697 No Yes No
## 3698 No No Yes
## 3699 Yes No No
## 3700 Yes Yes No
## 3701 No internet service No internet service No internet service
## 3702 No internet service No internet service No internet service
## 3703 No No No
## 3704 No internet service No internet service No internet service
## 3705 Yes No Yes
## 3706 No Yes No
## 3707 Yes Yes No
## 3708 No internet service No internet service No internet service
## 3709 No internet service No internet service No internet service
## 3710 No No No
## 3711 No internet service No internet service No internet service
## 3712 No Yes No
## 3713 No Yes Yes
## 3714 No No No
## 3715 Yes No No
## 3716 No No No
## 3717 No No Yes
## 3718 Yes No No
## 3719 No No Yes
## 3720 No internet service No internet service No internet service
## 3721 Yes No No
## 3722 No internet service No internet service No internet service
## 3723 No Yes No
## 3724 No internet service No internet service No internet service
## 3725 No internet service No internet service No internet service
## 3726 No No No
## 3727 No Yes No
## 3728 No No Yes
## 3729 Yes Yes Yes
## 3730 No internet service No internet service No internet service
## 3731 Yes No Yes
## 3732 No No No
## 3733 Yes Yes Yes
## 3734 No Yes No
## 3735 Yes Yes Yes
## 3736 No No Yes
## 3737 No internet service No internet service No internet service
## 3738 No No No
## 3739 Yes No Yes
## 3740 No internet service No internet service No internet service
## 3741 No No No
## 3742 Yes Yes No
## 3743 Yes Yes Yes
## 3744 No No No
## 3745 No No No
## 3746 No No Yes
## 3747 No No No
## 3748 No Yes No
## 3749 Yes Yes Yes
## 3750 No No Yes
## 3751 Yes Yes Yes
## 3752 Yes Yes Yes
## 3753 Yes Yes No
## 3754 No Yes No
## 3755 No internet service No internet service No internet service
## 3756 No No No
## 3757 No No No
## 3758 Yes Yes No
## 3759 No No No
## 3760 Yes No Yes
## 3761 Yes No No
## 3762 Yes No Yes
## 3763 No No No
## 3764 No No Yes
## 3765 No internet service No internet service No internet service
## 3766 No internet service No internet service No internet service
## 3767 Yes No No
## 3768 Yes Yes Yes
## 3769 No No No
## 3770 No internet service No internet service No internet service
## 3771 No internet service No internet service No internet service
## 3772 No No Yes
## 3773 No No Yes
## 3774 No No No
## 3775 Yes No Yes
## 3776 Yes No Yes
## 3777 No No Yes
## 3778 No internet service No internet service No internet service
## 3779 No No No
## 3780 Yes Yes Yes
## 3781 Yes Yes No
## 3782 No internet service No internet service No internet service
## 3783 No No Yes
## 3784 Yes No Yes
## 3785 Yes No Yes
## 3786 Yes No No
## 3787 No No No
## 3788 No Yes Yes
## 3789 Yes Yes Yes
## 3790 No internet service No internet service No internet service
## 3791 No internet service No internet service No internet service
## 3792 No No No
## 3793 No No Yes
## 3794 No internet service No internet service No internet service
## 3795 Yes No No
## 3796 No No Yes
## 3797 No No No
## 3798 Yes No Yes
## 3799 No Yes Yes
## 3800 Yes Yes No
## 3801 Yes Yes No
## 3802 No Yes No
## 3803 No internet service No internet service No internet service
## 3804 No Yes Yes
## 3805 No No No
## 3806 No No No
## 3807 No No No
## 3808 Yes No Yes
## 3809 No internet service No internet service No internet service
## 3810 No internet service No internet service No internet service
## 3811 No No No
## 3812 No Yes No
## 3813 No internet service No internet service No internet service
## 3814 Yes No Yes
## 3815 Yes Yes Yes
## 3816 No No No
## 3817 Yes No No
## 3818 No internet service No internet service No internet service
## 3819 No Yes Yes
## 3820 No No No
## 3821 Yes Yes Yes
## 3822 No No No
## 3823 Yes No Yes
## 3824 Yes Yes No
## 3825 No No No
## 3826 No internet service No internet service No internet service
## 3827 No internet service No internet service No internet service
## 3828 No internet service No internet service No internet service
## 3829 No internet service No internet service No internet service
## 3830 No No Yes
## 3831 No No Yes
## 3832 No No No
## 3833 No Yes Yes
## 3834 Yes No Yes
## 3835 No No Yes
## 3836 No internet service No internet service No internet service
## 3837 Yes Yes No
## 3838 Yes Yes Yes
## 3839 Yes No Yes
## 3840 No internet service No internet service No internet service
## 3841 No internet service No internet service No internet service
## 3842 No No Yes
## 3843 No No Yes
## 3844 No No No
## 3845 Yes Yes Yes
## 3846 Yes No No
## 3847 No No No
## 3848 No internet service No internet service No internet service
## 3849 No No No
## 3850 Yes No Yes
## 3851 Yes Yes Yes
## 3852 No internet service No internet service No internet service
## 3853 No internet service No internet service No internet service
## 3854 No No No
## 3855 No Yes Yes
## 3856 No Yes Yes
## 3857 Yes Yes Yes
## 3858 No internet service No internet service No internet service
## 3859 Yes Yes Yes
## 3860 Yes No Yes
## 3861 No No No
## 3862 Yes Yes Yes
## 3863 No internet service No internet service No internet service
## 3864 Yes No Yes
## 3865 No No Yes
## 3866 No internet service No internet service No internet service
## 3867 No internet service No internet service No internet service
## 3868 Yes No Yes
## 3869 No No No
## 3870 No No Yes
## 3871 Yes No Yes
## 3872 Yes No Yes
## 3873 Yes Yes Yes
## 3874 No Yes No
## 3875 No No No
## 3876 Yes Yes Yes
## 3877 No No Yes
## 3878 Yes No Yes
## 3879 Yes Yes Yes
## 3880 No No No
## 3881 Yes Yes Yes
## 3882 No Yes No
## 3883 No No No
## 3884 No No No
## 3885 No Yes Yes
## 3886 No No No
## 3887 No No Yes
## 3888 No No No
## 3889 No No No
## 3890 No internet service No internet service No internet service
## 3891 Yes Yes Yes
## 3892 No No No
## 3893 No internet service No internet service No internet service
## 3894 No No No
## 3895 Yes Yes Yes
## 3896 No internet service No internet service No internet service
## 3897 No internet service No internet service No internet service
## 3898 Yes Yes Yes
## 3899 No internet service No internet service No internet service
## 3900 Yes No Yes
## 3901 No internet service No internet service No internet service
## 3902 Yes Yes Yes
## 3903 No No No
## 3904 No Yes No
## 3905 No internet service No internet service No internet service
## 3906 No No Yes
## 3907 No No Yes
## 3908 Yes Yes Yes
## 3909 Yes Yes Yes
## 3910 No internet service No internet service No internet service
## 3911 Yes No Yes
## 3912 No No No
## 3913 Yes Yes Yes
## 3914 No internet service No internet service No internet service
## 3915 No internet service No internet service No internet service
## 3916 Yes No No
## 3917 No No No
## 3918 No No No
## 3919 No No Yes
## 3920 No No Yes
## 3921 Yes Yes No
## 3922 Yes No No
## 3923 No No Yes
## 3924 No No No
## 3925 No No No
## 3926 No Yes No
## 3927 Yes No No
## 3928 No internet service No internet service No internet service
## 3929 Yes No Yes
## 3930 No No No
## 3931 Yes Yes Yes
## 3932 No Yes No
## 3933 Yes No No
## 3934 No internet service No internet service No internet service
## 3935 No Yes No
## 3936 No internet service No internet service No internet service
## 3937 Yes Yes No
## 3938 No internet service No internet service No internet service
## 3939 No No No
## 3940 No No No
## 3941 No No No
## 3942 No internet service No internet service No internet service
## 3943 No No No
## 3944 No No No
## 3945 No internet service No internet service No internet service
## 3946 No Yes No
## 3947 Yes Yes Yes
## 3948 Yes No No
## 3949 No No Yes
## 3950 No No No
## 3951 No No Yes
## 3952 Yes Yes Yes
## 3953 Yes Yes Yes
## 3954 Yes No No
## 3955 No No Yes
## 3956 No No Yes
## 3957 Yes No Yes
## 3958 Yes No Yes
## 3959 No No No
## 3960 Yes No No
## 3961 Yes No Yes
## 3962 No No No
## 3963 No No No
## 3964 No internet service No internet service No internet service
## 3965 Yes Yes Yes
## 3966 Yes No Yes
## 3967 No Yes Yes
## 3968 No internet service No internet service No internet service
## 3969 No internet service No internet service No internet service
## 3970 No No No
## 3971 No Yes No
## 3972 No internet service No internet service No internet service
## 3973 No No No
## 3974 Yes Yes Yes
## 3975 Yes No Yes
## 3976 No No No
## 3977 No No No
## 3978 Yes Yes Yes
## 3979 No No Yes
## 3980 No internet service No internet service No internet service
## 3981 Yes No Yes
## 3982 No No No
## 3983 No internet service No internet service No internet service
## 3984 No No No
## 3985 No internet service No internet service No internet service
## 3986 No No No
## 3987 Yes Yes No
## 3988 No No No
## 3989 Yes Yes Yes
## 3990 No No No
## 3991 No No Yes
## 3992 No Yes No
## 3993 Yes No Yes
## 3994 No Yes No
## 3995 No No Yes
## 3996 No No No
## 3997 No internet service No internet service No internet service
## 3998 No No No
## 3999 No No No
## 4000 No No No
## 4001 Yes No Yes
## 4002 Yes Yes Yes
## 4003 Yes Yes Yes
## 4004 No internet service No internet service No internet service
## 4005 Yes Yes No
## 4006 No internet service No internet service No internet service
## 4007 No internet service No internet service No internet service
## 4008 No internet service No internet service No internet service
## 4009 Yes Yes Yes
## 4010 Yes Yes Yes
## 4011 No internet service No internet service No internet service
## 4012 No internet service No internet service No internet service
## 4013 No No No
## 4014 No Yes No
## 4015 Yes No Yes
## 4016 No No No
## 4017 No No No
## 4018 Yes No No
## 4019 Yes No Yes
## 4020 No No Yes
## 4021 Yes Yes Yes
## 4022 No internet service No internet service No internet service
## 4023 No internet service No internet service No internet service
## 4024 No internet service No internet service No internet service
## 4025 No No No
## 4026 Yes No No
## 4027 Yes Yes Yes
## 4028 No No No
## 4029 Yes Yes Yes
## 4030 Yes Yes No
## 4031 No Yes No
## 4032 Yes Yes Yes
## 4033 Yes No No
## 4034 No Yes No
## 4035 No No No
## 4036 No Yes No
## 4037 No internet service No internet service No internet service
## 4038 No internet service No internet service No internet service
## 4039 No internet service No internet service No internet service
## 4040 No No Yes
## 4041 Yes No No
## 4042 Yes Yes Yes
## 4043 No No No
## 4044 Yes Yes Yes
## 4045 Yes Yes Yes
## 4046 No No No
## 4047 No No No
## 4048 Yes No Yes
## 4049 Yes Yes Yes
## 4050 No Yes Yes
## 4051 No No Yes
## 4052 No No Yes
## 4053 Yes No Yes
## 4054 No No No
## 4055 Yes No Yes
## 4056 No No No
## 4057 No No Yes
## 4058 No internet service No internet service No internet service
## 4059 Yes Yes No
## 4060 No No Yes
## 4061 Yes No No
## 4062 No No No
## 4063 No No No
## 4064 Yes No No
## 4065 No No No
## 4066 No internet service No internet service No internet service
## 4067 No Yes No
## 4068 No Yes Yes
## 4069 No internet service No internet service No internet service
## 4070 No Yes Yes
## 4071 No No No
## 4072 No No Yes
## 4073 No No No
## 4074 No No Yes
## 4075 Yes No Yes
## 4076 No No No
## 4077 Yes No Yes
## 4078 No No Yes
## 4079 Yes Yes Yes
## 4080 No No No
## 4081 No internet service No internet service No internet service
## 4082 No No No
## 4083 Yes Yes Yes
## 4084 No No Yes
## 4085 No No Yes
## 4086 No Yes No
## 4087 Yes Yes Yes
## 4088 No internet service No internet service No internet service
## 4089 No No No
## 4090 No No No
## 4091 No No No
## 4092 No Yes No
## 4093 No internet service No internet service No internet service
## 4094 No No No
## 4095 No Yes No
## 4096 No Yes No
## 4097 Yes No Yes
## 4098 No Yes Yes
## 4099 No internet service No internet service No internet service
## 4100 No No No
## 4101 No internet service No internet service No internet service
## 4102 No No No
## 4103 No No No
## 4104 Yes No No
## 4105 No No No
## 4106 No Yes Yes
## 4107 No No Yes
## 4108 No No No
## 4109 No internet service No internet service No internet service
## 4110 No No No
## 4111 No Yes No
## 4112 Yes No Yes
## 4113 Yes No No
## 4114 No internet service No internet service No internet service
## 4115 No internet service No internet service No internet service
## 4116 Yes Yes Yes
## 4117 No internet service No internet service No internet service
## 4118 Yes No Yes
## 4119 No No No
## 4120 No internet service No internet service No internet service
## 4121 No No No
## 4122 Yes No No
## 4123 No Yes No
## 4124 No No No
## 4125 No No Yes
## 4126 Yes No No
## 4127 No internet service No internet service No internet service
## 4128 No internet service No internet service No internet service
## 4129 No No Yes
## 4130 Yes No Yes
## 4131 No Yes No
## 4132 No internet service No internet service No internet service
## 4133 No No No
## 4134 No No Yes
## 4135 Yes No Yes
## 4136 Yes Yes Yes
## 4137 No internet service No internet service No internet service
## 4138 No internet service No internet service No internet service
## 4139 Yes No Yes
## 4140 No No No
## 4141 No No Yes
## 4142 Yes No Yes
## 4143 No Yes No
## 4144 No No No
## 4145 Yes No Yes
## 4146 No Yes No
## 4147 No No No
## 4148 No internet service No internet service No internet service
## 4149 No internet service No internet service No internet service
## 4150 No No Yes
## 4151 No No Yes
## 4152 Yes No Yes
## 4153 Yes Yes No
## 4154 No internet service No internet service No internet service
## 4155 No No No
## 4156 Yes Yes Yes
## 4157 No internet service No internet service No internet service
## 4158 No No No
## 4159 No internet service No internet service No internet service
## 4160 Yes No No
## 4161 No Yes Yes
## 4162 Yes No No
## 4163 Yes Yes Yes
## 4164 Yes No No
## 4165 Yes Yes Yes
## 4166 No Yes No
## 4167 No internet service No internet service No internet service
## 4168 Yes No Yes
## 4169 Yes Yes Yes
## 4170 Yes No Yes
## 4171 Yes Yes Yes
## 4172 No internet service No internet service No internet service
## 4173 No internet service No internet service No internet service
## 4174 No No No
## 4175 No Yes No
## 4176 No internet service No internet service No internet service
## 4177 No internet service No internet service No internet service
## 4178 No No No
## 4179 Yes Yes No
## 4180 No No No
## 4181 No No No
## 4182 Yes No Yes
## 4183 No Yes Yes
## 4184 No Yes No
## 4185 Yes No No
## 4186 No internet service No internet service No internet service
## 4187 Yes Yes Yes
## 4188 No internet service No internet service No internet service
## 4189 Yes Yes Yes
## 4190 No Yes Yes
## 4191 No Yes Yes
## 4192 Yes Yes Yes
## 4193 No internet service No internet service No internet service
## 4194 No internet service No internet service No internet service
## 4195 No internet service No internet service No internet service
## 4196 No Yes No
## 4197 No internet service No internet service No internet service
## 4198 No No No
## 4199 No internet service No internet service No internet service
## 4200 Yes Yes Yes
## 4201 Yes Yes Yes
## 4202 No internet service No internet service No internet service
## 4203 No internet service No internet service No internet service
## 4204 No internet service No internet service No internet service
## 4205 No No No
## 4206 Yes No Yes
## 4207 Yes Yes Yes
## 4208 No Yes Yes
## 4209 Yes Yes Yes
## 4210 No Yes No
## 4211 Yes No Yes
## 4212 Yes No Yes
## 4213 No No Yes
## 4214 No Yes No
## 4215 No No No
## 4216 Yes Yes Yes
## 4217 Yes Yes Yes
## 4218 No No No
## 4219 No internet service No internet service No internet service
## 4220 No No No
## 4221 No internet service No internet service No internet service
## 4222 No internet service No internet service No internet service
## 4223 Yes Yes Yes
## 4224 No No No
## 4225 No internet service No internet service No internet service
## 4226 No internet service No internet service No internet service
## 4227 No No No
## 4228 No Yes Yes
## 4229 No No No
## 4230 Yes Yes Yes
## 4231 No No No
## 4232 Yes Yes No
## 4233 No No No
## 4234 Yes Yes Yes
## 4235 No internet service No internet service No internet service
## 4236 Yes Yes No
## 4237 No internet service No internet service No internet service
## 4238 Yes No Yes
## 4239 No internet service No internet service No internet service
## 4240 Yes No No
## 4241 Yes No Yes
## 4242 Yes No No
## 4243 No internet service No internet service No internet service
## 4244 No Yes Yes
## 4245 No internet service No internet service No internet service
## 4246 No internet service No internet service No internet service
## 4247 Yes No Yes
## 4248 No Yes Yes
## 4249 Yes Yes No
## 4250 Yes No No
## 4251 Yes Yes Yes
## 4252 Yes Yes No
## 4253 Yes No No
## 4254 Yes No Yes
## 4255 No No No
## 4256 Yes No Yes
## 4257 No internet service No internet service No internet service
## 4258 Yes No Yes
## 4259 Yes Yes Yes
## 4260 No internet service No internet service No internet service
## 4261 Yes Yes Yes
## 4262 No Yes No
## 4263 Yes No Yes
## 4264 Yes Yes Yes
## 4265 Yes No Yes
## 4266 No Yes Yes
## 4267 No Yes No
## 4268 Yes Yes Yes
## 4269 No Yes Yes
## 4270 Yes No No
## 4271 Yes Yes Yes
## 4272 No internet service No internet service No internet service
## 4273 No internet service No internet service No internet service
## 4274 No Yes No
## 4275 No internet service No internet service No internet service
## 4276 No internet service No internet service No internet service
## 4277 No No No
## 4278 No internet service No internet service No internet service
## 4279 Yes No Yes
## 4280 No internet service No internet service No internet service
## 4281 No internet service No internet service No internet service
## 4282 No No No
## 4283 Yes No Yes
## 4284 No No No
## 4285 No No Yes
## 4286 No Yes Yes
## 4287 No No No
## 4288 Yes Yes Yes
## 4289 Yes No No
## 4290 No internet service No internet service No internet service
## 4291 No Yes Yes
## 4292 No Yes Yes
## 4293 No No No
## 4294 No No Yes
## 4295 No No Yes
## 4296 No Yes No
## 4297 Yes Yes Yes
## 4298 No Yes No
## 4299 No No No
## 4300 No No No
## 4301 No internet service No internet service No internet service
## 4302 No internet service No internet service No internet service
## 4303 No No Yes
## 4304 No internet service No internet service No internet service
## 4305 No internet service No internet service No internet service
## 4306 No internet service No internet service No internet service
## 4307 No Yes Yes
## 4308 No No Yes
## 4309 No No No
## 4310 Yes No Yes
## 4311 Yes Yes Yes
## 4312 No No No
## 4313 Yes Yes Yes
## 4314 No Yes No
## 4315 No No Yes
## 4316 No No Yes
## 4317 Yes Yes Yes
## 4318 No internet service No internet service No internet service
## 4319 No Yes Yes
## 4320 Yes Yes Yes
## 4321 No internet service No internet service No internet service
## 4322 Yes No No
## 4323 No No No
## 4324 No No Yes
## 4325 Yes No No
## 4326 No internet service No internet service No internet service
## 4327 No No Yes
## 4328 No No No
## 4329 No No No
## 4330 Yes No Yes
## 4331 Yes No No
## 4332 No internet service No internet service No internet service
## 4333 No Yes No
## 4334 No Yes No
## 4335 No No No
## 4336 Yes No No
## 4337 No Yes Yes
## 4338 No No Yes
## 4339 Yes Yes Yes
## 4340 Yes Yes No
## 4341 No Yes No
## 4342 No No No
## 4343 Yes No No
## 4344 No No No
## 4345 Yes No Yes
## 4346 No internet service No internet service No internet service
## 4347 No Yes No
## 4348 No Yes Yes
## 4349 No internet service No internet service No internet service
## 4350 No No No
## 4351 No No No
## 4352 No internet service No internet service No internet service
## 4353 Yes No No
## 4354 Yes No No
## 4355 No internet service No internet service No internet service
## 4356 No No No
## 4357 No internet service No internet service No internet service
## 4358 No internet service No internet service No internet service
## 4359 No No Yes
## 4360 No No Yes
## 4361 No No Yes
## 4362 No Yes No
## 4363 No internet service No internet service No internet service
## 4364 No No Yes
## 4365 Yes Yes No
## 4366 Yes Yes Yes
## 4367 No No No
## 4368 Yes Yes No
## 4369 No No Yes
## 4370 No No No
## 4371 Yes Yes Yes
## 4372 No internet service No internet service No internet service
## 4373 No internet service No internet service No internet service
## 4374 No internet service No internet service No internet service
## 4375 No internet service No internet service No internet service
## 4376 Yes Yes Yes
## 4377 No No Yes
## 4378 No No Yes
## 4379 No internet service No internet service No internet service
## 4380 Yes No Yes
## 4381 No internet service No internet service No internet service
## 4382 Yes No No
## 4383 No No No
## 4384 Yes Yes No
## 4385 Yes No No
## 4386 No internet service No internet service No internet service
## 4387 No Yes No
## 4388 No internet service No internet service No internet service
## 4389 No internet service No internet service No internet service
## 4390 No No Yes
## 4391 No Yes No
## 4392 No Yes Yes
## 4393 No internet service No internet service No internet service
## 4394 No No No
## 4395 Yes Yes No
## 4396 Yes No Yes
## 4397 No No No
## 4398 Yes Yes Yes
## 4399 Yes No Yes
## 4400 Yes Yes No
## 4401 No No No
## 4402 No Yes Yes
## 4403 No Yes Yes
## 4404 Yes No No
## 4405 Yes No No
## 4406 No No No
## 4407 Yes Yes Yes
## 4408 No internet service No internet service No internet service
## 4409 Yes No Yes
## 4410 Yes Yes No
## 4411 No No Yes
## 4412 Yes Yes No
## 4413 No internet service No internet service No internet service
## 4414 Yes No Yes
## 4415 No internet service No internet service No internet service
## 4416 Yes No No
## 4417 No No Yes
## 4418 No No No
## 4419 Yes No No
## 4420 No internet service No internet service No internet service
## 4421 Yes Yes Yes
## 4422 No No No
## 4423 No No Yes
## 4424 Yes No Yes
## 4425 No No No
## 4426 No No No
## 4427 No Yes No
## 4428 Yes Yes Yes
## 4429 Yes Yes Yes
## 4430 Yes Yes Yes
## 4431 No Yes No
## 4432 No No No
## 4433 No Yes No
## 4434 No No No
## 4435 Yes No No
## 4436 No No No
## 4437 Yes No No
## 4438 Yes No Yes
## 4439 No internet service No internet service No internet service
## 4440 No internet service No internet service No internet service
## 4441 No No No
## 4442 No internet service No internet service No internet service
## 4443 No No Yes
## 4444 No No No
## 4445 No internet service No internet service No internet service
## 4446 Yes No Yes
## 4447 No No Yes
## 4448 No Yes Yes
## 4449 No No Yes
## 4450 Yes No Yes
## 4451 No Yes No
## 4452 No No Yes
## 4453 Yes Yes Yes
## 4454 Yes No Yes
## 4455 No internet service No internet service No internet service
## 4456 Yes No No
## 4457 No internet service No internet service No internet service
## 4458 No No No
## 4459 Yes No Yes
## 4460 No No Yes
## 4461 Yes Yes No
## 4462 No Yes Yes
## 4463 Yes No No
## 4464 No No No
## 4465 Yes No No
## 4466 Yes No Yes
## 4467 No No No
## 4468 Yes Yes No
## 4469 No internet service No internet service No internet service
## 4470 Yes Yes No
## 4471 No No No
## 4472 Yes No No
## 4473 Yes No No
## 4474 Yes No Yes
## 4475 Yes Yes Yes
## 4476 No internet service No internet service No internet service
## 4477 No internet service No internet service No internet service
## 4478 No No No
## 4479 No No Yes
## 4480 No internet service No internet service No internet service
## 4481 No No No
## 4482 No No Yes
## 4483 No No No
## 4484 No internet service No internet service No internet service
## 4485 No No No
## 4486 Yes Yes Yes
## 4487 Yes No No
## 4488 No internet service No internet service No internet service
## 4489 No No No
## 4490 No No No
## 4491 Yes Yes Yes
## 4492 No internet service No internet service No internet service
## 4493 No internet service No internet service No internet service
## 4494 No internet service No internet service No internet service
## 4495 No No No
## 4496 No No No
## 4497 Yes Yes Yes
## 4498 Yes No Yes
## 4499 No internet service No internet service No internet service
## 4500 No No No
## 4501 Yes Yes Yes
## 4502 No internet service No internet service No internet service
## 4503 No No Yes
## 4504 No No Yes
## 4505 No internet service No internet service No internet service
## 4506 No internet service No internet service No internet service
## 4507 Yes Yes Yes
## 4508 No Yes No
## 4509 No internet service No internet service No internet service
## 4510 No No Yes
## 4511 No Yes No
## 4512 Yes Yes Yes
## 4513 Yes Yes Yes
## 4514 Yes Yes Yes
## 4515 No No No
## 4516 No No Yes
## 4517 Yes Yes Yes
## 4518 Yes No Yes
## 4519 Yes No No
## 4520 Yes Yes Yes
## 4521 No internet service No internet service No internet service
## 4522 No No Yes
## 4523 No internet service No internet service No internet service
## 4524 No No No
## 4525 Yes No Yes
## 4526 Yes No No
## 4527 No No No
## 4528 Yes Yes No
## 4529 Yes No Yes
## 4530 No Yes No
## 4531 No internet service No internet service No internet service
## 4532 Yes No No
## 4533 No No No
## 4534 Yes No Yes
## 4535 No Yes No
## 4536 Yes No Yes
## 4537 No No No
## 4538 No No Yes
## 4539 No Yes No
## 4540 Yes No Yes
## 4541 No internet service No internet service No internet service
## 4542 No No No
## 4543 Yes No No
## 4544 No internet service No internet service No internet service
## 4545 No No Yes
## 4546 No No No
## 4547 Yes No No
## 4548 No No Yes
## 4549 No No No
## 4550 Yes Yes No
## 4551 No internet service No internet service No internet service
## 4552 No Yes Yes
## 4553 No internet service No internet service No internet service
## 4554 Yes Yes Yes
## 4555 Yes Yes Yes
## 4556 No internet service No internet service No internet service
## 4557 No No No
## 4558 Yes Yes Yes
## 4559 No No No
## 4560 No internet service No internet service No internet service
## 4561 Yes No Yes
## 4562 No No No
## 4563 Yes Yes Yes
## 4564 No No No
## 4565 No internet service No internet service No internet service
## 4566 Yes Yes Yes
## 4567 No Yes Yes
## 4568 No Yes Yes
## 4569 Yes Yes No
## 4570 No No No
## 4571 No internet service No internet service No internet service
## 4572 No No No
## 4573 Yes No Yes
## 4574 No internet service No internet service No internet service
## 4575 Yes No Yes
## 4576 No internet service No internet service No internet service
## 4577 No internet service No internet service No internet service
## 4578 Yes No Yes
## 4579 No Yes No
## 4580 No No No
## 4581 No internet service No internet service No internet service
## 4582 No internet service No internet service No internet service
## 4583 Yes Yes Yes
## 4584 Yes Yes Yes
## 4585 Yes Yes No
## 4586 No No No
## 4587 Yes Yes Yes
## 4588 No Yes No
## 4589 Yes Yes No
## 4590 No internet service No internet service No internet service
## 4591 Yes Yes No
## 4592 No internet service No internet service No internet service
## 4593 No internet service No internet service No internet service
## 4594 No internet service No internet service No internet service
## 4595 Yes Yes Yes
## 4596 Yes Yes Yes
## 4597 Yes No Yes
## 4598 Yes Yes Yes
## 4599 No No No
## 4600 Yes No No
## 4601 Yes Yes Yes
## 4602 Yes Yes Yes
## 4603 No internet service No internet service No internet service
## 4604 No Yes No
## 4605 Yes No Yes
## 4606 No Yes No
## 4607 No internet service No internet service No internet service
## 4608 No Yes No
## 4609 Yes No Yes
## 4610 No Yes No
## 4611 Yes Yes Yes
## 4612 No internet service No internet service No internet service
## 4613 No Yes Yes
## 4614 No No No
## 4615 No internet service No internet service No internet service
## 4616 No Yes No
## 4617 No No Yes
## 4618 No internet service No internet service No internet service
## 4619 Yes No Yes
## 4620 No Yes No
## 4621 Yes Yes Yes
## 4622 No No No
## 4623 Yes No No
## 4624 Yes No No
## 4625 Yes No Yes
## 4626 Yes No No
## 4627 Yes No No
## 4628 Yes Yes Yes
## 4629 No Yes No
## 4630 No internet service No internet service No internet service
## 4631 Yes No No
## 4632 Yes No Yes
## 4633 No internet service No internet service No internet service
## 4634 No internet service No internet service No internet service
## 4635 No internet service No internet service No internet service
## 4636 No internet service No internet service No internet service
## 4637 No internet service No internet service No internet service
## 4638 No Yes Yes
## 4639 No No No
## 4640 No No Yes
## 4641 No No No
## 4642 No No No
## 4643 No Yes Yes
## 4644 No Yes Yes
## 4645 No Yes No
## 4646 Yes No Yes
## 4647 No No No
## 4648 No No No
## 4649 No No No
## 4650 No Yes Yes
## 4651 No internet service No internet service No internet service
## 4652 No No Yes
## 4653 No internet service No internet service No internet service
## 4654 No Yes Yes
## 4655 No internet service No internet service No internet service
## 4656 No No Yes
## 4657 No No No
## 4658 No No No
## 4659 No No No
## 4660 Yes No Yes
## 4661 No internet service No internet service No internet service
## 4662 Yes Yes Yes
## 4663 No internet service No internet service No internet service
## 4664 No No No
## 4665 No No No
## 4666 No No No
## 4667 No internet service No internet service No internet service
## 4668 No internet service No internet service No internet service
## 4669 No No No
## 4670 No internet service No internet service No internet service
## 4671 No No No
## 4672 No No Yes
## 4673 No No No
## 4674 No No Yes
## 4675 Yes No No
## 4676 No Yes Yes
## 4677 No internet service No internet service No internet service
## 4678 No Yes Yes
## 4679 No No Yes
## 4680 No Yes Yes
## 4681 No No No
## 4682 No No No
## 4683 Yes No No
## 4684 No No Yes
## 4685 Yes Yes Yes
## 4686 Yes Yes Yes
## 4687 Yes Yes No
## 4688 Yes No Yes
## 4689 No No No
## 4690 No internet service No internet service No internet service
## 4691 Yes Yes No
## 4692 Yes No Yes
## 4693 Yes No Yes
## 4694 No internet service No internet service No internet service
## 4695 No internet service No internet service No internet service
## 4696 No internet service No internet service No internet service
## 4697 Yes No Yes
## 4698 Yes No Yes
## 4699 Yes No Yes
## 4700 Yes Yes No
## 4701 No No No
## 4702 Yes No Yes
## 4703 Yes No Yes
## 4704 No No No
## 4705 No No No
## 4706 No No No
## 4707 No No No
## 4708 Yes No Yes
## 4709 Yes No No
## 4710 No No No
## 4711 Yes Yes No
## 4712 No internet service No internet service No internet service
## 4713 Yes No Yes
## 4714 Yes Yes Yes
## 4715 Yes Yes Yes
## 4716 Yes Yes Yes
## 4717 Yes No No
## 4718 Yes Yes Yes
## 4719 No internet service No internet service No internet service
## 4720 No No No
## 4721 Yes Yes Yes
## 4722 No internet service No internet service No internet service
## 4723 Yes Yes Yes
## 4724 No No No
## 4725 Yes Yes No
## 4726 Yes Yes No
## 4727 Yes No No
## 4728 No internet service No internet service No internet service
## 4729 Yes Yes No
## 4730 Yes No Yes
## 4731 Yes Yes Yes
## 4732 No internet service No internet service No internet service
## 4733 No internet service No internet service No internet service
## 4734 Yes No No
## 4735 Yes Yes Yes
## 4736 Yes Yes Yes
## 4737 Yes Yes Yes
## 4738 Yes Yes Yes
## 4739 Yes No Yes
## 4740 No No No
## 4741 No No No
## 4742 No No Yes
## 4743 No internet service No internet service No internet service
## 4744 Yes No No
## 4745 No internet service No internet service No internet service
## 4746 Yes No Yes
## 4747 No No No
## 4748 No internet service No internet service No internet service
## 4749 No internet service No internet service No internet service
## 4750 No Yes No
## 4751 Yes No No
## 4752 No internet service No internet service No internet service
## 4753 No internet service No internet service No internet service
## 4754 No No No
## 4755 No internet service No internet service No internet service
## 4756 No No Yes
## 4757 Yes Yes Yes
## 4758 No Yes No
## 4759 No internet service No internet service No internet service
## 4760 No No Yes
## 4761 Yes Yes Yes
## StreamingMovies Contract PaperlessBilling
## 1 No Month-to-month Yes
## 2 No One year No
## 3 No Month-to-month Yes
## 4 No One year No
## 5 No Month-to-month Yes
## 6 Yes Month-to-month Yes
## 7 No Month-to-month Yes
## 8 No Month-to-month No
## 9 Yes Month-to-month Yes
## 10 No One year No
## 11 No Month-to-month Yes
## 12 No internet service Two year No
## 13 Yes One year No
## 14 Yes Month-to-month Yes
## 15 Yes Month-to-month Yes
## 16 Yes Two year No
## 17 No internet service One year No
## 18 Yes Two year No
## 19 No Month-to-month No
## 20 Yes Month-to-month Yes
## 21 Yes Month-to-month Yes
## 22 No internet service One year No
## 23 No internet service Month-to-month No
## 24 No Two year Yes
## 25 No Month-to-month No
## 26 No Month-to-month Yes
## 27 Yes Month-to-month Yes
## 28 No Month-to-month No
## 29 Yes Two year Yes
## 30 Yes Month-to-month Yes
## 31 No Two year Yes
## 32 Yes Month-to-month Yes
## 33 No One year No
## 34 No internet service Month-to-month No
## 35 No Month-to-month No
## 36 No Two year No
## 37 No Month-to-month Yes
## 38 No Month-to-month Yes
## 39 Yes Month-to-month Yes
## 40 Yes Month-to-month Yes
## 41 No One year No
## 42 No Two year Yes
## 43 No internet service One year No
## 44 No Two year Yes
## 45 No Month-to-month Yes
## 46 Yes Month-to-month Yes
## 47 No Month-to-month No
## 48 No Month-to-month Yes
## 49 Yes Two year Yes
## 50 No Two year Yes
## 51 No Month-to-month Yes
## 52 Yes Month-to-month Yes
## 53 No Month-to-month Yes
## 54 No Month-to-month Yes
## 55 Yes One year Yes
## 56 Yes Month-to-month Yes
## 57 Yes One year Yes
## 58 Yes One year Yes
## 59 No internet service Two year No
## 60 Yes Two year Yes
## 61 Yes Month-to-month Yes
## 62 No Month-to-month Yes
## 63 No Two year No
## 64 No One year Yes
## 65 Yes Month-to-month No
## 66 Yes Month-to-month Yes
## 67 No One year Yes
## 68 Yes Two year No
## 69 No internet service Two year No
## 70 No Month-to-month Yes
## 71 No Month-to-month No
## 72 No internet service One year Yes
## 73 Yes Two year Yes
## 74 No internet service Two year Yes
## 75 Yes Month-to-month Yes
## 76 Yes One year No
## 77 Yes One year No
## 78 No Month-to-month No
## 79 Yes Month-to-month Yes
## 80 No internet service One year Yes
## 81 No Month-to-month Yes
## 82 Yes Month-to-month No
## 83 No Month-to-month Yes
## 84 Yes Month-to-month Yes
## 85 No internet service Two year Yes
## 86 Yes Month-to-month Yes
## 87 No One year Yes
## 88 No internet service Two year No
## 89 No internet service Two year Yes
## 90 No Month-to-month No
## 91 No Month-to-month No
## 92 No Month-to-month No
## 93 Yes Two year Yes
## 94 Yes Month-to-month Yes
## 95 Yes Two year Yes
## 96 No Month-to-month Yes
## 97 No One year Yes
## 98 No internet service Month-to-month No
## 99 No internet service Two year No
## 100 Yes Month-to-month Yes
## 101 No internet service Month-to-month No
## 102 No internet service Month-to-month No
## 103 No One year No
## 104 No One year No
## 105 Yes Two year Yes
## 106 No Month-to-month No
## 107 Yes One year Yes
## 108 No One year No
## 109 Yes One year No
## 110 No internet service Two year No
## 111 No Month-to-month Yes
## 112 No One year No
## 113 No Month-to-month Yes
## 114 No Month-to-month Yes
## 115 Yes Two year Yes
## 116 No Month-to-month No
## 117 No Two year No
## 118 Yes Month-to-month Yes
## 119 No internet service Two year No
## 120 No Month-to-month Yes
## 121 Yes One year Yes
## 122 No internet service Month-to-month No
## 123 No Month-to-month Yes
## 124 No Month-to-month No
## 125 No internet service Month-to-month No
## 126 No Two year Yes
## 127 No Month-to-month Yes
## 128 No internet service Two year Yes
## 129 No internet service Month-to-month No
## 130 Yes One year Yes
## 131 Yes Month-to-month Yes
## 132 Yes Month-to-month Yes
## 133 No Two year No
## 134 Yes Month-to-month Yes
## 135 No Month-to-month No
## 136 No internet service Two year Yes
## 137 No Month-to-month Yes
## 138 No internet service Two year No
## 139 No internet service Two year Yes
## 140 No Month-to-month Yes
## 141 Yes Two year Yes
## 142 Yes Month-to-month No
## 143 Yes Two year Yes
## 144 No One year Yes
## 145 No internet service Two year No
## 146 No Two year Yes
## 147 No internet service One year No
## 148 No Month-to-month Yes
## 149 No One year No
## 150 Yes Month-to-month Yes
## 151 Yes Month-to-month Yes
## 152 Yes Month-to-month No
## 153 Yes One year Yes
## 154 Yes Two year No
## 155 No internet service Month-to-month No
## 156 Yes Month-to-month Yes
## 157 No Month-to-month Yes
## 158 No internet service One year No
## 159 No Two year No
## 160 No internet service Two year No
## 161 No Month-to-month Yes
## 162 No Month-to-month No
## 163 No Month-to-month Yes
## 164 Yes Two year Yes
## 165 No internet service One year No
## 166 No internet service Two year No
## 167 No Month-to-month Yes
## 168 Yes Two year Yes
## 169 Yes Month-to-month Yes
## 170 No internet service Month-to-month No
## 171 No One year Yes
## 172 Yes Month-to-month Yes
## 173 Yes Two year No
## 174 Yes One year Yes
## 175 No internet service One year No
## 176 No internet service Month-to-month No
## 177 No Month-to-month Yes
## 178 No Month-to-month No
## 179 Yes Month-to-month Yes
## 180 No internet service One year Yes
## 181 No Month-to-month No
## 182 No Month-to-month No
## 183 Yes Month-to-month No
## 184 Yes One year No
## 185 No Month-to-month Yes
## 186 No Month-to-month Yes
## 187 No Month-to-month Yes
## 188 No Month-to-month No
## 189 No internet service One year No
## 190 No Month-to-month No
## 191 Yes One year Yes
## 192 Yes Month-to-month Yes
## 193 No internet service Two year No
## 194 Yes Two year No
## 195 No internet service Two year No
## 196 No Month-to-month Yes
## 197 No internet service Two year Yes
## 198 Yes Month-to-month Yes
## 199 Yes Two year Yes
## 200 No internet service Month-to-month No
## 201 Yes One year Yes
## 202 No Month-to-month Yes
## 203 Yes Two year No
## 204 No Month-to-month Yes
## 205 No Month-to-month No
## 206 No One year Yes
## 207 Yes Two year Yes
## 208 Yes Month-to-month No
## 209 Yes Month-to-month Yes
## 210 Yes One year Yes
## 211 No Month-to-month Yes
## 212 No Month-to-month No
## 213 No internet service Two year No
## 214 No internet service One year No
## 215 Yes Month-to-month No
## 216 Yes Month-to-month Yes
## 217 No Two year No
## 218 No Two year Yes
## 219 Yes Two year Yes
## 220 No Month-to-month Yes
## 221 No Month-to-month Yes
## 222 No internet service Two year No
## 223 No internet service One year Yes
## 224 No Month-to-month No
## 225 No internet service One year Yes
## 226 Yes One year Yes
## 227 Yes One year Yes
## 228 No Month-to-month No
## 229 Yes Month-to-month Yes
## 230 Yes Two year Yes
## 231 Yes Two year Yes
## 232 Yes Month-to-month Yes
## 233 Yes Month-to-month Yes
## 234 No internet service Two year No
## 235 No internet service Month-to-month No
## 236 No Month-to-month Yes
## 237 No Two year Yes
## 238 No Month-to-month Yes
## 239 Yes Month-to-month Yes
## 240 No internet service Two year No
## 241 Yes Two year No
## 242 Yes Two year No
## 243 Yes One year Yes
## 244 Yes Month-to-month No
## 245 No Month-to-month Yes
## 246 No Month-to-month No
## 247 Yes One year No
## 248 No Month-to-month Yes
## 249 No Month-to-month Yes
## 250 Yes One year Yes
## 251 No One year Yes
## 252 No Month-to-month No
## 253 No Month-to-month No
## 254 Yes One year No
## 255 No internet service Month-to-month Yes
## 256 Yes Two year Yes
## 257 Yes Two year No
## 258 Yes One year No
## 259 No Month-to-month Yes
## 260 Yes Month-to-month Yes
## 261 Yes Month-to-month Yes
## 262 Yes Month-to-month Yes
## 263 Yes Month-to-month Yes
## 264 Yes Two year Yes
## 265 Yes One year No
## 266 Yes Two year No
## 267 No internet service Two year No
## 268 Yes Month-to-month Yes
## 269 No internet service Two year No
## 270 No internet service Two year Yes
## 271 Yes Month-to-month Yes
## 272 No Two year Yes
## 273 No Month-to-month No
## 274 Yes Month-to-month No
## 275 No Month-to-month No
## 276 No Month-to-month Yes
## 277 Yes Month-to-month Yes
## 278 Yes Month-to-month Yes
## 279 Yes Month-to-month Yes
## 280 No Month-to-month No
## 281 No Month-to-month No
## 282 No Month-to-month No
## 283 No internet service Month-to-month No
## 284 No Month-to-month No
## 285 Yes Month-to-month No
## 286 No One year Yes
## 287 No Month-to-month Yes
## 288 No Month-to-month No
## 289 No Month-to-month Yes
## 290 No Month-to-month Yes
## 291 No Month-to-month Yes
## 292 No One year No
## 293 No One year No
## 294 Yes Month-to-month Yes
## 295 No internet service Month-to-month No
## 296 No internet service Month-to-month No
## 297 No Two year No
## 298 Yes Month-to-month Yes
## 299 Yes Month-to-month Yes
## 300 No Month-to-month Yes
## 301 Yes One year Yes
## 302 Yes Month-to-month Yes
## 303 Yes Month-to-month Yes
## 304 Yes Two year No
## 305 No Month-to-month Yes
## 306 No internet service Two year No
## 307 No Month-to-month Yes
## 308 Yes Two year No
## 309 Yes Month-to-month No
## 310 Yes One year Yes
## 311 No internet service Month-to-month Yes
## 312 Yes Month-to-month Yes
## 313 Yes Two year No
## 314 No Month-to-month Yes
## 315 No Month-to-month Yes
## 316 Yes One year No
## 317 No internet service Two year Yes
## 318 Yes One year No
## 319 Yes Month-to-month Yes
## 320 No Month-to-month Yes
## 321 Yes One year No
## 322 Yes Two year Yes
## 323 No Month-to-month Yes
## 324 No One year No
## 325 Yes Two year Yes
## 326 Yes Month-to-month Yes
## 327 No Month-to-month Yes
## 328 No Month-to-month Yes
## 329 No Month-to-month Yes
## 330 No Month-to-month Yes
## 331 No internet service Two year Yes
## 332 No internet service One year Yes
## 333 No One year Yes
## 334 No Month-to-month Yes
## 335 No Month-to-month No
## 336 Yes One year Yes
## 337 Yes Two year Yes
## 338 Yes Two year Yes
## 339 Yes Month-to-month Yes
## 340 Yes Month-to-month Yes
## 341 No Month-to-month No
## 342 Yes Two year No
## 343 No Month-to-month Yes
## 344 No internet service One year No
## 345 No internet service One year Yes
## 346 No Month-to-month Yes
## 347 Yes Month-to-month Yes
## 348 No internet service Two year No
## 349 Yes Month-to-month Yes
## 350 Yes One year No
## 351 No Two year Yes
## 352 No One year No
## 353 Yes Month-to-month Yes
## 354 No Month-to-month Yes
## 355 No Month-to-month Yes
## 356 Yes Month-to-month Yes
## 357 No Month-to-month Yes
## 358 Yes Two year Yes
## 359 No Month-to-month No
## 360 Yes One year No
## 361 No internet service Month-to-month No
## 362 Yes Two year Yes
## 363 No One year No
## 364 No internet service Two year Yes
## 365 No Month-to-month Yes
## 366 Yes Month-to-month No
## 367 Yes Month-to-month Yes
## 368 No internet service Month-to-month No
## 369 Yes One year Yes
## 370 Yes Two year Yes
## 371 No internet service One year No
## 372 No Month-to-month Yes
## 373 No Two year No
## 374 Yes One year Yes
## 375 Yes Month-to-month Yes
## 376 Yes One year No
## 377 No Month-to-month No
## 378 Yes Month-to-month Yes
## 379 Yes Two year No
## 380 No One year No
## 381 No One year Yes
## 382 No Month-to-month No
## 383 Yes Two year Yes
## 384 Yes Month-to-month Yes
## 385 Yes Two year Yes
## 386 No internet service Month-to-month No
## 387 No Month-to-month Yes
## 388 Yes One year Yes
## 389 Yes Month-to-month Yes
## 390 No Month-to-month No
## 391 Yes Month-to-month Yes
## 392 Yes Month-to-month Yes
## 393 No Month-to-month Yes
## 394 No internet service Month-to-month No
## 395 Yes Month-to-month Yes
## 396 Yes Two year Yes
## 397 Yes Month-to-month Yes
## 398 No Month-to-month Yes
## 399 Yes Month-to-month Yes
## 400 No internet service One year No
## 401 No internet service One year No
## 402 No internet service One year No
## 403 Yes Month-to-month Yes
## 404 No One year No
## 405 No internet service Two year Yes
## 406 No internet service Two year Yes
## 407 No One year Yes
## 408 Yes Month-to-month Yes
## 409 No internet service Month-to-month Yes
## 410 No internet service Month-to-month Yes
## 411 No Month-to-month Yes
## 412 No internet service One year Yes
## 413 No Month-to-month Yes
## 414 No Month-to-month Yes
## 415 No Month-to-month Yes
## 416 No Month-to-month No
## 417 Yes Two year Yes
## 418 No internet service Two year Yes
## 419 Yes Month-to-month No
## 420 No Month-to-month Yes
## 421 No internet service Month-to-month Yes
## 422 No Month-to-month Yes
## 423 Yes One year No
## 424 No internet service One year No
## 425 No Month-to-month No
## 426 No Month-to-month No
## 427 Yes One year Yes
## 428 Yes Month-to-month No
## 429 No Month-to-month Yes
## 430 No One year No
## 431 No internet service Month-to-month Yes
## 432 Yes Two year Yes
## 433 No Month-to-month No
## 434 No Month-to-month Yes
## 435 No internet service Two year Yes
## 436 No Month-to-month Yes
## 437 No internet service One year No
## 438 Yes Two year Yes
## 439 Yes Month-to-month Yes
## 440 No Month-to-month No
## 441 Yes Month-to-month Yes
## 442 Yes Month-to-month No
## 443 Yes One year Yes
## 444 Yes Month-to-month No
## 445 Yes Month-to-month No
## 446 Yes Month-to-month Yes
## 447 No Month-to-month No
## 448 No internet service Two year Yes
## 449 Yes Month-to-month Yes
## 450 Yes Two year No
## 451 No internet service One year No
## 452 Yes Month-to-month Yes
## 453 Yes Month-to-month Yes
## 454 Yes Month-to-month Yes
## 455 No internet service Two year No
## 456 Yes Month-to-month Yes
## 457 No One year No
## 458 Yes Two year No
## 459 No internet service Month-to-month No
## 460 No Month-to-month Yes
## 461 No internet service Month-to-month No
## 462 Yes Month-to-month Yes
## 463 Yes Month-to-month No
## 464 Yes Month-to-month Yes
## 465 Yes Two year Yes
## 466 Yes Two year Yes
## 467 Yes Two year No
## 468 No One year Yes
## 469 No internet service Two year No
## 470 Yes Month-to-month No
## 471 No internet service One year No
## 472 Yes Month-to-month Yes
## 473 Yes Month-to-month Yes
## 474 No Month-to-month No
## 475 No Month-to-month Yes
## 476 No Month-to-month Yes
## 477 Yes Month-to-month Yes
## 478 No Month-to-month Yes
## 479 Yes Month-to-month Yes
## 480 No Month-to-month No
## 481 No internet service Two year No
## 482 Yes Month-to-month Yes
## 483 Yes Month-to-month Yes
## 484 Yes One year Yes
## 485 No Month-to-month Yes
## 486 Yes Two year Yes
## 487 Yes Month-to-month Yes
## 488 Yes Two year Yes
## 489 No Two year Yes
## 490 No Month-to-month Yes
## 491 Yes Two year Yes
## 492 No Month-to-month Yes
## 493 No Month-to-month Yes
## 494 Yes One year No
## 495 No internet service Month-to-month No
## 496 Yes One year Yes
## 497 No Month-to-month No
## 498 No internet service Two year No
## 499 No Month-to-month No
## 500 Yes Month-to-month Yes
## 501 Yes One year No
## 502 No Two year Yes
## 503 Yes One year No
## 504 No Month-to-month Yes
## 505 No Two year Yes
## 506 Yes Month-to-month Yes
## 507 No Month-to-month Yes
## 508 Yes Month-to-month Yes
## 509 No Month-to-month Yes
## 510 No internet service Month-to-month No
## 511 Yes One year No
## 512 Yes Month-to-month Yes
## 513 No Month-to-month Yes
## 514 Yes Month-to-month Yes
## 515 No Month-to-month Yes
## 516 Yes Month-to-month No
## 517 No One year No
## 518 No Month-to-month No
## 519 No Month-to-month Yes
## 520 No internet service Month-to-month No
## 521 Yes One year Yes
## 522 No Month-to-month Yes
## 523 Yes Month-to-month No
## 524 No Month-to-month No
## 525 Yes Month-to-month Yes
## 526 No One year No
## 527 Yes Two year Yes
## 528 No One year Yes
## 529 No internet service Two year No
## 530 No Two year Yes
## 531 No internet service Two year Yes
## 532 No internet service Two year No
## 533 No Month-to-month Yes
## 534 Yes One year Yes
## 535 Yes Month-to-month Yes
## 536 No Month-to-month Yes
## 537 No Month-to-month Yes
## 538 No One year Yes
## 539 Yes One year Yes
## 540 Yes Two year Yes
## 541 Yes Two year Yes
## 542 Yes Month-to-month Yes
## 543 No internet service Month-to-month No
## 544 No Month-to-month Yes
## 545 No Month-to-month Yes
## 546 Yes One year Yes
## 547 No Month-to-month Yes
## 548 Yes One year Yes
## 549 No One year Yes
## 550 No internet service Month-to-month No
## 551 Yes Two year Yes
## 552 Yes Two year Yes
## 553 No internet service Two year No
## 554 No internet service Two year Yes
## 555 No Month-to-month Yes
## 556 Yes One year Yes
## 557 No internet service Month-to-month No
## 558 No One year No
## 559 No Month-to-month No
## 560 No Month-to-month Yes
## 561 Yes One year Yes
## 562 No internet service Month-to-month Yes
## 563 Yes Month-to-month No
## 564 Yes Two year Yes
## 565 No Month-to-month No
## 566 Yes Two year Yes
## 567 Yes One year No
## 568 No Two year No
## 569 Yes Month-to-month Yes
## 570 No One year Yes
## 571 No internet service Two year Yes
## 572 No Two year No
## 573 Yes One year No
## 574 Yes One year No
## 575 Yes Month-to-month Yes
## 576 Yes Two year Yes
## 577 No One year No
## 578 No Month-to-month Yes
## 579 Yes Month-to-month Yes
## 580 No internet service Month-to-month Yes
## 581 No internet service Month-to-month No
## 582 No Month-to-month No
## 583 No Month-to-month Yes
## 584 No internet service Month-to-month Yes
## 585 No internet service Month-to-month Yes
## 586 No Month-to-month Yes
## 587 No Two year Yes
## 588 No internet service One year No
## 589 Yes Two year Yes
## 590 Yes Two year No
## 591 Yes Two year Yes
## 592 No internet service One year No
## 593 Yes Two year No
## 594 No Month-to-month Yes
## 595 No Month-to-month No
## 596 No Month-to-month Yes
## 597 No Two year No
## 598 Yes Month-to-month No
## 599 Yes One year Yes
## 600 No internet service Two year Yes
## 601 No Month-to-month Yes
## 602 No internet service One year No
## 603 No One year Yes
## 604 Yes Two year No
## 605 Yes One year Yes
## 606 Yes Two year No
## 607 Yes Two year No
## 608 No One year No
## 609 Yes Two year No
## 610 Yes Month-to-month No
## 611 No Month-to-month Yes
## 612 No Month-to-month No
## 613 No internet service Two year No
## 614 Yes One year Yes
## 615 Yes Two year No
## 616 No Month-to-month No
## 617 No Month-to-month Yes
## 618 Yes One year Yes
## 619 No Month-to-month Yes
## 620 No Month-to-month Yes
## 621 Yes Month-to-month Yes
## 622 No One year Yes
## 623 No One year Yes
## 624 No internet service Two year No
## 625 No internet service Month-to-month No
## 626 Yes Month-to-month Yes
## 627 No Month-to-month No
## 628 Yes One year No
## 629 Yes Two year No
## 630 Yes Month-to-month No
## 631 Yes Month-to-month Yes
## 632 No Month-to-month No
## 633 Yes Two year No
## 634 No internet service One year No
## 635 Yes One year Yes
## 636 Yes Month-to-month Yes
## 637 Yes Two year No
## 638 No Two year No
## 639 Yes One year Yes
## 640 Yes Month-to-month Yes
## 641 No internet service Two year No
## 642 No Month-to-month No
## 643 Yes Month-to-month Yes
## 644 Yes One year Yes
## 645 No internet service Month-to-month Yes
## 646 Yes Month-to-month Yes
## 647 No Month-to-month Yes
## 648 No One year Yes
## 649 Yes Month-to-month No
## 650 No Month-to-month No
## 651 No Month-to-month Yes
## 652 No Month-to-month Yes
## 653 No internet service Two year No
## 654 No internet service Month-to-month No
## 655 No internet service Month-to-month No
## 656 Yes Month-to-month Yes
## 657 Yes Two year Yes
## 658 Yes One year No
## 659 No internet service One year No
## 660 No internet service Month-to-month No
## 661 No Month-to-month Yes
## 662 No Month-to-month No
## 663 No internet service Month-to-month No
## 664 Yes Two year Yes
## 665 No internet service Two year No
## 666 No Month-to-month Yes
## 667 No Month-to-month No
## 668 No Month-to-month Yes
## 669 No Month-to-month No
## 670 Yes Two year No
## 671 No internet service One year Yes
## 672 No internet service Two year No
## 673 No Month-to-month Yes
## 674 No internet service Month-to-month Yes
## 675 Yes Month-to-month Yes
## 676 Yes Two year Yes
## 677 No internet service One year No
## 678 Yes Month-to-month Yes
## 679 Yes Month-to-month No
## 680 No Month-to-month No
## 681 Yes Month-to-month No
## 682 Yes Two year Yes
## 683 No Month-to-month Yes
## 684 Yes One year Yes
## 685 No Month-to-month No
## 686 No Month-to-month Yes
## 687 No internet service One year Yes
## 688 No Month-to-month Yes
## 689 No One year No
## 690 Yes Month-to-month No
## 691 No internet service Month-to-month Yes
## 692 Yes One year Yes
## 693 No internet service One year No
## 694 No Month-to-month Yes
## 695 No internet service One year Yes
## 696 No internet service Month-to-month Yes
## 697 Yes Two year Yes
## 698 No Month-to-month Yes
## 699 No One year Yes
## 700 No Two year Yes
## 701 No Two year Yes
## 702 No Month-to-month No
## 703 Yes Month-to-month Yes
## 704 No internet service Month-to-month Yes
## 705 No Month-to-month No
## 706 No Month-to-month Yes
## 707 No Two year Yes
## 708 Yes One year Yes
## 709 No Month-to-month Yes
## 710 Yes Month-to-month No
## 711 No internet service Month-to-month No
## 712 No Month-to-month Yes
## 713 No internet service Two year Yes
## 714 No Month-to-month Yes
## 715 No internet service Two year No
## 716 No Month-to-month Yes
## 717 Yes Two year No
## 718 Yes Month-to-month Yes
## 719 Yes Month-to-month Yes
## 720 No Month-to-month Yes
## 721 No internet service One year No
## 722 No internet service Two year No
## 723 Yes Month-to-month Yes
## 724 No Month-to-month Yes
## 725 Yes Month-to-month Yes
## 726 No internet service Month-to-month Yes
## 727 No internet service Two year No
## 728 No Month-to-month Yes
## 729 No Month-to-month No
## 730 Yes Two year Yes
## 731 No Month-to-month Yes
## 732 No internet service Month-to-month No
## 733 No Month-to-month Yes
## 734 No Two year No
## 735 Yes Month-to-month No
## 736 Yes Month-to-month No
## 737 Yes One year No
## 738 Yes Two year No
## 739 No Month-to-month Yes
## 740 Yes Two year Yes
## 741 No Two year Yes
## 742 No Month-to-month Yes
## 743 Yes Month-to-month No
## 744 No internet service Two year Yes
## 745 No Month-to-month Yes
## 746 Yes Two year Yes
## 747 Yes Two year Yes
## 748 No Month-to-month No
## 749 No internet service Two year No
## 750 No One year Yes
## 751 No Month-to-month Yes
## 752 Yes Two year Yes
## 753 Yes Month-to-month Yes
## 754 No internet service Two year No
## 755 No Month-to-month No
## 756 Yes Month-to-month Yes
## 757 No internet service Two year No
## 758 No internet service Month-to-month No
## 759 Yes Month-to-month Yes
## 760 No Two year Yes
## 761 No internet service Month-to-month No
## 762 Yes Month-to-month No
## 763 No Month-to-month Yes
## 764 No Two year No
## 765 No internet service Two year No
## 766 No Month-to-month Yes
## 767 No Month-to-month Yes
## 768 No internet service One year No
## 769 No Month-to-month Yes
## 770 Yes One year No
## 771 No internet service Month-to-month Yes
## 772 Yes Month-to-month Yes
## 773 No internet service Month-to-month No
## 774 Yes Month-to-month Yes
## 775 Yes One year Yes
## 776 Yes Two year Yes
## 777 Yes Month-to-month No
## 778 No Month-to-month Yes
## 779 Yes One year Yes
## 780 No Month-to-month No
## 781 Yes Two year Yes
## 782 No Month-to-month No
## 783 No Month-to-month Yes
## 784 No Month-to-month Yes
## 785 No One year Yes
## 786 Yes One year Yes
## 787 No Two year No
## 788 No Month-to-month Yes
## 789 Yes One year No
## 790 No Two year No
## 791 Yes Two year No
## 792 Yes One year Yes
## 793 No internet service Two year Yes
## 794 No Two year No
## 795 Yes Month-to-month No
## 796 Yes Month-to-month Yes
## 797 No One year No
## 798 No internet service Month-to-month Yes
## 799 No internet service Month-to-month No
## 800 Yes One year Yes
## 801 No Two year Yes
## 802 Yes Month-to-month Yes
## 803 No internet service Two year Yes
## 804 No Two year Yes
## 805 No Month-to-month Yes
## 806 Yes Two year Yes
## 807 No Month-to-month No
## 808 Yes Two year Yes
## 809 Yes Month-to-month Yes
## 810 No Month-to-month Yes
## 811 Yes One year Yes
## 812 Yes Two year Yes
## 813 No internet service Two year No
## 814 No One year No
## 815 No internet service Month-to-month No
## 816 No Month-to-month Yes
## 817 Yes Month-to-month Yes
## 818 Yes One year Yes
## 819 Yes Month-to-month Yes
## 820 No Two year Yes
## 821 Yes Month-to-month Yes
## 822 Yes Two year Yes
## 823 Yes One year Yes
## 824 No Month-to-month Yes
## 825 No internet service Two year Yes
## 826 No Month-to-month Yes
## 827 Yes Month-to-month Yes
## 828 No internet service Month-to-month No
## 829 No One year No
## 830 No Month-to-month Yes
## 831 Yes One year No
## 832 No internet service Two year No
## 833 Yes One year No
## 834 No Month-to-month Yes
## 835 No Month-to-month Yes
## 836 Yes Month-to-month Yes
## 837 Yes One year No
## 838 No Month-to-month No
## 839 Yes Month-to-month Yes
## 840 No internet service Two year No
## 841 Yes One year Yes
## 842 Yes Two year Yes
## 843 No internet service One year No
## 844 No Month-to-month Yes
## 845 Yes Month-to-month Yes
## 846 No internet service One year No
## 847 Yes Two year Yes
## 848 No One year No
## 849 Yes Two year Yes
## 850 Yes Two year No
## 851 Yes Two year Yes
## 852 Yes Two year Yes
## 853 No internet service Month-to-month No
## 854 No Month-to-month Yes
## 855 No internet service Two year No
## 856 Yes One year Yes
## 857 Yes Two year No
## 858 No Month-to-month No
## 859 No One year No
## 860 Yes Two year Yes
## 861 No internet service One year No
## 862 Yes Two year No
## 863 No Month-to-month Yes
## 864 Yes Month-to-month Yes
## 865 Yes Month-to-month Yes
## 866 No Month-to-month Yes
## 867 No Two year Yes
## 868 No internet service Month-to-month Yes
## 869 Yes One year No
## 870 No internet service Two year Yes
## 871 No Two year Yes
## 872 Yes One year Yes
## 873 No internet service Two year No
## 874 Yes Month-to-month Yes
## 875 Yes Two year No
## 876 No Month-to-month Yes
## 877 Yes Month-to-month No
## 878 Yes One year No
## 879 No One year No
## 880 No Month-to-month Yes
## 881 Yes Month-to-month Yes
## 882 No internet service One year No
## 883 Yes Month-to-month No
## 884 Yes One year Yes
## 885 No One year Yes
## 886 No internet service Month-to-month Yes
## 887 No Month-to-month Yes
## 888 Yes One year Yes
## 889 Yes One year No
## 890 No Month-to-month Yes
## 891 No Month-to-month No
## 892 Yes Month-to-month Yes
## 893 No Month-to-month Yes
## 894 No Month-to-month No
## 895 No One year Yes
## 896 Yes Month-to-month Yes
## 897 Yes Two year Yes
## 898 Yes Two year No
## 899 Yes Month-to-month Yes
## 900 Yes Month-to-month Yes
## 901 No internet service Month-to-month No
## 902 Yes Month-to-month No
## 903 Yes Month-to-month No
## 904 Yes One year Yes
## 905 Yes Two year No
## 906 Yes Month-to-month Yes
## 907 No Month-to-month Yes
## 908 Yes One year Yes
## 909 No internet service Month-to-month No
## 910 Yes Two year Yes
## 911 No Month-to-month Yes
## 912 No Month-to-month No
## 913 Yes One year Yes
## 914 No internet service One year No
## 915 No internet service Two year Yes
## 916 No Month-to-month Yes
## 917 No Month-to-month Yes
## 918 Yes Two year Yes
## 919 No Month-to-month Yes
## 920 Yes One year Yes
## 921 No internet service One year No
## 922 No internet service Month-to-month No
## 923 No Month-to-month Yes
## 924 Yes One year Yes
## 925 No Month-to-month No
## 926 Yes Month-to-month No
## 927 No Month-to-month Yes
## 928 No Month-to-month Yes
## 929 Yes Two year Yes
## 930 Yes One year No
## 931 No Month-to-month No
## 932 No Two year No
## 933 No internet service Two year No
## 934 Yes Month-to-month Yes
## 935 No One year Yes
## 936 No Month-to-month Yes
## 937 Yes Two year No
## 938 No Month-to-month Yes
## 939 Yes One year Yes
## 940 No internet service Month-to-month No
## 941 No internet service One year No
## 942 No Month-to-month No
## 943 Yes Month-to-month Yes
## 944 Yes Two year No
## 945 Yes Month-to-month Yes
## 946 No Month-to-month No
## 947 No internet service Month-to-month Yes
## 948 No Month-to-month Yes
## 949 Yes Month-to-month Yes
## 950 No internet service Two year No
## 951 No Month-to-month No
## 952 No Month-to-month No
## 953 No Month-to-month No
## 954 No Month-to-month No
## 955 Yes Month-to-month Yes
## 956 No Month-to-month No
## 957 No internet service Two year No
## 958 No Month-to-month No
## 959 Yes Month-to-month No
## 960 No Month-to-month Yes
## 961 No Month-to-month No
## 962 No internet service One year Yes
## 963 No Month-to-month No
## 964 Yes Two year No
## 965 No Month-to-month Yes
## 966 Yes Month-to-month No
## 967 No internet service Month-to-month No
## 968 No internet service Month-to-month No
## 969 No Two year No
## 970 Yes Month-to-month Yes
## 971 Yes Month-to-month No
## 972 No Month-to-month Yes
## 973 No Two year No
## 974 No Month-to-month Yes
## 975 Yes Two year Yes
## 976 Yes Two year Yes
## 977 No Month-to-month Yes
## 978 No Month-to-month No
## 979 Yes One year Yes
## 980 No One year Yes
## 981 No internet service Month-to-month Yes
## 982 No internet service Two year No
## 983 No One year Yes
## 984 Yes Month-to-month Yes
## 985 No internet service Two year No
## 986 No Month-to-month Yes
## 987 No Month-to-month No
## 988 No internet service Month-to-month No
## 989 No internet service Month-to-month No
## 990 No internet service One year No
## 991 No Two year No
## 992 No internet service Two year No
## 993 No internet service Two year No
## 994 No internet service Two year No
## 995 No internet service Two year No
## 996 No Month-to-month No
## 997 No Month-to-month Yes
## 998 Yes Month-to-month Yes
## 999 No internet service Two year No
## 1000 Yes Month-to-month No
## 1001 Yes Month-to-month Yes
## 1002 No Month-to-month Yes
## 1003 No Month-to-month Yes
## 1004 No internet service Two year No
## 1005 No internet service Month-to-month No
## 1006 Yes One year Yes
## 1007 Yes Month-to-month Yes
## 1008 No Month-to-month No
## 1009 Yes Month-to-month Yes
## 1010 No internet service One year Yes
## 1011 No Month-to-month Yes
## 1012 Yes Two year No
## 1013 Yes Month-to-month Yes
## 1014 No Month-to-month No
## 1015 Yes Month-to-month No
## 1016 Yes One year No
## 1017 Yes Two year Yes
## 1018 No internet service One year Yes
## 1019 Yes Month-to-month Yes
## 1020 No internet service Month-to-month Yes
## 1021 No Month-to-month No
## 1022 No One year No
## 1023 No Month-to-month Yes
## 1024 Yes Month-to-month Yes
## 1025 No Month-to-month Yes
## 1026 Yes Two year Yes
## 1027 Yes Month-to-month Yes
## 1028 No One year No
## 1029 No Month-to-month Yes
## 1030 No Month-to-month Yes
## 1031 No Month-to-month Yes
## 1032 Yes Month-to-month No
## 1033 Yes Month-to-month Yes
## 1034 No internet service Two year No
## 1035 Yes Two year No
## 1036 No internet service Two year No
## 1037 Yes Two year Yes
## 1038 Yes Month-to-month No
## 1039 Yes One year Yes
## 1040 No Month-to-month Yes
## 1041 Yes Month-to-month No
## 1042 No internet service One year Yes
## 1043 No Month-to-month No
## 1044 No Month-to-month Yes
## 1045 No One year No
## 1046 Yes Month-to-month Yes
## 1047 No One year No
## 1048 No Month-to-month Yes
## 1049 No internet service One year Yes
## 1050 No internet service Month-to-month No
## 1051 Yes Month-to-month Yes
## 1052 Yes Month-to-month Yes
## 1053 Yes One year Yes
## 1054 Yes Month-to-month No
## 1055 Yes Month-to-month Yes
## 1056 No internet service One year No
## 1057 Yes Month-to-month Yes
## 1058 No Month-to-month Yes
## 1059 Yes Month-to-month Yes
## 1060 No Month-to-month Yes
## 1061 No internet service One year Yes
## 1062 Yes Two year Yes
## 1063 No Month-to-month No
## 1064 No Month-to-month No
## 1065 No One year No
## 1066 No Month-to-month Yes
## 1067 No internet service Two year No
## 1068 Yes Month-to-month Yes
## 1069 Yes Month-to-month Yes
## 1070 No One year No
## 1071 No Month-to-month No
## 1072 No Month-to-month Yes
## 1073 Yes Two year No
## 1074 Yes Month-to-month Yes
## 1075 No internet service Month-to-month No
## 1076 Yes Month-to-month Yes
## 1077 No internet service One year Yes
## 1078 Yes Month-to-month Yes
## 1079 No Two year Yes
## 1080 No Month-to-month Yes
## 1081 No internet service Two year Yes
## 1082 Yes Month-to-month Yes
## 1083 No internet service Two year No
## 1084 Yes Month-to-month Yes
## 1085 No internet service One year No
## 1086 No Month-to-month Yes
## 1087 Yes Month-to-month No
## 1088 No Month-to-month No
## 1089 Yes Month-to-month Yes
## 1090 No Month-to-month Yes
## 1091 Yes One year No
## 1092 Yes One year Yes
## 1093 No Two year No
## 1094 Yes Two year No
## 1095 No One year No
## 1096 No Month-to-month Yes
## 1097 Yes Month-to-month No
## 1098 Yes One year Yes
## 1099 No One year No
## 1100 No Month-to-month Yes
## 1101 No internet service Month-to-month Yes
## 1102 No internet service Month-to-month No
## 1103 No Month-to-month Yes
## 1104 Yes One year Yes
## 1105 No internet service One year Yes
## 1106 Yes Month-to-month Yes
## 1107 Yes Two year No
## 1108 No internet service Two year No
## 1109 No internet service Two year No
## 1110 No Month-to-month Yes
## 1111 No Two year No
## 1112 Yes Month-to-month Yes
## 1113 Yes Two year No
## 1114 No Month-to-month Yes
## 1115 Yes Month-to-month Yes
## 1116 No Two year Yes
## 1117 No internet service One year Yes
## 1118 Yes Two year Yes
## 1119 Yes Month-to-month Yes
## 1120 Yes Two year No
## 1121 No Month-to-month No
## 1122 Yes One year Yes
## 1123 Yes One year Yes
## 1124 No One year Yes
## 1125 No Month-to-month Yes
## 1126 Yes Month-to-month Yes
## 1127 No Month-to-month No
## 1128 No One year Yes
## 1129 No internet service Month-to-month Yes
## 1130 No Month-to-month Yes
## 1131 No internet service Two year Yes
## 1132 No Month-to-month Yes
## 1133 Yes Month-to-month Yes
## 1134 No internet service Month-to-month No
## 1135 No Month-to-month No
## 1136 Yes Two year Yes
## 1137 No internet service Two year No
## 1138 No internet service Two year No
## 1139 No Month-to-month Yes
## 1140 No internet service One year No
## 1141 Yes Two year No
## 1142 No internet service Month-to-month Yes
## 1143 No Month-to-month Yes
## 1144 No Month-to-month No
## 1145 Yes Month-to-month Yes
## 1146 No Month-to-month Yes
## 1147 No One year No
## 1148 No Month-to-month Yes
## 1149 Yes Month-to-month Yes
## 1150 Yes Month-to-month Yes
## 1151 Yes Month-to-month Yes
## 1152 No internet service Month-to-month No
## 1153 No Month-to-month No
## 1154 No One year Yes
## 1155 No internet service Two year Yes
## 1156 No Two year No
## 1157 No internet service Two year No
## 1158 No One year Yes
## 1159 Yes Month-to-month Yes
## 1160 No Month-to-month Yes
## 1161 Yes Month-to-month Yes
## 1162 No Month-to-month Yes
## 1163 Yes One year Yes
## 1164 No Month-to-month Yes
## 1165 Yes Two year Yes
## 1166 No internet service One year No
## 1167 No Month-to-month Yes
## 1168 No One year Yes
## 1169 No internet service One year No
## 1170 No One year Yes
## 1171 Yes Two year Yes
## 1172 Yes One year Yes
## 1173 Yes Month-to-month Yes
## 1174 No internet service Month-to-month Yes
## 1175 No One year Yes
## 1176 No Month-to-month Yes
## 1177 Yes Month-to-month Yes
## 1178 Yes Two year No
## 1179 Yes Month-to-month Yes
## 1180 No Month-to-month Yes
## 1181 No Two year Yes
## 1182 No Month-to-month Yes
## 1183 Yes Month-to-month Yes
## 1184 Yes One year Yes
## 1185 No Month-to-month Yes
## 1186 Yes Month-to-month Yes
## 1187 No One year Yes
## 1188 Yes Two year No
## 1189 Yes One year Yes
## 1190 Yes Month-to-month No
## 1191 Yes One year Yes
## 1192 No Two year Yes
## 1193 No Month-to-month Yes
## 1194 Yes Two year No
## 1195 No Month-to-month No
## 1196 Yes Month-to-month Yes
## 1197 Yes Two year No
## 1198 No internet service Month-to-month Yes
## 1199 No internet service Two year Yes
## 1200 No Month-to-month No
## 1201 Yes One year Yes
## 1202 No Month-to-month Yes
## 1203 Yes One year Yes
## 1204 No internet service Two year No
## 1205 No Month-to-month No
## 1206 No Month-to-month Yes
## 1207 No Month-to-month Yes
## 1208 Yes Month-to-month Yes
## 1209 No Month-to-month Yes
## 1210 No One year Yes
## 1211 No Month-to-month Yes
## 1212 Yes Month-to-month Yes
## 1213 No Month-to-month Yes
## 1214 No internet service Two year No
## 1215 Yes Month-to-month Yes
## 1216 Yes Month-to-month Yes
## 1217 No internet service Two year No
## 1218 No internet service One year Yes
## 1219 No Month-to-month Yes
## 1220 Yes Month-to-month Yes
## 1221 Yes Month-to-month No
## 1222 No Month-to-month Yes
## 1223 No Two year No
## 1224 No Month-to-month Yes
## 1225 No Month-to-month Yes
## 1226 Yes Month-to-month Yes
## 1227 No internet service Two year No
## 1228 No One year No
## 1229 Yes Month-to-month Yes
## 1230 Yes Two year No
## 1231 No Month-to-month No
## 1232 Yes Month-to-month No
## 1233 No Month-to-month No
## 1234 No internet service Two year No
## 1235 Yes One year Yes
## 1236 No One year Yes
## 1237 No Month-to-month Yes
## 1238 No internet service One year No
## 1239 Yes Month-to-month Yes
## 1240 No Month-to-month Yes
## 1241 No internet service Month-to-month Yes
## 1242 Yes Month-to-month Yes
## 1243 No Month-to-month No
## 1244 No Month-to-month No
## 1245 No internet service Month-to-month No
## 1246 Yes Month-to-month Yes
## 1247 Yes Month-to-month Yes
## 1248 No One year No
## 1249 No Month-to-month No
## 1250 No Month-to-month No
## 1251 Yes Two year No
## 1252 No Month-to-month No
## 1253 No internet service Month-to-month No
## 1254 Yes Month-to-month Yes
## 1255 No Two year No
## 1256 No Month-to-month Yes
## 1257 Yes Two year Yes
## 1258 Yes One year No
## 1259 No internet service Two year No
## 1260 Yes One year No
## 1261 No Month-to-month Yes
## 1262 No Month-to-month Yes
## 1263 No Month-to-month Yes
## 1264 Yes Month-to-month Yes
## 1265 Yes Two year Yes
## 1266 Yes One year No
## 1267 No Month-to-month Yes
## 1268 No Two year Yes
## 1269 Yes One year Yes
## 1270 Yes Two year No
## 1271 No internet service Two year No
## 1272 No One year Yes
## 1273 No internet service Month-to-month No
## 1274 No Month-to-month Yes
## 1275 Yes Two year Yes
## 1276 No Two year No
## 1277 No Two year Yes
## 1278 No internet service Two year Yes
## 1279 Yes One year No
## 1280 No internet service One year Yes
## 1281 Yes Two year Yes
## 1282 No internet service One year Yes
## 1283 Yes Month-to-month Yes
## 1284 Yes Two year Yes
## 1285 No internet service Two year No
## 1286 Yes Month-to-month Yes
## 1287 Yes One year No
## 1288 Yes Month-to-month Yes
## 1289 No internet service Two year No
## 1290 No One year No
## 1291 Yes Two year No
## 1292 No Month-to-month No
## 1293 Yes Two year No
## 1294 Yes Two year Yes
## 1295 No Month-to-month No
## 1296 Yes Two year Yes
## 1297 No Month-to-month No
## 1298 No Month-to-month No
## 1299 Yes One year No
## 1300 No Month-to-month Yes
## 1301 Yes Two year Yes
## 1302 No Two year Yes
## 1303 Yes Two year Yes
## 1304 No internet service Two year No
## 1305 Yes Month-to-month Yes
## 1306 No Month-to-month Yes
## 1307 Yes One year No
## 1308 Yes One year Yes
## 1309 No Month-to-month Yes
## 1310 No Month-to-month Yes
## 1311 Yes Month-to-month Yes
## 1312 Yes One year Yes
## 1313 Yes One year Yes
## 1314 Yes Month-to-month Yes
## 1315 No One year Yes
## 1316 No internet service Two year No
## 1317 No internet service Month-to-month Yes
## 1318 No internet service Month-to-month No
## 1319 Yes Month-to-month Yes
## 1320 No internet service Month-to-month Yes
## 1321 Yes One year No
## 1322 No One year Yes
## 1323 No internet service Month-to-month Yes
## 1324 No internet service Two year Yes
## 1325 No internet service Month-to-month No
## 1326 No Month-to-month Yes
## 1327 No One year Yes
## 1328 Yes One year Yes
## 1329 No Month-to-month No
## 1330 No internet service Two year No
## 1331 No One year Yes
## 1332 No Month-to-month Yes
## 1333 No internet service Two year No
## 1334 No One year Yes
## 1335 No Month-to-month Yes
## 1336 No Month-to-month Yes
## 1337 No Month-to-month No
## 1338 No internet service Two year No
## 1339 No internet service Month-to-month No
## 1340 Yes Month-to-month Yes
## 1341 No Two year No
## 1342 No Month-to-month Yes
## 1343 No internet service Two year No
## 1344 Yes One year Yes
## 1345 No internet service Month-to-month No
## 1346 Yes One year Yes
## 1347 Yes Month-to-month Yes
## 1348 No internet service Two year Yes
## 1349 No Month-to-month Yes
## 1350 Yes Month-to-month Yes
## 1351 No Two year No
## 1352 No internet service Month-to-month Yes
## 1353 Yes Two year No
## 1354 No internet service One year Yes
## 1355 No Month-to-month Yes
## 1356 No internet service Month-to-month Yes
## 1357 No Month-to-month Yes
## 1358 Yes Month-to-month Yes
## 1359 No Month-to-month No
## 1360 Yes Month-to-month Yes
## 1361 Yes Month-to-month Yes
## 1362 No Month-to-month No
## 1363 No Month-to-month Yes
## 1364 Yes Two year No
## 1365 Yes Two year No
## 1366 Yes Month-to-month Yes
## 1367 No Month-to-month Yes
## 1368 No Month-to-month Yes
## 1369 No One year No
## 1370 No Month-to-month Yes
## 1371 No internet service Two year Yes
## 1372 No Month-to-month Yes
## 1373 Yes Month-to-month No
## 1374 No internet service Month-to-month No
## 1375 Yes Two year Yes
## 1376 No internet service Two year Yes
## 1377 Yes One year Yes
## 1378 No Two year No
## 1379 No Month-to-month Yes
## 1380 No Two year Yes
## 1381 Yes One year Yes
## 1382 No Month-to-month No
## 1383 No internet service One year No
## 1384 No Month-to-month Yes
## 1385 No Month-to-month Yes
## 1386 Yes Two year Yes
## 1387 Yes Two year No
## 1388 No internet service Two year No
## 1389 No Month-to-month Yes
## 1390 Yes Month-to-month Yes
## 1391 Yes Two year No
## 1392 No Month-to-month Yes
## 1393 No internet service One year No
## 1394 No internet service Month-to-month No
## 1395 Yes One year Yes
## 1396 Yes One year Yes
## 1397 Yes One year Yes
## 1398 Yes Month-to-month Yes
## 1399 No Month-to-month Yes
## 1400 No internet service One year No
## 1401 No internet service Month-to-month No
## 1402 Yes Month-to-month Yes
## 1403 Yes Month-to-month Yes
## 1404 Yes Month-to-month Yes
## 1405 No internet service Two year No
## 1406 No Month-to-month No
## 1407 No internet service Two year Yes
## 1408 Yes Two year Yes
## 1409 Yes One year Yes
## 1410 Yes Month-to-month Yes
## 1411 Yes Month-to-month Yes
## 1412 Yes Month-to-month Yes
## 1413 No Month-to-month Yes
## 1414 No Two year No
## 1415 No Month-to-month No
## 1416 Yes One year Yes
## 1417 Yes Two year Yes
## 1418 No Month-to-month Yes
## 1419 Yes Month-to-month Yes
## 1420 No internet service Two year Yes
## 1421 Yes Month-to-month Yes
## 1422 Yes Month-to-month Yes
## 1423 Yes Two year Yes
## 1424 Yes Month-to-month Yes
## 1425 No internet service One year No
## 1426 Yes Month-to-month Yes
## 1427 No One year Yes
## 1428 No Month-to-month No
## 1429 No Month-to-month Yes
## 1430 No internet service Two year No
## 1431 No internet service One year No
## 1432 No One year Yes
## 1433 No internet service Month-to-month No
## 1434 No Month-to-month Yes
## 1435 Yes Month-to-month Yes
## 1436 Yes Month-to-month Yes
## 1437 No Month-to-month Yes
## 1438 No Month-to-month No
## 1439 No One year Yes
## 1440 No Month-to-month Yes
## 1441 No internet service One year No
## 1442 Yes One year Yes
## 1443 Yes One year No
## 1444 No Month-to-month Yes
## 1445 Yes Two year Yes
## 1446 Yes Month-to-month Yes
## 1447 No Month-to-month Yes
## 1448 No Month-to-month No
## 1449 No internet service Month-to-month No
## 1450 No internet service Month-to-month No
## 1451 No internet service Month-to-month Yes
## 1452 No Month-to-month No
## 1453 Yes Month-to-month Yes
## 1454 Yes Month-to-month Yes
## 1455 No internet service Month-to-month Yes
## 1456 Yes Two year Yes
## 1457 Yes Month-to-month Yes
## 1458 Yes One year Yes
## 1459 No internet service Month-to-month No
## 1460 Yes Two year Yes
## 1461 No Month-to-month Yes
## 1462 No Month-to-month No
## 1463 No internet service One year No
## 1464 No Month-to-month No
## 1465 Yes Month-to-month No
## 1466 No Month-to-month No
## 1467 No Month-to-month Yes
## 1468 Yes One year Yes
## 1469 Yes One year Yes
## 1470 Yes Month-to-month No
## 1471 No internet service Month-to-month No
## 1472 No Month-to-month No
## 1473 No Month-to-month Yes
## 1474 Yes Month-to-month Yes
## 1475 Yes Month-to-month Yes
## 1476 Yes Two year No
## 1477 No internet service Month-to-month No
## 1478 Yes One year Yes
## 1479 Yes Month-to-month Yes
## 1480 Yes One year Yes
## 1481 No One year No
## 1482 Yes Two year Yes
## 1483 Yes Month-to-month Yes
## 1484 Yes One year Yes
## 1485 Yes Two year Yes
## 1486 Yes Month-to-month Yes
## 1487 No Month-to-month Yes
## 1488 Yes One year Yes
## 1489 No Month-to-month No
## 1490 No One year Yes
## 1491 No One year Yes
## 1492 No internet service Month-to-month No
## 1493 No Month-to-month Yes
## 1494 No Month-to-month Yes
## 1495 No internet service One year Yes
## 1496 Yes Month-to-month No
## 1497 No internet service Month-to-month Yes
## 1498 No Month-to-month Yes
## 1499 No Month-to-month No
## 1500 Yes Month-to-month Yes
## 1501 Yes Month-to-month Yes
## 1502 No internet service Two year No
## 1503 No One year Yes
## 1504 Yes One year Yes
## 1505 No Month-to-month Yes
## 1506 No Month-to-month Yes
## 1507 Yes Two year Yes
## 1508 No internet service Two year No
## 1509 Yes Month-to-month Yes
## 1510 No Month-to-month Yes
## 1511 Yes Two year No
## 1512 No internet service Two year Yes
## 1513 No Month-to-month Yes
## 1514 No Month-to-month Yes
## 1515 No internet service Two year No
## 1516 Yes One year Yes
## 1517 Yes Month-to-month No
## 1518 Yes One year Yes
## 1519 No internet service Month-to-month No
## 1520 Yes Month-to-month Yes
## 1521 No internet service Month-to-month Yes
## 1522 No One year No
## 1523 Yes Month-to-month Yes
## 1524 No Month-to-month No
## 1525 Yes Month-to-month Yes
## 1526 No internet service Month-to-month No
## 1527 Yes Month-to-month No
## 1528 No internet service Two year No
## 1529 Yes Month-to-month Yes
## 1530 No internet service Two year No
## 1531 Yes Month-to-month No
## 1532 No internet service Month-to-month Yes
## 1533 No internet service Month-to-month No
## 1534 No Month-to-month No
## 1535 No internet service Two year No
## 1536 No Month-to-month No
## 1537 No Two year Yes
## 1538 Yes Two year Yes
## 1539 Yes Month-to-month No
## 1540 No Month-to-month No
## 1541 No Month-to-month Yes
## 1542 No internet service Two year No
## 1543 No internet service Two year Yes
## 1544 No Month-to-month No
## 1545 No Month-to-month Yes
## 1546 Yes Two year Yes
## 1547 No internet service Two year No
## 1548 Yes One year Yes
## 1549 No Month-to-month No
## 1550 No Month-to-month Yes
## 1551 No Month-to-month Yes
## 1552 No internet service Two year No
## 1553 Yes Two year No
## 1554 No Month-to-month Yes
## 1555 No internet service Month-to-month No
## 1556 Yes One year Yes
## 1557 No Month-to-month No
## 1558 No Month-to-month Yes
## 1559 Yes Month-to-month Yes
## 1560 No internet service Month-to-month No
## 1561 No One year No
## 1562 No Month-to-month Yes
## 1563 No Month-to-month No
## 1564 No Month-to-month No
## 1565 Yes Month-to-month Yes
## 1566 No Month-to-month Yes
## 1567 Yes Two year Yes
## 1568 Yes Month-to-month Yes
## 1569 Yes Month-to-month Yes
## 1570 No Month-to-month No
## 1571 No internet service Two year No
## 1572 No internet service Month-to-month No
## 1573 No Month-to-month No
## 1574 Yes One year Yes
## 1575 No internet service One year No
## 1576 Yes Month-to-month No
## 1577 No One year Yes
## 1578 Yes One year No
## 1579 No Month-to-month Yes
## 1580 Yes Month-to-month Yes
## 1581 Yes One year No
## 1582 No Month-to-month Yes
## 1583 No One year No
## 1584 No Month-to-month Yes
## 1585 Yes Two year Yes
## 1586 Yes One year No
## 1587 Yes Two year Yes
## 1588 No internet service Two year No
## 1589 Yes One year Yes
## 1590 No Month-to-month Yes
## 1591 No internet service Two year No
## 1592 No internet service Month-to-month No
## 1593 No Month-to-month Yes
## 1594 No internet service Month-to-month No
## 1595 No internet service Two year No
## 1596 No Month-to-month Yes
## 1597 No Month-to-month Yes
## 1598 No Two year Yes
## 1599 No internet service Two year No
## 1600 Yes Two year Yes
## 1601 No Month-to-month Yes
## 1602 No One year Yes
## 1603 Yes Month-to-month Yes
## 1604 Yes Month-to-month Yes
## 1605 No One year No
## 1606 No internet service Two year Yes
## 1607 Yes Two year Yes
## 1608 Yes Month-to-month Yes
## 1609 No internet service One year Yes
## 1610 Yes One year Yes
## 1611 No Two year No
## 1612 Yes Two year Yes
## 1613 No One year No
## 1614 No internet service Month-to-month No
## 1615 Yes Two year Yes
## 1616 No internet service One year Yes
## 1617 No internet service Two year Yes
## 1618 No Month-to-month No
## 1619 Yes Month-to-month Yes
## 1620 Yes Two year Yes
## 1621 No Month-to-month No
## 1622 No Month-to-month Yes
## 1623 Yes One year No
## 1624 Yes Two year Yes
## 1625 Yes One year Yes
## 1626 No Month-to-month Yes
## 1627 No Month-to-month No
## 1628 No Month-to-month Yes
## 1629 No Month-to-month Yes
## 1630 Yes Two year No
## 1631 Yes Month-to-month Yes
## 1632 No Month-to-month Yes
## 1633 Yes One year Yes
## 1634 No Month-to-month No
## 1635 Yes Two year No
## 1636 Yes One year Yes
## 1637 No internet service One year No
## 1638 No One year No
## 1639 No Two year Yes
## 1640 No Month-to-month Yes
## 1641 No internet service One year No
## 1642 Yes Two year Yes
## 1643 No internet service Month-to-month No
## 1644 Yes Month-to-month Yes
## 1645 Yes Month-to-month Yes
## 1646 No Month-to-month Yes
## 1647 No One year No
## 1648 No Month-to-month Yes
## 1649 No Month-to-month Yes
## 1650 No Month-to-month Yes
## 1651 Yes Month-to-month No
## 1652 No Month-to-month Yes
## 1653 No Month-to-month No
## 1654 No internet service Two year No
## 1655 No internet service One year No
## 1656 No Month-to-month No
## 1657 No Month-to-month No
## 1658 No internet service Month-to-month Yes
## 1659 Yes Month-to-month No
## 1660 Yes Two year No
## 1661 No internet service Month-to-month No
## 1662 Yes Month-to-month Yes
## 1663 No Month-to-month Yes
## 1664 Yes Month-to-month Yes
## 1665 Yes Month-to-month No
## 1666 No Month-to-month Yes
## 1667 No internet service Two year No
## 1668 No internet service One year Yes
## 1669 Yes Month-to-month Yes
## 1670 No Month-to-month Yes
## 1671 No Month-to-month Yes
## 1672 Yes One year Yes
## 1673 No Two year No
## 1674 Yes Month-to-month Yes
## 1675 No internet service Two year No
## 1676 No Month-to-month Yes
## 1677 No Month-to-month Yes
## 1678 No internet service Two year No
## 1679 Yes One year Yes
## 1680 No Month-to-month Yes
## 1681 No internet service One year Yes
## 1682 No internet service Two year No
## 1683 Yes Two year Yes
## 1684 No internet service Two year No
## 1685 No Month-to-month No
## 1686 No Month-to-month Yes
## 1687 No Month-to-month Yes
## 1688 No internet service One year No
## 1689 No internet service Two year No
## 1690 Yes Month-to-month No
## 1691 No Month-to-month Yes
## 1692 No internet service Two year No
## 1693 No One year Yes
## 1694 Yes Two year No
## 1695 No Month-to-month Yes
## 1696 No One year Yes
## 1697 Yes Month-to-month Yes
## 1698 No Two year No
## 1699 No Two year Yes
## 1700 No internet service One year Yes
## 1701 No internet service Two year No
## 1702 Yes One year Yes
## 1703 Yes Month-to-month Yes
## 1704 No Month-to-month Yes
## 1705 Yes Month-to-month Yes
## 1706 No Month-to-month No
## 1707 No Two year Yes
## 1708 No Month-to-month No
## 1709 Yes Month-to-month Yes
## 1710 No Two year Yes
## 1711 No Month-to-month Yes
## 1712 No internet service Two year Yes
## 1713 No One year Yes
## 1714 No Month-to-month No
## 1715 Yes One year No
## 1716 No internet service Two year No
## 1717 Yes Month-to-month Yes
## 1718 No internet service Two year No
## 1719 No internet service One year No
## 1720 Yes Month-to-month Yes
## 1721 No Month-to-month Yes
## 1722 No Month-to-month Yes
## 1723 Yes One year Yes
## 1724 No internet service Two year No
## 1725 Yes Month-to-month No
## 1726 Yes Month-to-month Yes
## 1727 No Month-to-month No
## 1728 No Month-to-month Yes
## 1729 Yes Two year No
## 1730 No One year No
## 1731 No Month-to-month Yes
## 1732 No Month-to-month Yes
## 1733 Yes One year No
## 1734 No internet service Month-to-month No
## 1735 Yes Month-to-month Yes
## 1736 Yes Two year No
## 1737 No internet service Month-to-month No
## 1738 No Month-to-month Yes
## 1739 No One year Yes
## 1740 No Month-to-month Yes
## 1741 No internet service Month-to-month Yes
## 1742 Yes Month-to-month Yes
## 1743 No Month-to-month Yes
## 1744 No internet service Two year No
## 1745 Yes One year Yes
## 1746 No internet service Two year Yes
## 1747 Yes Two year Yes
## 1748 Yes Month-to-month Yes
## 1749 No internet service Two year No
## 1750 Yes Month-to-month Yes
## 1751 Yes Two year Yes
## 1752 No Month-to-month Yes
## 1753 No One year No
## 1754 No Two year Yes
## 1755 Yes One year Yes
## 1756 No Month-to-month Yes
## 1757 Yes One year No
## 1758 No Two year Yes
## 1759 No internet service Two year No
## 1760 No internet service Month-to-month No
## 1761 No One year No
## 1762 No internet service Two year Yes
## 1763 No Month-to-month Yes
## 1764 No Month-to-month Yes
## 1765 Yes Two year No
## 1766 Yes One year Yes
## 1767 No internet service One year Yes
## 1768 Yes Two year Yes
## 1769 Yes One year No
## 1770 Yes Month-to-month Yes
## 1771 Yes Month-to-month Yes
## 1772 Yes Month-to-month Yes
## 1773 No Month-to-month No
## 1774 No internet service Two year Yes
## 1775 No Month-to-month Yes
## 1776 Yes Two year Yes
## 1777 No internet service Two year Yes
## 1778 No Month-to-month Yes
## 1779 No internet service Two year No
## 1780 No Month-to-month Yes
## 1781 No internet service One year No
## 1782 Yes One year Yes
## 1783 Yes Month-to-month Yes
## 1784 No Month-to-month Yes
## 1785 No internet service Month-to-month No
## 1786 Yes Two year Yes
## 1787 No Month-to-month Yes
## 1788 Yes One year Yes
## 1789 No internet service Two year Yes
## 1790 No Month-to-month No
## 1791 Yes Month-to-month No
## 1792 No One year Yes
## 1793 No Month-to-month Yes
## 1794 No internet service Two year No
## 1795 Yes Two year No
## 1796 Yes Month-to-month No
## 1797 Yes Month-to-month Yes
## 1798 No internet service Two year No
## 1799 No internet service One year No
## 1800 Yes Month-to-month Yes
## 1801 No Month-to-month Yes
## 1802 No Month-to-month Yes
## 1803 No Two year No
## 1804 Yes Two year Yes
## 1805 No internet service Month-to-month No
## 1806 No Two year No
## 1807 No internet service Two year No
## 1808 No Month-to-month No
## 1809 No Month-to-month Yes
## 1810 Yes Month-to-month Yes
## 1811 No One year Yes
## 1812 No Month-to-month Yes
## 1813 Yes One year Yes
## 1814 Yes Month-to-month Yes
## 1815 No internet service Two year No
## 1816 No internet service Two year No
## 1817 No internet service Month-to-month No
## 1818 Yes Two year No
## 1819 No Month-to-month No
## 1820 No Two year No
## 1821 No Month-to-month No
## 1822 Yes Month-to-month No
## 1823 No Month-to-month Yes
## 1824 No Month-to-month Yes
## 1825 No internet service Two year No
## 1826 No Month-to-month Yes
## 1827 Yes Month-to-month Yes
## 1828 Yes Month-to-month Yes
## 1829 No internet service One year No
## 1830 No Month-to-month Yes
## 1831 No internet service Two year No
## 1832 No Month-to-month Yes
## 1833 Yes Month-to-month Yes
## 1834 No Month-to-month No
## 1835 No Month-to-month No
## 1836 No Month-to-month Yes
## 1837 Yes Month-to-month Yes
## 1838 No internet service Month-to-month No
## 1839 Yes Month-to-month Yes
## 1840 No internet service Two year Yes
## 1841 Yes Two year No
## 1842 No internet service One year No
## 1843 Yes Month-to-month Yes
## 1844 No internet service Two year No
## 1845 No One year No
## 1846 No One year Yes
## 1847 No internet service One year No
## 1848 No internet service Two year No
## 1849 No internet service One year No
## 1850 No Month-to-month Yes
## 1851 No Month-to-month Yes
## 1852 Yes Month-to-month Yes
## 1853 No Month-to-month No
## 1854 No Month-to-month No
## 1855 Yes Month-to-month Yes
## 1856 No internet service Two year Yes
## 1857 No Month-to-month Yes
## 1858 No Two year No
## 1859 No Month-to-month Yes
## 1860 Yes Month-to-month Yes
## 1861 No internet service Two year No
## 1862 No Month-to-month No
## 1863 No Month-to-month Yes
## 1864 No internet service One year No
## 1865 Yes One year No
## 1866 Yes One year Yes
## 1867 Yes One year Yes
## 1868 No Month-to-month No
## 1869 No Month-to-month Yes
## 1870 No internet service Two year No
## 1871 No Month-to-month Yes
## 1872 Yes Month-to-month Yes
## 1873 No internet service Two year No
## 1874 No Two year Yes
## 1875 Yes Two year No
## 1876 Yes Two year Yes
## 1877 Yes One year Yes
## 1878 Yes Two year No
## 1879 No internet service Month-to-month Yes
## 1880 No Month-to-month Yes
## 1881 Yes Month-to-month Yes
## 1882 Yes Month-to-month Yes
## 1883 Yes Month-to-month Yes
## 1884 No Month-to-month Yes
## 1885 No One year No
## 1886 Yes Month-to-month Yes
## 1887 No Two year Yes
## 1888 No Month-to-month No
## 1889 No One year No
## 1890 No Month-to-month Yes
## 1891 No internet service Month-to-month Yes
## 1892 No Month-to-month No
## 1893 Yes Month-to-month Yes
## 1894 Yes Month-to-month Yes
## 1895 Yes Month-to-month Yes
## 1896 Yes Two year Yes
## 1897 No Month-to-month No
## 1898 No Month-to-month Yes
## 1899 Yes Month-to-month No
## 1900 Yes Month-to-month Yes
## 1901 No internet service Two year No
## 1902 No internet service One year No
## 1903 Yes Two year Yes
## 1904 Yes Month-to-month Yes
## 1905 Yes Month-to-month Yes
## 1906 No internet service One year Yes
## 1907 No One year No
## 1908 Yes Month-to-month Yes
## 1909 No internet service Two year No
## 1910 No internet service One year No
## 1911 No Month-to-month Yes
## 1912 No Two year No
## 1913 No internet service One year Yes
## 1914 No One year Yes
## 1915 No Month-to-month No
## 1916 No Month-to-month Yes
## 1917 No Month-to-month Yes
## 1918 Yes Two year No
## 1919 No Month-to-month No
## 1920 No Month-to-month No
## 1921 No internet service Month-to-month Yes
## 1922 Yes Two year Yes
## 1923 No Month-to-month No
## 1924 No internet service Two year No
## 1925 No Month-to-month No
## 1926 No Two year Yes
## 1927 Yes Month-to-month Yes
## 1928 Yes Month-to-month Yes
## 1929 No internet service Month-to-month Yes
## 1930 Yes Month-to-month Yes
## 1931 No internet service Month-to-month Yes
## 1932 Yes One year Yes
## 1933 No internet service Month-to-month No
## 1934 No internet service One year Yes
## 1935 No Month-to-month Yes
## 1936 No internet service One year Yes
## 1937 No One year Yes
## 1938 No internet service Two year No
## 1939 No internet service Month-to-month No
## 1940 No internet service Month-to-month Yes
## 1941 No One year No
## 1942 Yes Month-to-month No
## 1943 No internet service Two year No
## 1944 No Month-to-month Yes
## 1945 No Month-to-month No
## 1946 No internet service Two year No
## 1947 No Month-to-month Yes
## 1948 No One year Yes
## 1949 Yes Month-to-month No
## 1950 Yes Two year No
## 1951 No Month-to-month Yes
## 1952 No Month-to-month No
## 1953 Yes Month-to-month Yes
## 1954 No Month-to-month Yes
## 1955 No Month-to-month Yes
## 1956 Yes Month-to-month Yes
## 1957 No Two year Yes
## 1958 No Month-to-month No
## 1959 No Month-to-month Yes
## 1960 No Month-to-month No
## 1961 No Month-to-month No
## 1962 No One year Yes
## 1963 Yes One year Yes
## 1964 No Month-to-month No
## 1965 No One year Yes
## 1966 No Month-to-month Yes
## 1967 No Month-to-month No
## 1968 Yes One year Yes
## 1969 Yes One year Yes
## 1970 Yes Two year No
## 1971 No Month-to-month Yes
## 1972 No internet service One year Yes
## 1973 Yes Month-to-month No
## 1974 Yes Two year Yes
## 1975 No Month-to-month Yes
## 1976 No internet service Two year No
## 1977 Yes Month-to-month Yes
## 1978 No Month-to-month Yes
## 1979 No Two year No
## 1980 No internet service Two year Yes
## 1981 Yes Month-to-month Yes
## 1982 Yes Month-to-month Yes
## 1983 No internet service Month-to-month No
## 1984 Yes One year No
## 1985 Yes Month-to-month Yes
## 1986 No Month-to-month No
## 1987 Yes Two year Yes
## 1988 No Month-to-month Yes
## 1989 Yes One year Yes
## 1990 No Two year Yes
## 1991 No Month-to-month Yes
## 1992 Yes One year No
## 1993 No Month-to-month Yes
## 1994 No Month-to-month Yes
## 1995 No internet service One year No
## 1996 No Month-to-month Yes
## 1997 Yes Two year No
## 1998 Yes Two year Yes
## 1999 Yes Month-to-month No
## 2000 No Month-to-month Yes
## 2001 No Month-to-month No
## 2002 No internet service Month-to-month No
## 2003 No Two year No
## 2004 Yes Two year Yes
## 2005 No Month-to-month Yes
## 2006 Yes One year No
## 2007 No Month-to-month No
## 2008 Yes Month-to-month Yes
## 2009 No Month-to-month Yes
## 2010 No Two year Yes
## 2011 No Month-to-month Yes
## 2012 Yes Month-to-month No
## 2013 No Month-to-month Yes
## 2014 No internet service One year No
## 2015 No Month-to-month No
## 2016 No Month-to-month No
## 2017 Yes Month-to-month No
## 2018 No internet service Two year No
## 2019 No Month-to-month Yes
## 2020 Yes One year No
## 2021 Yes One year Yes
## 2022 Yes Two year No
## 2023 Yes Month-to-month Yes
## 2024 No Month-to-month Yes
## 2025 Yes One year No
## 2026 Yes Two year Yes
## 2027 Yes One year No
## 2028 No internet service One year No
## 2029 No internet service Two year No
## 2030 Yes One year Yes
## 2031 No Month-to-month No
## 2032 No Month-to-month No
## 2033 Yes Month-to-month No
## 2034 No internet service Month-to-month Yes
## 2035 No One year Yes
## 2036 Yes Month-to-month Yes
## 2037 No Month-to-month No
## 2038 No Month-to-month Yes
## 2039 Yes Month-to-month Yes
## 2040 No Month-to-month Yes
## 2041 Yes Two year No
## 2042 No internet service Two year No
## 2043 No Month-to-month No
## 2044 No Month-to-month No
## 2045 No internet service One year No
## 2046 Yes Two year Yes
## 2047 No Month-to-month No
## 2048 Yes Month-to-month Yes
## 2049 Yes Month-to-month Yes
## 2050 No Month-to-month Yes
## 2051 No Two year Yes
## 2052 No internet service Two year No
## 2053 Yes Month-to-month Yes
## 2054 No Month-to-month Yes
## 2055 No Month-to-month Yes
## 2056 Yes Month-to-month Yes
## 2057 No Month-to-month No
## 2058 Yes Month-to-month Yes
## 2059 Yes Two year No
## 2060 No Month-to-month Yes
## 2061 Yes Two year No
## 2062 No Month-to-month No
## 2063 No internet service Two year Yes
## 2064 Yes One year Yes
## 2065 No internet service One year No
## 2066 No Month-to-month No
## 2067 No internet service Two year Yes
## 2068 Yes One year Yes
## 2069 No Month-to-month No
## 2070 Yes Month-to-month Yes
## 2071 No Month-to-month Yes
## 2072 No Two year No
## 2073 No internet service One year No
## 2074 No internet service Month-to-month No
## 2075 Yes Month-to-month Yes
## 2076 Yes Month-to-month Yes
## 2077 Yes One year No
## 2078 No Month-to-month No
## 2079 No One year Yes
## 2080 Yes Month-to-month Yes
## 2081 Yes Two year Yes
## 2082 No Month-to-month Yes
## 2083 No internet service Month-to-month No
## 2084 No internet service Month-to-month Yes
## 2085 No Month-to-month No
## 2086 Yes Month-to-month Yes
## 2087 No Month-to-month No
## 2088 No Month-to-month Yes
## 2089 No One year No
## 2090 No Two year No
## 2091 No Month-to-month Yes
## 2092 No internet service Two year No
## 2093 Yes Two year No
## 2094 No internet service Month-to-month No
## 2095 No internet service Month-to-month No
## 2096 No Month-to-month Yes
## 2097 No internet service Month-to-month No
## 2098 Yes Month-to-month Yes
## 2099 Yes Month-to-month No
## 2100 No Month-to-month Yes
## 2101 Yes One year No
## 2102 Yes One year Yes
## 2103 No Month-to-month Yes
## 2104 No Month-to-month Yes
## 2105 Yes Month-to-month Yes
## 2106 No Month-to-month No
## 2107 Yes One year No
## 2108 Yes Month-to-month Yes
## 2109 No Month-to-month No
## 2110 No internet service Two year No
## 2111 No internet service Month-to-month No
## 2112 No internet service Two year No
## 2113 No One year No
## 2114 Yes One year Yes
## 2115 No Month-to-month Yes
## 2116 Yes Two year Yes
## 2117 No Month-to-month No
## 2118 Yes Two year No
## 2119 Yes Month-to-month Yes
## 2120 No internet service One year Yes
## 2121 No internet service Two year No
## 2122 No internet service Month-to-month No
## 2123 Yes One year Yes
## 2124 No Month-to-month Yes
## 2125 No Month-to-month Yes
## 2126 Yes Two year Yes
## 2127 No Month-to-month No
## 2128 No One year Yes
## 2129 No Month-to-month Yes
## 2130 No Month-to-month Yes
## 2131 No One year Yes
## 2132 No Two year No
## 2133 No internet service One year No
## 2134 No Month-to-month Yes
## 2135 No internet service Month-to-month No
## 2136 Yes Month-to-month Yes
## 2137 No Month-to-month Yes
## 2138 No internet service Two year Yes
## 2139 Yes Two year No
## 2140 Yes Month-to-month Yes
## 2141 Yes Month-to-month No
## 2142 No internet service Month-to-month No
## 2143 Yes One year No
## 2144 Yes Two year No
## 2145 No Month-to-month Yes
## 2146 No Month-to-month No
## 2147 Yes One year Yes
## 2148 No internet service Month-to-month No
## 2149 No internet service Month-to-month No
## 2150 Yes One year Yes
## 2151 Yes Month-to-month Yes
## 2152 No internet service Two year Yes
## 2153 No Month-to-month Yes
## 2154 No Month-to-month Yes
## 2155 No internet service Two year No
## 2156 Yes Month-to-month Yes
## 2157 Yes Month-to-month No
## 2158 Yes One year Yes
## 2159 Yes Two year Yes
## 2160 No internet service Two year No
## 2161 Yes Two year Yes
## 2162 No Month-to-month Yes
## 2163 No Month-to-month No
## 2164 Yes Month-to-month Yes
## 2165 No Two year Yes
## 2166 No internet service One year No
## 2167 No One year Yes
## 2168 Yes Month-to-month Yes
## 2169 No Month-to-month Yes
## 2170 Yes Two year No
## 2171 No One year Yes
## 2172 Yes Month-to-month No
## 2173 No Month-to-month No
## 2174 Yes Month-to-month No
## 2175 No internet service One year No
## 2176 No Month-to-month No
## 2177 No internet service Two year Yes
## 2178 Yes Two year Yes
## 2179 No internet service Two year No
## 2180 No internet service One year No
## 2181 Yes Two year Yes
## 2182 Yes One year Yes
## 2183 Yes Two year Yes
## 2184 No Month-to-month Yes
## 2185 Yes Month-to-month Yes
## 2186 No Month-to-month No
## 2187 No internet service Two year No
## 2188 Yes Two year Yes
## 2189 No Month-to-month Yes
## 2190 No internet service Two year No
## 2191 Yes Two year No
## 2192 Yes Month-to-month Yes
## 2193 Yes Two year Yes
## 2194 No internet service One year Yes
## 2195 No Month-to-month Yes
## 2196 No internet service One year No
## 2197 No internet service Month-to-month No
## 2198 Yes Month-to-month No
## 2199 No One year Yes
## 2200 No internet service Two year No
## 2201 No One year No
## 2202 Yes One year No
## 2203 No Month-to-month Yes
## 2204 Yes One year Yes
## 2205 Yes One year Yes
## 2206 Yes One year Yes
## 2207 Yes Month-to-month Yes
## 2208 No Month-to-month Yes
## 2209 Yes Month-to-month Yes
## 2210 No internet service Month-to-month Yes
## 2211 Yes Two year No
## 2212 Yes One year Yes
## 2213 No internet service One year No
## 2214 No internet service Two year No
## 2215 Yes Month-to-month Yes
## 2216 Yes Two year Yes
## 2217 Yes Month-to-month Yes
## 2218 Yes Two year No
## 2219 Yes Two year Yes
## 2220 Yes Month-to-month No
## 2221 Yes Two year Yes
## 2222 No Two year No
## 2223 Yes Month-to-month Yes
## 2224 Yes Month-to-month Yes
## 2225 No Month-to-month Yes
## 2226 No One year Yes
## 2227 No Two year No
## 2228 No internet service One year Yes
## 2229 Yes Two year Yes
## 2230 No Month-to-month No
## 2231 No internet service Two year No
## 2232 No Month-to-month Yes
## 2233 No internet service Two year No
## 2234 No Month-to-month Yes
## 2235 No Two year No
## 2236 No One year Yes
## 2237 No Month-to-month Yes
## 2238 Yes One year Yes
## 2239 Yes Month-to-month Yes
## 2240 No Two year No
## 2241 Yes Two year Yes
## 2242 No internet service Two year Yes
## 2243 No internet service One year No
## 2244 Yes Month-to-month Yes
## 2245 No One year Yes
## 2246 Yes Two year No
## 2247 Yes Month-to-month Yes
## 2248 No internet service Two year No
## 2249 No Month-to-month Yes
## 2250 Yes Month-to-month No
## 2251 No internet service One year No
## 2252 Yes Month-to-month Yes
## 2253 No internet service One year No
## 2254 No Two year No
## 2255 No Two year Yes
## 2256 No Month-to-month No
## 2257 No One year No
## 2258 Yes One year No
## 2259 No One year No
## 2260 No internet service Two year No
## 2261 No Month-to-month No
## 2262 No Month-to-month Yes
## 2263 No Month-to-month Yes
## 2264 Yes Month-to-month Yes
## 2265 Yes Two year Yes
## 2266 Yes Month-to-month Yes
## 2267 Yes One year Yes
## 2268 Yes Two year Yes
## 2269 No internet service Two year Yes
## 2270 No Month-to-month No
## 2271 No Month-to-month Yes
## 2272 Yes Month-to-month Yes
## 2273 No Month-to-month Yes
## 2274 No internet service One year No
## 2275 Yes Month-to-month Yes
## 2276 No Month-to-month Yes
## 2277 Yes Month-to-month No
## 2278 Yes Month-to-month Yes
## 2279 No Month-to-month Yes
## 2280 No internet service Two year Yes
## 2281 Yes Month-to-month Yes
## 2282 Yes Month-to-month Yes
## 2283 Yes Month-to-month Yes
## 2284 No Month-to-month Yes
## 2285 No Month-to-month No
## 2286 Yes Month-to-month No
## 2287 Yes Month-to-month Yes
## 2288 Yes Two year Yes
## 2289 No Month-to-month Yes
## 2290 Yes Two year No
## 2291 Yes Month-to-month Yes
## 2292 No Month-to-month Yes
## 2293 Yes Two year No
## 2294 Yes Two year No
## 2295 Yes Month-to-month Yes
## 2296 No Month-to-month Yes
## 2297 No Month-to-month No
## 2298 Yes One year No
## 2299 No Two year Yes
## 2300 No Two year No
## 2301 Yes One year Yes
## 2302 Yes Month-to-month Yes
## 2303 Yes Two year Yes
## 2304 No Month-to-month Yes
## 2305 Yes One year Yes
## 2306 Yes Month-to-month Yes
## 2307 No Month-to-month Yes
## 2308 No One year Yes
## 2309 Yes One year Yes
## 2310 No Two year Yes
## 2311 Yes Two year Yes
## 2312 Yes Month-to-month Yes
## 2313 No internet service One year No
## 2314 Yes One year Yes
## 2315 Yes Two year Yes
## 2316 Yes One year Yes
## 2317 No internet service Month-to-month No
## 2318 No internet service Two year No
## 2319 No Two year No
## 2320 Yes Month-to-month No
## 2321 Yes Two year Yes
## 2322 No Month-to-month Yes
## 2323 No internet service Two year No
## 2324 Yes Month-to-month Yes
## 2325 No Month-to-month Yes
## 2326 No internet service Month-to-month Yes
## 2327 Yes One year No
## 2328 No Month-to-month Yes
## 2329 Yes Month-to-month No
## 2330 Yes One year No
## 2331 Yes Month-to-month No
## 2332 No internet service One year Yes
## 2333 No One year Yes
## 2334 No Month-to-month No
## 2335 No Month-to-month Yes
## 2336 No Month-to-month Yes
## 2337 No Month-to-month Yes
## 2338 Yes One year Yes
## 2339 No internet service Two year No
## 2340 Yes Month-to-month Yes
## 2341 Yes One year No
## 2342 Yes Two year No
## 2343 Yes Month-to-month No
## 2344 No Month-to-month Yes
## 2345 No Two year No
## 2346 No internet service Month-to-month Yes
## 2347 Yes Two year Yes
## 2348 No internet service One year No
## 2349 No Month-to-month No
## 2350 No Two year No
## 2351 No Month-to-month Yes
## 2352 No Two year No
## 2353 No internet service Month-to-month Yes
## 2354 Yes Month-to-month Yes
## 2355 No internet service Two year No
## 2356 No Two year Yes
## 2357 No Month-to-month Yes
## 2358 Yes One year No
## 2359 No internet service One year No
## 2360 No Month-to-month Yes
## 2361 No internet service Two year No
## 2362 No Month-to-month No
## 2363 Yes Month-to-month Yes
## 2364 No Month-to-month Yes
## 2365 No Month-to-month Yes
## 2366 No Month-to-month No
## 2367 No Month-to-month Yes
## 2368 No Month-to-month Yes
## 2369 Yes Two year Yes
## 2370 Yes Two year No
## 2371 Yes Two year Yes
## 2372 No internet service Month-to-month Yes
## 2373 Yes Two year No
## 2374 No One year Yes
## 2375 No internet service Month-to-month No
## 2376 Yes Two year Yes
## 2377 No One year Yes
## 2378 No Month-to-month Yes
## 2379 No Month-to-month Yes
## 2380 Yes Month-to-month No
## 2381 Yes Month-to-month Yes
## 2382 No internet service One year No
## 2383 No One year No
## 2384 No Month-to-month Yes
## 2385 Yes Month-to-month Yes
## 2386 No Month-to-month No
## 2387 No Month-to-month No
## 2388 Yes Month-to-month No
## 2389 Yes Month-to-month Yes
## 2390 Yes One year No
## 2391 No internet service One year No
## 2392 No Month-to-month Yes
## 2393 No Month-to-month Yes
## 2394 Yes One year Yes
## 2395 No One year Yes
## 2396 No One year Yes
## 2397 Yes One year No
## 2398 Yes Month-to-month Yes
## 2399 No Month-to-month Yes
## 2400 Yes Month-to-month Yes
## 2401 Yes Month-to-month No
## 2402 No Month-to-month Yes
## 2403 No internet service Month-to-month No
## 2404 Yes One year Yes
## 2405 No One year Yes
## 2406 Yes Month-to-month Yes
## 2407 Yes Month-to-month Yes
## 2408 No Month-to-month Yes
## 2409 No internet service Two year No
## 2410 Yes One year Yes
## 2411 No Month-to-month No
## 2412 Yes Two year Yes
## 2413 No One year No
## 2414 Yes Two year No
## 2415 No internet service One year Yes
## 2416 Yes Month-to-month Yes
## 2417 Yes One year Yes
## 2418 No Month-to-month No
## 2419 No Month-to-month Yes
## 2420 No One year No
## 2421 No Month-to-month No
## 2422 Yes Month-to-month Yes
## 2423 No Month-to-month Yes
## 2424 No internet service One year No
## 2425 Yes Two year Yes
## 2426 No internet service Month-to-month Yes
## 2427 No Month-to-month Yes
## 2428 Yes Month-to-month No
## 2429 Yes Month-to-month Yes
## 2430 No One year Yes
## 2431 No Two year Yes
## 2432 No Month-to-month Yes
## 2433 No internet service One year No
## 2434 Yes One year No
## 2435 No internet service Month-to-month No
## 2436 No Month-to-month Yes
## 2437 No Month-to-month Yes
## 2438 No Month-to-month No
## 2439 Yes Month-to-month Yes
## 2440 No internet service One year No
## 2441 No internet service Month-to-month Yes
## 2442 No Month-to-month No
## 2443 No Month-to-month Yes
## 2444 Yes Two year No
## 2445 Yes Month-to-month Yes
## 2446 No Month-to-month No
## 2447 No Month-to-month Yes
## 2448 No Month-to-month Yes
## 2449 Yes Month-to-month Yes
## 2450 No Month-to-month Yes
## 2451 Yes Two year Yes
## 2452 Yes One year No
## 2453 No Month-to-month Yes
## 2454 No Month-to-month Yes
## 2455 No internet service Two year No
## 2456 Yes Month-to-month Yes
## 2457 No internet service Two year No
## 2458 No One year Yes
## 2459 Yes Two year Yes
## 2460 No internet service Month-to-month Yes
## 2461 No internet service Two year No
## 2462 No internet service One year No
## 2463 Yes Month-to-month Yes
## 2464 Yes Month-to-month Yes
## 2465 No Month-to-month Yes
## 2466 Yes Month-to-month Yes
## 2467 No internet service Two year No
## 2468 Yes One year Yes
## 2469 Yes Month-to-month Yes
## 2470 No internet service One year No
## 2471 No internet service Two year Yes
## 2472 Yes Month-to-month Yes
## 2473 No Two year No
## 2474 No internet service Month-to-month No
## 2475 Yes Month-to-month Yes
## 2476 Yes Two year No
## 2477 Yes Two year Yes
## 2478 Yes Month-to-month Yes
## 2479 No Month-to-month No
## 2480 Yes Two year Yes
## 2481 Yes Month-to-month Yes
## 2482 No internet service Two year No
## 2483 No Month-to-month Yes
## 2484 No Month-to-month Yes
## 2485 No internet service Month-to-month No
## 2486 No Month-to-month Yes
## 2487 Yes One year Yes
## 2488 No Month-to-month No
## 2489 No Month-to-month Yes
## 2490 Yes One year Yes
## 2491 Yes Two year No
## 2492 No internet service Month-to-month No
## 2493 Yes Month-to-month Yes
## 2494 Yes Month-to-month Yes
## 2495 No Month-to-month No
## 2496 No internet service One year Yes
## 2497 No internet service Two year No
## 2498 No internet service Month-to-month No
## 2499 No Month-to-month Yes
## 2500 No One year No
## 2501 Yes One year No
## 2502 No internet service Two year No
## 2503 No internet service One year No
## 2504 No internet service One year No
## 2505 No Month-to-month Yes
## 2506 No internet service One year Yes
## 2507 No internet service Two year No
## 2508 No internet service Two year Yes
## 2509 Yes Two year Yes
## 2510 No internet service Two year Yes
## 2511 No Month-to-month Yes
## 2512 Yes One year No
## 2513 Yes One year Yes
## 2514 No internet service Two year No
## 2515 Yes Month-to-month Yes
## 2516 Yes Two year Yes
## 2517 Yes Month-to-month Yes
## 2518 No Month-to-month Yes
## 2519 Yes Month-to-month Yes
## 2520 No Month-to-month Yes
## 2521 Yes Two year No
## 2522 Yes Month-to-month Yes
## 2523 Yes One year Yes
## 2524 No internet service Two year No
## 2525 No internet service Two year No
## 2526 Yes Two year Yes
## 2527 No internet service Month-to-month No
## 2528 Yes Month-to-month Yes
## 2529 No Month-to-month Yes
## 2530 Yes One year No
## 2531 Yes Month-to-month Yes
## 2532 No internet service Two year Yes
## 2533 Yes One year Yes
## 2534 Yes Two year No
## 2535 Yes One year Yes
## 2536 Yes Two year Yes
## 2537 No internet service One year No
## 2538 Yes Two year No
## 2539 No Two year Yes
## 2540 No internet service Two year No
## 2541 Yes Two year Yes
## 2542 Yes Two year Yes
## 2543 Yes One year Yes
## 2544 Yes Month-to-month No
## 2545 Yes One year No
## 2546 No One year Yes
## 2547 Yes Month-to-month Yes
## 2548 No Two year No
## 2549 No Month-to-month Yes
## 2550 No internet service Month-to-month No
## 2551 No internet service Two year No
## 2552 No internet service Month-to-month No
## 2553 No internet service One year No
## 2554 No internet service Month-to-month No
## 2555 No Month-to-month Yes
## 2556 No Month-to-month Yes
## 2557 No Month-to-month Yes
## 2558 No Month-to-month No
## 2559 No internet service One year No
## 2560 Yes Two year Yes
## 2561 Yes Month-to-month Yes
## 2562 No Two year Yes
## 2563 Yes Two year No
## 2564 Yes Month-to-month No
## 2565 Yes One year Yes
## 2566 No internet service Two year Yes
## 2567 Yes Two year No
## 2568 No Month-to-month Yes
## 2569 No internet service Two year No
## 2570 No internet service Two year No
## 2571 Yes Month-to-month Yes
## 2572 Yes Two year Yes
## 2573 No internet service Two year No
## 2574 Yes Month-to-month Yes
## 2575 Yes Month-to-month Yes
## 2576 No internet service Month-to-month No
## 2577 Yes Month-to-month Yes
## 2578 Yes Month-to-month Yes
## 2579 Yes Month-to-month Yes
## 2580 No internet service Two year No
## 2581 Yes Month-to-month Yes
## 2582 No internet service Month-to-month No
## 2583 Yes Month-to-month Yes
## 2584 No Two year No
## 2585 No Month-to-month Yes
## 2586 No internet service Two year No
## 2587 No internet service Month-to-month No
## 2588 No internet service One year No
## 2589 No Month-to-month No
## 2590 No Month-to-month Yes
## 2591 Yes Month-to-month No
## 2592 Yes Month-to-month Yes
## 2593 No internet service Month-to-month No
## 2594 No internet service Two year No
## 2595 Yes Two year Yes
## 2596 Yes Two year Yes
## 2597 No One year Yes
## 2598 Yes One year Yes
## 2599 No Month-to-month Yes
## 2600 Yes Two year Yes
## 2601 No Month-to-month No
## 2602 Yes Two year Yes
## 2603 Yes One year Yes
## 2604 Yes Two year Yes
## 2605 Yes Month-to-month No
## 2606 No internet service Two year Yes
## 2607 Yes Month-to-month No
## 2608 No Month-to-month Yes
## 2609 No Month-to-month Yes
## 2610 Yes Month-to-month Yes
## 2611 No Month-to-month No
## 2612 No Month-to-month Yes
## 2613 Yes Month-to-month No
## 2614 No Month-to-month Yes
## 2615 Yes One year Yes
## 2616 Yes Two year Yes
## 2617 No Month-to-month Yes
## 2618 No internet service Month-to-month Yes
## 2619 No internet service One year No
## 2620 Yes Month-to-month Yes
## 2621 No Month-to-month Yes
## 2622 Yes Two year Yes
## 2623 No One year Yes
## 2624 No Month-to-month No
## 2625 No Month-to-month Yes
## 2626 No Month-to-month Yes
## 2627 Yes One year No
## 2628 No internet service Two year No
## 2629 No Month-to-month Yes
## 2630 No Month-to-month No
## 2631 No Two year Yes
## 2632 Yes Month-to-month Yes
## 2633 Yes Two year Yes
## 2634 No One year Yes
## 2635 No Month-to-month Yes
## 2636 No internet service Two year No
## 2637 Yes Two year Yes
## 2638 No Two year No
## 2639 Yes One year Yes
## 2640 No Month-to-month Yes
## 2641 Yes Month-to-month Yes
## 2642 No Month-to-month No
## 2643 Yes Month-to-month Yes
## 2644 Yes Month-to-month Yes
## 2645 No Month-to-month Yes
## 2646 No internet service Month-to-month No
## 2647 Yes Two year Yes
## 2648 No internet service Month-to-month Yes
## 2649 No Month-to-month Yes
## 2650 No internet service Two year No
## 2651 No Month-to-month Yes
## 2652 Yes Month-to-month Yes
## 2653 Yes Month-to-month No
## 2654 Yes Two year No
## 2655 Yes Month-to-month Yes
## 2656 No Month-to-month No
## 2657 Yes One year No
## 2658 Yes Month-to-month Yes
## 2659 No internet service Two year No
## 2660 Yes Two year No
## 2661 No Month-to-month Yes
## 2662 No Two year Yes
## 2663 Yes Month-to-month Yes
## 2664 Yes One year Yes
## 2665 No One year Yes
## 2666 Yes One year Yes
## 2667 Yes Two year Yes
## 2668 Yes Two year No
## 2669 No internet service Month-to-month No
## 2670 Yes Month-to-month Yes
## 2671 No One year Yes
## 2672 Yes Month-to-month No
## 2673 No internet service One year No
## 2674 Yes Month-to-month Yes
## 2675 No internet service Month-to-month No
## 2676 No internet service Two year No
## 2677 No internet service One year No
## 2678 No Month-to-month Yes
## 2679 No internet service One year No
## 2680 No Month-to-month Yes
## 2681 Yes Two year No
## 2682 No Two year No
## 2683 No Month-to-month No
## 2684 No Month-to-month Yes
## 2685 Yes One year Yes
## 2686 No Two year No
## 2687 No Month-to-month Yes
## 2688 Yes Month-to-month No
## 2689 No Month-to-month Yes
## 2690 Yes Two year Yes
## 2691 No Month-to-month Yes
## 2692 Yes One year Yes
## 2693 No Month-to-month Yes
## 2694 No internet service Two year No
## 2695 No internet service Month-to-month No
## 2696 Yes One year Yes
## 2697 No Two year No
## 2698 Yes Two year No
## 2699 No internet service Month-to-month No
## 2700 No Month-to-month Yes
## 2701 No Month-to-month No
## 2702 No internet service One year No
## 2703 No Month-to-month No
## 2704 No Month-to-month Yes
## 2705 Yes One year No
## 2706 No internet service Two year No
## 2707 No Month-to-month No
## 2708 Yes Month-to-month Yes
## 2709 Yes Month-to-month Yes
## 2710 Yes Month-to-month Yes
## 2711 No internet service One year No
## 2712 Yes One year Yes
## 2713 No Month-to-month No
## 2714 No internet service Month-to-month Yes
## 2715 Yes Two year Yes
## 2716 No internet service Month-to-month Yes
## 2717 No Month-to-month No
## 2718 Yes Two year No
## 2719 No Two year Yes
## 2720 Yes Two year Yes
## 2721 No Month-to-month No
## 2722 Yes Month-to-month Yes
## 2723 No internet service Two year No
## 2724 No internet service Month-to-month No
## 2725 No internet service One year No
## 2726 No Month-to-month No
## 2727 No internet service Two year No
## 2728 Yes Month-to-month Yes
## 2729 Yes One year No
## 2730 Yes Month-to-month Yes
## 2731 Yes One year Yes
## 2732 Yes Month-to-month No
## 2733 No internet service Month-to-month No
## 2734 No Month-to-month Yes
## 2735 No internet service Month-to-month No
## 2736 No Month-to-month Yes
## 2737 Yes Month-to-month No
## 2738 Yes One year Yes
## 2739 Yes Two year No
## 2740 Yes One year No
## 2741 No Month-to-month No
## 2742 Yes Month-to-month Yes
## 2743 No Two year No
## 2744 Yes Two year Yes
## 2745 Yes Two year Yes
## 2746 No Month-to-month Yes
## 2747 No internet service Two year No
## 2748 No internet service Month-to-month Yes
## 2749 Yes Month-to-month Yes
## 2750 Yes One year No
## 2751 No internet service One year Yes
## 2752 No Month-to-month Yes
## 2753 No Month-to-month No
## 2754 Yes Month-to-month No
## 2755 No Month-to-month No
## 2756 No internet service Month-to-month No
## 2757 No internet service Month-to-month No
## 2758 No One year No
## 2759 No internet service Month-to-month No
## 2760 No internet service Month-to-month No
## 2761 No internet service One year Yes
## 2762 Yes Month-to-month Yes
## 2763 Yes Two year No
## 2764 No Month-to-month No
## 2765 No Month-to-month No
## 2766 No Month-to-month Yes
## 2767 Yes One year Yes
## 2768 No Month-to-month Yes
## 2769 No internet service One year No
## 2770 No internet service Month-to-month No
## 2771 Yes Month-to-month Yes
## 2772 Yes Month-to-month Yes
## 2773 No Two year No
## 2774 No Month-to-month No
## 2775 No Month-to-month No
## 2776 No One year Yes
## 2777 No Month-to-month Yes
## 2778 No internet service Month-to-month No
## 2779 No One year Yes
## 2780 No Month-to-month Yes
## 2781 No One year No
## 2782 Yes Month-to-month Yes
## 2783 Yes Two year Yes
## 2784 Yes Month-to-month Yes
## 2785 Yes Month-to-month Yes
## 2786 Yes Two year No
## 2787 No One year No
## 2788 No internet service Two year No
## 2789 No One year Yes
## 2790 No Month-to-month Yes
## 2791 Yes Two year Yes
## 2792 Yes Two year Yes
## 2793 No Month-to-month No
## 2794 No Month-to-month Yes
## 2795 No Month-to-month No
## 2796 No Month-to-month Yes
## 2797 No Month-to-month Yes
## 2798 Yes Month-to-month Yes
## 2799 Yes Month-to-month Yes
## 2800 No internet service One year No
## 2801 No internet service Month-to-month No
## 2802 Yes One year Yes
## 2803 Yes Month-to-month Yes
## 2804 No internet service Two year Yes
## 2805 No One year No
## 2806 No Two year No
## 2807 Yes Two year Yes
## 2808 No internet service One year No
## 2809 Yes Month-to-month No
## 2810 No Month-to-month No
## 2811 Yes One year Yes
## 2812 No internet service Two year No
## 2813 Yes One year Yes
## 2814 No internet service Two year No
## 2815 No Two year No
## 2816 No Month-to-month Yes
## 2817 Yes Two year Yes
## 2818 No internet service Two year No
## 2819 Yes Month-to-month No
## 2820 No Month-to-month No
## 2821 No internet service One year No
## 2822 No Month-to-month Yes
## 2823 Yes Month-to-month No
## 2824 No internet service Two year Yes
## 2825 No internet service Two year No
## 2826 No internet service Month-to-month Yes
## 2827 No One year No
## 2828 No Month-to-month Yes
## 2829 No internet service Two year No
## 2830 No Month-to-month Yes
## 2831 No Two year No
## 2832 No Month-to-month Yes
## 2833 No One year No
## 2834 No Two year Yes
## 2835 No internet service One year No
## 2836 No One year Yes
## 2837 Yes Month-to-month No
## 2838 No internet service Month-to-month No
## 2839 No internet service Two year No
## 2840 No internet service Two year No
## 2841 No Month-to-month No
## 2842 No Month-to-month No
## 2843 Yes Month-to-month No
## 2844 No internet service Two year No
## 2845 Yes Month-to-month Yes
## 2846 Yes Month-to-month Yes
## 2847 Yes Month-to-month Yes
## 2848 No Month-to-month No
## 2849 No One year Yes
## 2850 No internet service Month-to-month No
## 2851 Yes Month-to-month Yes
## 2852 Yes Two year Yes
## 2853 Yes Two year Yes
## 2854 No One year Yes
## 2855 No One year Yes
## 2856 No internet service Two year No
## 2857 No Month-to-month Yes
## 2858 Yes Two year No
## 2859 No internet service Month-to-month Yes
## 2860 Yes Two year Yes
## 2861 Yes Month-to-month Yes
## 2862 Yes Month-to-month Yes
## 2863 No Month-to-month Yes
## 2864 No Month-to-month No
## 2865 No Month-to-month Yes
## 2866 Yes Two year No
## 2867 Yes Month-to-month Yes
## 2868 No internet service One year No
## 2869 No Month-to-month Yes
## 2870 Yes Month-to-month Yes
## 2871 Yes Two year No
## 2872 No Month-to-month Yes
## 2873 No internet service Two year No
## 2874 Yes Month-to-month Yes
## 2875 No internet service Two year No
## 2876 Yes Month-to-month Yes
## 2877 No internet service One year Yes
## 2878 Yes Month-to-month Yes
## 2879 No Month-to-month Yes
## 2880 Yes Month-to-month Yes
## 2881 Yes Month-to-month Yes
## 2882 Yes One year Yes
## 2883 Yes Month-to-month Yes
## 2884 No internet service Two year No
## 2885 Yes Two year Yes
## 2886 Yes Two year Yes
## 2887 Yes Month-to-month Yes
## 2888 No Month-to-month Yes
## 2889 No Month-to-month Yes
## 2890 No One year No
## 2891 No Month-to-month No
## 2892 Yes Month-to-month Yes
## 2893 No internet service Month-to-month No
## 2894 No Month-to-month No
## 2895 No One year Yes
## 2896 No internet service One year Yes
## 2897 No internet service One year Yes
## 2898 No internet service Two year No
## 2899 Yes Two year Yes
## 2900 No Two year No
## 2901 No Month-to-month Yes
## 2902 No Two year Yes
## 2903 No Month-to-month Yes
## 2904 No Month-to-month No
## 2905 No Month-to-month No
## 2906 No One year No
## 2907 No Month-to-month Yes
## 2908 Yes Month-to-month Yes
## 2909 Yes Month-to-month Yes
## 2910 No One year No
## 2911 No internet service Two year Yes
## 2912 No Month-to-month No
## 2913 Yes Month-to-month Yes
## 2914 Yes Two year No
## 2915 Yes One year Yes
## 2916 Yes Two year Yes
## 2917 Yes Month-to-month Yes
## 2918 No internet service Two year Yes
## 2919 Yes Month-to-month Yes
## 2920 Yes Two year No
## 2921 Yes Two year No
## 2922 Yes Month-to-month Yes
## 2923 Yes Month-to-month Yes
## 2924 No Month-to-month No
## 2925 No Month-to-month Yes
## 2926 Yes One year No
## 2927 Yes Two year Yes
## 2928 No Month-to-month Yes
## 2929 Yes Two year No
## 2930 No One year No
## 2931 No internet service Two year No
## 2932 Yes Month-to-month Yes
## 2933 Yes Two year Yes
## 2934 No internet service Two year Yes
## 2935 No internet service Month-to-month No
## 2936 Yes Two year Yes
## 2937 Yes Month-to-month Yes
## 2938 Yes One year Yes
## 2939 Yes One year No
## 2940 No Month-to-month Yes
## 2941 Yes Month-to-month Yes
## 2942 No Two year Yes
## 2943 No internet service Two year No
## 2944 No internet service Two year Yes
## 2945 No Month-to-month Yes
## 2946 No Month-to-month No
## 2947 No Month-to-month Yes
## 2948 No Month-to-month Yes
## 2949 Yes Month-to-month Yes
## 2950 No One year Yes
## 2951 No internet service Month-to-month Yes
## 2952 Yes One year Yes
## 2953 No internet service Month-to-month Yes
## 2954 Yes Month-to-month Yes
## 2955 No Month-to-month No
## 2956 Yes Month-to-month Yes
## 2957 Yes Month-to-month Yes
## 2958 No Month-to-month Yes
## 2959 No internet service Month-to-month No
## 2960 No Month-to-month No
## 2961 Yes Month-to-month Yes
## 2962 No Month-to-month Yes
## 2963 No Month-to-month Yes
## 2964 No internet service One year Yes
## 2965 No One year Yes
## 2966 No Month-to-month No
## 2967 Yes Month-to-month Yes
## 2968 Yes Two year No
## 2969 Yes Month-to-month No
## 2970 Yes Two year No
## 2971 No Month-to-month Yes
## 2972 Yes Two year No
## 2973 Yes Two year Yes
## 2974 Yes Month-to-month Yes
## 2975 Yes Month-to-month Yes
## 2976 Yes Month-to-month No
## 2977 No internet service Month-to-month Yes
## 2978 No internet service Month-to-month Yes
## 2979 No Month-to-month Yes
## 2980 No One year Yes
## 2981 No internet service Two year No
## 2982 No internet service Two year No
## 2983 No internet service One year Yes
## 2984 Yes Two year No
## 2985 No internet service One year No
## 2986 Yes Two year Yes
## 2987 No Two year Yes
## 2988 No internet service Two year No
## 2989 Yes Two year Yes
## 2990 No internet service Month-to-month Yes
## 2991 Yes Month-to-month Yes
## 2992 No Month-to-month No
## 2993 No Month-to-month No
## 2994 No internet service One year No
## 2995 No Two year Yes
## 2996 No Month-to-month No
## 2997 No Month-to-month Yes
## 2998 No Month-to-month Yes
## 2999 No Month-to-month Yes
## 3000 No internet service Month-to-month No
## 3001 No Month-to-month Yes
## 3002 No internet service Month-to-month No
## 3003 Yes One year No
## 3004 No Month-to-month Yes
## 3005 Yes Month-to-month No
## 3006 No internet service Month-to-month Yes
## 3007 No Month-to-month Yes
## 3008 No Month-to-month Yes
## 3009 No internet service One year No
## 3010 No internet service Month-to-month Yes
## 3011 No Month-to-month Yes
## 3012 No internet service Two year No
## 3013 No Two year Yes
## 3014 Yes One year Yes
## 3015 No Month-to-month Yes
## 3016 Yes Two year Yes
## 3017 Yes Month-to-month Yes
## 3018 No One year Yes
## 3019 No internet service Two year No
## 3020 No Month-to-month No
## 3021 No One year No
## 3022 No internet service Month-to-month No
## 3023 No internet service Month-to-month No
## 3024 Yes Two year No
## 3025 No internet service Month-to-month No
## 3026 No internet service Two year No
## 3027 No Month-to-month Yes
## 3028 No internet service Month-to-month Yes
## 3029 No Month-to-month Yes
## 3030 No One year Yes
## 3031 No Month-to-month Yes
## 3032 No Month-to-month Yes
## 3033 No internet service Two year No
## 3034 Yes Two year Yes
## 3035 No Month-to-month No
## 3036 No Month-to-month Yes
## 3037 No One year Yes
## 3038 No internet service One year No
## 3039 Yes One year Yes
## 3040 Yes Two year Yes
## 3041 Yes Two year Yes
## 3042 No Month-to-month Yes
## 3043 No Month-to-month No
## 3044 No Month-to-month Yes
## 3045 No Month-to-month Yes
## 3046 Yes One year Yes
## 3047 Yes One year Yes
## 3048 Yes Month-to-month No
## 3049 No Month-to-month No
## 3050 No internet service Month-to-month No
## 3051 Yes Month-to-month Yes
## 3052 Yes Two year No
## 3053 No Month-to-month Yes
## 3054 Yes Two year Yes
## 3055 Yes One year Yes
## 3056 No Month-to-month No
## 3057 No Two year Yes
## 3058 No internet service One year No
## 3059 No One year Yes
## 3060 No internet service Two year Yes
## 3061 No One year Yes
## 3062 Yes Month-to-month Yes
## 3063 No Month-to-month No
## 3064 Yes Month-to-month Yes
## 3065 No Month-to-month Yes
## 3066 No Month-to-month Yes
## 3067 No Month-to-month Yes
## 3068 Yes Month-to-month Yes
## 3069 Yes One year Yes
## 3070 No internet service Month-to-month Yes
## 3071 Yes Month-to-month No
## 3072 Yes Two year Yes
## 3073 Yes One year Yes
## 3074 Yes Two year Yes
## 3075 No Month-to-month Yes
## 3076 Yes One year Yes
## 3077 No Month-to-month No
## 3078 No Two year No
## 3079 No Month-to-month Yes
## 3080 Yes Month-to-month Yes
## 3081 No Month-to-month No
## 3082 No Month-to-month No
## 3083 No One year No
## 3084 No internet service One year No
## 3085 No internet service One year Yes
## 3086 Yes Month-to-month Yes
## 3087 Yes Month-to-month Yes
## 3088 No Month-to-month Yes
## 3089 Yes Two year No
## 3090 Yes Two year Yes
## 3091 No Month-to-month Yes
## 3092 No internet service One year No
## 3093 No Month-to-month Yes
## 3094 No One year Yes
## 3095 No One year Yes
## 3096 Yes Month-to-month No
## 3097 Yes Two year Yes
## 3098 No internet service Month-to-month No
## 3099 No Month-to-month Yes
## 3100 No internet service One year No
## 3101 No Month-to-month Yes
## 3102 No Month-to-month Yes
## 3103 No Month-to-month No
## 3104 No internet service Month-to-month Yes
## 3105 No Month-to-month Yes
## 3106 No Month-to-month No
## 3107 No internet service Two year No
## 3108 Yes Two year Yes
## 3109 Yes One year Yes
## 3110 No internet service Two year Yes
## 3111 No internet service Month-to-month No
## 3112 Yes Two year Yes
## 3113 Yes Two year Yes
## 3114 Yes Month-to-month Yes
## 3115 Yes Month-to-month No
## 3116 No Month-to-month Yes
## 3117 Yes One year No
## 3118 Yes One year Yes
## 3119 No internet service One year No
## 3120 No Month-to-month Yes
## 3121 No internet service Two year Yes
## 3122 No Month-to-month No
## 3123 No internet service One year No
## 3124 No Month-to-month Yes
## 3125 Yes Two year No
## 3126 No internet service Month-to-month No
## 3127 No Month-to-month No
## 3128 No Month-to-month Yes
## 3129 No internet service Month-to-month No
## 3130 No One year Yes
## 3131 Yes One year No
## 3132 Yes Two year No
## 3133 No Month-to-month Yes
## 3134 Yes One year Yes
## 3135 No internet service Month-to-month No
## 3136 Yes Month-to-month Yes
## 3137 No Month-to-month Yes
## 3138 Yes One year Yes
## 3139 No Month-to-month Yes
## 3140 No Month-to-month No
## 3141 No Month-to-month No
## 3142 Yes Month-to-month Yes
## 3143 No internet service Month-to-month No
## 3144 No Month-to-month Yes
## 3145 No internet service Month-to-month No
## 3146 No Month-to-month Yes
## 3147 Yes Month-to-month Yes
## 3148 Yes Month-to-month No
## 3149 No Month-to-month No
## 3150 Yes Month-to-month No
## 3151 No Month-to-month Yes
## 3152 No Month-to-month No
## 3153 Yes One year Yes
## 3154 No Month-to-month No
## 3155 No Month-to-month No
## 3156 No internet service One year No
## 3157 No internet service Month-to-month No
## 3158 No Month-to-month No
## 3159 No Month-to-month Yes
## 3160 Yes Month-to-month Yes
## 3161 No Two year No
## 3162 No internet service One year No
## 3163 Yes Month-to-month No
## 3164 Yes Month-to-month No
## 3165 Yes Month-to-month Yes
## 3166 No internet service One year No
## 3167 No Month-to-month No
## 3168 Yes Two year Yes
## 3169 No internet service One year Yes
## 3170 No One year Yes
## 3171 Yes One year No
## 3172 No internet service Two year Yes
## 3173 Yes Month-to-month Yes
## 3174 No internet service One year No
## 3175 Yes One year Yes
## 3176 Yes Month-to-month No
## 3177 No internet service Two year No
## 3178 No Two year No
## 3179 No Month-to-month No
## 3180 No internet service Two year Yes
## 3181 No internet service Month-to-month No
## 3182 Yes Two year Yes
## 3183 Yes Two year Yes
## 3184 No Month-to-month Yes
## 3185 Yes Two year Yes
## 3186 No Month-to-month No
## 3187 No internet service Two year No
## 3188 No Month-to-month Yes
## 3189 No Month-to-month Yes
## 3190 No internet service Month-to-month No
## 3191 Yes Two year No
## 3192 No Month-to-month Yes
## 3193 No internet service Two year Yes
## 3194 No internet service Two year No
## 3195 Yes Month-to-month No
## 3196 No Month-to-month No
## 3197 No internet service One year No
## 3198 Yes One year Yes
## 3199 Yes One year Yes
## 3200 No internet service Two year No
## 3201 Yes Month-to-month Yes
## 3202 Yes Two year Yes
## 3203 Yes Month-to-month Yes
## 3204 Yes Two year No
## 3205 No internet service One year Yes
## 3206 Yes Two year Yes
## 3207 No internet service Month-to-month No
## 3208 No internet service Month-to-month Yes
## 3209 Yes One year Yes
## 3210 Yes Month-to-month Yes
## 3211 No One year No
## 3212 No internet service One year No
## 3213 No Month-to-month Yes
## 3214 No One year No
## 3215 No One year Yes
## 3216 No Month-to-month Yes
## 3217 No Month-to-month No
## 3218 No internet service Month-to-month Yes
## 3219 No One year No
## 3220 No internet service Two year No
## 3221 Yes Two year No
## 3222 No Month-to-month Yes
## 3223 No Month-to-month No
## 3224 No Month-to-month No
## 3225 Yes Month-to-month Yes
## 3226 Yes Month-to-month Yes
## 3227 No internet service Month-to-month No
## 3228 No Month-to-month Yes
## 3229 Yes One year Yes
## 3230 Yes Month-to-month Yes
## 3231 No internet service Two year No
## 3232 Yes Month-to-month No
## 3233 No One year No
## 3234 No Month-to-month Yes
## 3235 No internet service Two year No
## 3236 No One year No
## 3237 No Month-to-month No
## 3238 No internet service Two year Yes
## 3239 No internet service Two year No
## 3240 No Month-to-month Yes
## 3241 Yes One year No
## 3242 No internet service Month-to-month No
## 3243 No internet service Two year No
## 3244 Yes Month-to-month Yes
## 3245 No Month-to-month Yes
## 3246 No Month-to-month No
## 3247 No Month-to-month No
## 3248 Yes Two year Yes
## 3249 Yes Month-to-month Yes
## 3250 No Month-to-month Yes
## 3251 No internet service One year Yes
## 3252 Yes Month-to-month Yes
## 3253 No One year Yes
## 3254 Yes Month-to-month Yes
## 3255 Yes Month-to-month Yes
## 3256 Yes One year Yes
## 3257 Yes One year No
## 3258 Yes Month-to-month Yes
## 3259 No Month-to-month Yes
## 3260 No Month-to-month No
## 3261 No Month-to-month Yes
## 3262 Yes Two year Yes
## 3263 No Month-to-month No
## 3264 No Month-to-month No
## 3265 No Month-to-month Yes
## 3266 No Month-to-month Yes
## 3267 No internet service Two year No
## 3268 No internet service One year No
## 3269 Yes One year No
## 3270 No internet service One year No
## 3271 Yes Month-to-month Yes
## 3272 Yes Month-to-month Yes
## 3273 No Month-to-month Yes
## 3274 No Month-to-month No
## 3275 Yes Month-to-month Yes
## 3276 No internet service Two year No
## 3277 Yes Month-to-month Yes
## 3278 No internet service One year No
## 3279 Yes Two year Yes
## 3280 No One year No
## 3281 No Two year No
## 3282 Yes Two year Yes
## 3283 Yes One year No
## 3284 No internet service One year Yes
## 3285 No Month-to-month Yes
## 3286 Yes Two year Yes
## 3287 Yes Month-to-month Yes
## 3288 Yes One year Yes
## 3289 No internet service Two year No
## 3290 No Month-to-month Yes
## 3291 No Month-to-month No
## 3292 No Month-to-month No
## 3293 Yes Month-to-month Yes
## 3294 Yes Month-to-month Yes
## 3295 No Month-to-month Yes
## 3296 No Two year No
## 3297 No Month-to-month Yes
## 3298 Yes Two year No
## 3299 No internet service Month-to-month No
## 3300 Yes One year Yes
## 3301 No internet service One year No
## 3302 No Month-to-month Yes
## 3303 Yes One year Yes
## 3304 No Month-to-month No
## 3305 Yes Two year Yes
## 3306 Yes Month-to-month No
## 3307 No Month-to-month Yes
## 3308 Yes Two year No
## 3309 No internet service Two year No
## 3310 No internet service One year No
## 3311 No Month-to-month No
## 3312 No Month-to-month Yes
## 3313 No internet service Month-to-month No
## 3314 No internet service Month-to-month No
## 3315 No One year No
## 3316 Yes One year Yes
## 3317 No One year No
## 3318 No One year No
## 3319 No Month-to-month No
## 3320 Yes Month-to-month Yes
## 3321 Yes Month-to-month Yes
## 3322 No internet service Two year No
## 3323 Yes Month-to-month Yes
## 3324 No internet service Month-to-month No
## 3325 No Month-to-month No
## 3326 Yes Month-to-month Yes
## 3327 No One year Yes
## 3328 Yes One year No
## 3329 No Month-to-month Yes
## 3330 No Month-to-month Yes
## 3331 Yes Month-to-month Yes
## 3332 No internet service Two year No
## 3333 No Month-to-month No
## 3334 No internet service Two year No
## 3335 Yes Month-to-month Yes
## 3336 No internet service Month-to-month No
## 3337 No internet service Two year No
## 3338 No Month-to-month Yes
## 3339 Yes Month-to-month Yes
## 3340 Yes Two year No
## 3341 No Month-to-month Yes
## 3342 No Month-to-month No
## 3343 Yes One year No
## 3344 No internet service One year No
## 3345 No Month-to-month Yes
## 3346 Yes One year Yes
## 3347 Yes Month-to-month Yes
## 3348 No internet service Two year No
## 3349 Yes One year Yes
## 3350 Yes Month-to-month Yes
## 3351 No Month-to-month Yes
## 3352 No Month-to-month Yes
## 3353 Yes Month-to-month Yes
## 3354 Yes Month-to-month Yes
## 3355 Yes One year No
## 3356 No Two year No
## 3357 No Month-to-month No
## 3358 Yes Month-to-month No
## 3359 No Month-to-month No
## 3360 No internet service Month-to-month Yes
## 3361 No Month-to-month Yes
## 3362 Yes Month-to-month No
## 3363 No Month-to-month Yes
## 3364 Yes Two year Yes
## 3365 Yes Month-to-month Yes
## 3366 No internet service Two year No
## 3367 Yes One year Yes
## 3368 Yes Two year Yes
## 3369 Yes One year Yes
## 3370 No Month-to-month Yes
## 3371 Yes Month-to-month Yes
## 3372 No internet service Month-to-month Yes
## 3373 Yes Month-to-month Yes
## 3374 No Month-to-month Yes
## 3375 No Month-to-month No
## 3376 No internet service Two year No
## 3377 No internet service Month-to-month Yes
## 3378 No internet service Two year No
## 3379 Yes Two year No
## 3380 No internet service Month-to-month No
## 3381 Yes Month-to-month Yes
## 3382 Yes One year Yes
## 3383 No internet service Two year No
## 3384 No Month-to-month Yes
## 3385 No Month-to-month Yes
## 3386 Yes Month-to-month Yes
## 3387 Yes One year Yes
## 3388 No internet service Month-to-month No
## 3389 No Month-to-month Yes
## 3390 No Month-to-month Yes
## 3391 No internet service One year No
## 3392 No internet service Month-to-month No
## 3393 No One year Yes
## 3394 Yes Two year Yes
## 3395 No One year No
## 3396 No Month-to-month No
## 3397 Yes One year No
## 3398 Yes Two year Yes
## 3399 Yes One year Yes
## 3400 Yes Two year Yes
## 3401 No Month-to-month No
## 3402 No internet service Two year Yes
## 3403 Yes Month-to-month Yes
## 3404 No internet service Month-to-month No
## 3405 No One year No
## 3406 No Month-to-month Yes
## 3407 No internet service One year No
## 3408 No internet service Two year Yes
## 3409 No Month-to-month No
## 3410 Yes Two year Yes
## 3411 No Month-to-month No
## 3412 Yes Month-to-month Yes
## 3413 No Two year No
## 3414 Yes Month-to-month Yes
## 3415 No Two year No
## 3416 No One year Yes
## 3417 Yes Month-to-month Yes
## 3418 No Month-to-month No
## 3419 Yes Month-to-month No
## 3420 No Two year Yes
## 3421 No Month-to-month Yes
## 3422 No Two year Yes
## 3423 Yes Two year Yes
## 3424 No Month-to-month No
## 3425 Yes Month-to-month Yes
## 3426 No One year Yes
## 3427 No Month-to-month Yes
## 3428 Yes Month-to-month Yes
## 3429 No Month-to-month Yes
## 3430 No internet service One year No
## 3431 Yes One year No
## 3432 Yes Month-to-month Yes
## 3433 Yes Two year Yes
## 3434 Yes One year Yes
## 3435 No One year Yes
## 3436 No Month-to-month Yes
## 3437 No internet service One year Yes
## 3438 No One year Yes
## 3439 Yes Month-to-month Yes
## 3440 Yes Two year Yes
## 3441 Yes Two year Yes
## 3442 No One year Yes
## 3443 Yes Month-to-month Yes
## 3444 No One year Yes
## 3445 No One year No
## 3446 Yes One year Yes
## 3447 Yes One year Yes
## 3448 No One year No
## 3449 Yes Month-to-month No
## 3450 No One year Yes
## 3451 Yes One year Yes
## 3452 No One year Yes
## 3453 No Month-to-month Yes
## 3454 Yes One year Yes
## 3455 No Month-to-month Yes
## 3456 Yes Month-to-month Yes
## 3457 Yes Two year Yes
## 3458 No internet service Month-to-month Yes
## 3459 Yes Month-to-month Yes
## 3460 No internet service Two year Yes
## 3461 Yes Month-to-month Yes
## 3462 No Month-to-month No
## 3463 Yes Month-to-month Yes
## 3464 No Month-to-month Yes
## 3465 Yes Month-to-month Yes
## 3466 No Month-to-month Yes
## 3467 No internet service Two year Yes
## 3468 Yes Month-to-month Yes
## 3469 No internet service Month-to-month No
## 3470 Yes Month-to-month Yes
## 3471 No Month-to-month Yes
## 3472 No internet service One year No
## 3473 Yes Month-to-month No
## 3474 Yes Month-to-month Yes
## 3475 No Month-to-month Yes
## 3476 No internet service One year No
## 3477 Yes One year Yes
## 3478 No Month-to-month Yes
## 3479 Yes One year Yes
## 3480 No Month-to-month Yes
## 3481 No internet service Two year No
## 3482 No Month-to-month No
## 3483 No Month-to-month Yes
## 3484 No Month-to-month No
## 3485 Yes Month-to-month Yes
## 3486 No Month-to-month Yes
## 3487 No One year No
## 3488 No internet service Two year No
## 3489 Yes Month-to-month No
## 3490 Yes One year Yes
## 3491 No Month-to-month Yes
## 3492 No One year Yes
## 3493 No Month-to-month No
## 3494 No Month-to-month Yes
## 3495 No Month-to-month Yes
## 3496 No Month-to-month Yes
## 3497 No Month-to-month No
## 3498 No Month-to-month Yes
## 3499 No Month-to-month Yes
## 3500 No internet service Month-to-month No
## 3501 Yes One year Yes
## 3502 No Two year Yes
## 3503 Yes One year Yes
## 3504 Yes One year Yes
## 3505 No internet service Two year No
## 3506 No Month-to-month Yes
## 3507 No Month-to-month Yes
## 3508 No internet service Month-to-month No
## 3509 Yes Two year Yes
## 3510 No Month-to-month Yes
## 3511 No Month-to-month Yes
## 3512 No internet service Two year No
## 3513 No internet service One year No
## 3514 No internet service Month-to-month No
## 3515 Yes Two year Yes
## 3516 No Month-to-month Yes
## 3517 No Month-to-month Yes
## 3518 Yes One year Yes
## 3519 No internet service Month-to-month No
## 3520 No Month-to-month Yes
## 3521 No internet service Month-to-month No
## 3522 No One year No
## 3523 No internet service One year No
## 3524 Yes Two year No
## 3525 Yes Month-to-month Yes
## 3526 No Month-to-month Yes
## 3527 No Month-to-month No
## 3528 No Month-to-month Yes
## 3529 No internet service Month-to-month Yes
## 3530 No Month-to-month Yes
## 3531 No Month-to-month Yes
## 3532 No internet service One year No
## 3533 Yes Month-to-month Yes
## 3534 No internet service One year Yes
## 3535 Yes One year Yes
## 3536 Yes Two year Yes
## 3537 No Month-to-month Yes
## 3538 No One year No
## 3539 No Two year No
## 3540 No Month-to-month Yes
## 3541 Yes Two year Yes
## 3542 No Month-to-month No
## 3543 Yes One year Yes
## 3544 Yes Two year No
## 3545 No Month-to-month No
## 3546 Yes Month-to-month Yes
## 3547 Yes Two year No
## 3548 Yes Two year No
## 3549 Yes One year No
## 3550 No Two year Yes
## 3551 Yes Month-to-month Yes
## 3552 Yes Month-to-month Yes
## 3553 Yes Two year Yes
## 3554 No internet service Two year No
## 3555 No Month-to-month Yes
## 3556 No Month-to-month Yes
## 3557 No internet service One year No
## 3558 Yes Month-to-month Yes
## 3559 Yes One year No
## 3560 No internet service Two year No
## 3561 No Month-to-month No
## 3562 No Month-to-month Yes
## 3563 Yes Month-to-month Yes
## 3564 Yes Month-to-month Yes
## 3565 Yes One year No
## 3566 No Month-to-month Yes
## 3567 Yes One year Yes
## 3568 Yes Month-to-month Yes
## 3569 Yes Month-to-month Yes
## 3570 No internet service One year No
## 3571 No internet service Two year No
## 3572 Yes Month-to-month Yes
## 3573 Yes Month-to-month Yes
## 3574 No internet service Month-to-month Yes
## 3575 No internet service Month-to-month Yes
## 3576 Yes Month-to-month Yes
## 3577 No internet service One year Yes
## 3578 Yes One year Yes
## 3579 No Month-to-month No
## 3580 No Month-to-month Yes
## 3581 Yes Month-to-month Yes
## 3582 No Two year No
## 3583 No Month-to-month Yes
## 3584 Yes One year No
## 3585 No Month-to-month Yes
## 3586 No One year No
## 3587 No Month-to-month No
## 3588 Yes Month-to-month Yes
## 3589 Yes Month-to-month Yes
## 3590 Yes Month-to-month No
## 3591 No internet service One year Yes
## 3592 No Month-to-month Yes
## 3593 No Month-to-month Yes
## 3594 No Month-to-month Yes
## 3595 Yes Month-to-month No
## 3596 No Month-to-month Yes
## 3597 No Month-to-month No
## 3598 Yes Month-to-month Yes
## 3599 No Month-to-month No
## 3600 No Month-to-month No
## 3601 No Month-to-month Yes
## 3602 No internet service Month-to-month No
## 3603 No Month-to-month Yes
## 3604 No Month-to-month No
## 3605 No internet service Month-to-month No
## 3606 No Month-to-month Yes
## 3607 Yes One year Yes
## 3608 No One year No
## 3609 No Month-to-month No
## 3610 Yes One year Yes
## 3611 Yes Month-to-month Yes
## 3612 Yes Two year Yes
## 3613 No Month-to-month Yes
## 3614 Yes One year Yes
## 3615 Yes Two year No
## 3616 Yes Month-to-month No
## 3617 Yes One year No
## 3618 Yes Month-to-month Yes
## 3619 No Month-to-month No
## 3620 Yes Two year No
## 3621 No Month-to-month Yes
## 3622 No Month-to-month Yes
## 3623 Yes Two year No
## 3624 No Month-to-month Yes
## 3625 Yes Month-to-month Yes
## 3626 No internet service Two year No
## 3627 No Month-to-month Yes
## 3628 No internet service One year No
## 3629 No Month-to-month Yes
## 3630 No internet service Two year Yes
## 3631 No internet service Month-to-month No
## 3632 No Month-to-month Yes
## 3633 No Month-to-month Yes
## 3634 No Month-to-month Yes
## 3635 Yes Two year No
## 3636 No internet service Two year No
## 3637 No internet service Month-to-month No
## 3638 No internet service Month-to-month No
## 3639 No Month-to-month No
## 3640 Yes One year Yes
## 3641 Yes Month-to-month Yes
## 3642 Yes Two year Yes
## 3643 Yes Month-to-month Yes
## 3644 No internet service One year No
## 3645 No internet service Two year No
## 3646 No internet service Month-to-month No
## 3647 No One year No
## 3648 No Month-to-month Yes
## 3649 Yes One year Yes
## 3650 No internet service Two year No
## 3651 No internet service Two year Yes
## 3652 No internet service Two year Yes
## 3653 No Month-to-month No
## 3654 Yes Two year Yes
## 3655 Yes Month-to-month No
## 3656 No internet service Month-to-month No
## 3657 No Two year No
## 3658 No internet service Two year Yes
## 3659 No Month-to-month No
## 3660 Yes One year No
## 3661 No One year Yes
## 3662 Yes One year No
## 3663 No Month-to-month No
## 3664 Yes Month-to-month Yes
## 3665 No Month-to-month Yes
## 3666 No Two year Yes
## 3667 No Month-to-month Yes
## 3668 Yes Two year Yes
## 3669 No One year Yes
## 3670 Yes Month-to-month Yes
## 3671 No internet service Month-to-month No
## 3672 No Month-to-month Yes
## 3673 Yes One year Yes
## 3674 Yes Month-to-month Yes
## 3675 No Month-to-month No
## 3676 No internet service Month-to-month No
## 3677 No One year No
## 3678 No Month-to-month No
## 3679 Yes Month-to-month No
## 3680 No internet service Month-to-month Yes
## 3681 No Month-to-month No
## 3682 Yes Month-to-month Yes
## 3683 No Month-to-month Yes
## 3684 No Two year No
## 3685 No Month-to-month Yes
## 3686 No One year Yes
## 3687 No Month-to-month Yes
## 3688 Yes One year No
## 3689 Yes Month-to-month No
## 3690 No Month-to-month Yes
## 3691 Yes Month-to-month Yes
## 3692 No One year No
## 3693 No Month-to-month Yes
## 3694 No One year No
## 3695 Yes Two year Yes
## 3696 Yes Month-to-month Yes
## 3697 No Month-to-month Yes
## 3698 No Month-to-month No
## 3699 No Month-to-month Yes
## 3700 Yes One year No
## 3701 No internet service Month-to-month Yes
## 3702 No internet service Two year No
## 3703 No Month-to-month Yes
## 3704 No internet service One year No
## 3705 No One year Yes
## 3706 No Two year No
## 3707 No Month-to-month Yes
## 3708 No internet service Two year No
## 3709 No internet service Two year No
## 3710 No Month-to-month No
## 3711 No internet service One year No
## 3712 Yes One year Yes
## 3713 No One year No
## 3714 Yes Month-to-month Yes
## 3715 No Two year Yes
## 3716 Yes Month-to-month Yes
## 3717 Yes Month-to-month Yes
## 3718 No Month-to-month No
## 3719 Yes Month-to-month Yes
## 3720 No internet service One year No
## 3721 No Month-to-month No
## 3722 No internet service Month-to-month No
## 3723 No One year No
## 3724 No internet service Month-to-month No
## 3725 No internet service One year No
## 3726 No Month-to-month Yes
## 3727 Yes Month-to-month Yes
## 3728 Yes Month-to-month Yes
## 3729 Yes One year Yes
## 3730 No internet service Two year Yes
## 3731 Yes Month-to-month Yes
## 3732 No Month-to-month Yes
## 3733 No Two year Yes
## 3734 No Two year No
## 3735 Yes Two year Yes
## 3736 No Month-to-month Yes
## 3737 No internet service One year Yes
## 3738 No Month-to-month Yes
## 3739 Yes Month-to-month No
## 3740 No internet service One year No
## 3741 No Month-to-month Yes
## 3742 Yes Two year Yes
## 3743 No Month-to-month Yes
## 3744 No Month-to-month No
## 3745 No One year No
## 3746 Yes Month-to-month Yes
## 3747 No Month-to-month Yes
## 3748 No Month-to-month Yes
## 3749 Yes Two year No
## 3750 Yes Month-to-month Yes
## 3751 Yes One year Yes
## 3752 Yes Month-to-month Yes
## 3753 No Two year Yes
## 3754 No Month-to-month No
## 3755 No internet service Month-to-month No
## 3756 No Month-to-month Yes
## 3757 No Month-to-month Yes
## 3758 Yes Two year No
## 3759 No Month-to-month No
## 3760 No Month-to-month Yes
## 3761 No Month-to-month Yes
## 3762 Yes Two year Yes
## 3763 No Month-to-month Yes
## 3764 No Month-to-month Yes
## 3765 No internet service One year No
## 3766 No internet service Month-to-month No
## 3767 No Month-to-month Yes
## 3768 Yes Two year Yes
## 3769 No Month-to-month Yes
## 3770 No internet service Month-to-month Yes
## 3771 No internet service Two year No
## 3772 No Month-to-month Yes
## 3773 Yes Month-to-month Yes
## 3774 No Month-to-month No
## 3775 Yes One year Yes
## 3776 Yes Month-to-month Yes
## 3777 No One year Yes
## 3778 No internet service Two year No
## 3779 No Month-to-month No
## 3780 No Two year No
## 3781 No Two year Yes
## 3782 No internet service One year No
## 3783 No Month-to-month Yes
## 3784 Yes Month-to-month Yes
## 3785 Yes Month-to-month Yes
## 3786 Yes Month-to-month Yes
## 3787 No Month-to-month Yes
## 3788 Yes Month-to-month Yes
## 3789 Yes Two year No
## 3790 No internet service Month-to-month No
## 3791 No internet service One year No
## 3792 No Month-to-month Yes
## 3793 Yes Month-to-month Yes
## 3794 No internet service Month-to-month No
## 3795 No Month-to-month Yes
## 3796 No Month-to-month Yes
## 3797 No Month-to-month Yes
## 3798 Yes One year Yes
## 3799 Yes Month-to-month Yes
## 3800 No Month-to-month No
## 3801 No Two year Yes
## 3802 No Month-to-month Yes
## 3803 No internet service Month-to-month No
## 3804 No Two year Yes
## 3805 No Month-to-month No
## 3806 No Month-to-month Yes
## 3807 No Month-to-month Yes
## 3808 Yes Month-to-month Yes
## 3809 No internet service Month-to-month No
## 3810 No internet service One year No
## 3811 No Month-to-month No
## 3812 No Month-to-month Yes
## 3813 No internet service One year Yes
## 3814 Yes Two year Yes
## 3815 Yes Two year Yes
## 3816 No Month-to-month Yes
## 3817 Yes Two year Yes
## 3818 No internet service Two year No
## 3819 Yes Two year Yes
## 3820 No One year Yes
## 3821 Yes Month-to-month Yes
## 3822 No Month-to-month Yes
## 3823 No Month-to-month Yes
## 3824 Yes Two year No
## 3825 Yes Month-to-month Yes
## 3826 No internet service Two year No
## 3827 No internet service Two year No
## 3828 No internet service One year No
## 3829 No internet service Two year No
## 3830 Yes Month-to-month Yes
## 3831 Yes Month-to-month Yes
## 3832 Yes One year Yes
## 3833 Yes One year Yes
## 3834 Yes Month-to-month No
## 3835 Yes One year Yes
## 3836 No internet service One year No
## 3837 No One year No
## 3838 Yes One year Yes
## 3839 Yes Month-to-month Yes
## 3840 No internet service Month-to-month No
## 3841 No internet service Two year No
## 3842 Yes Month-to-month Yes
## 3843 Yes Month-to-month No
## 3844 No Month-to-month No
## 3845 Yes One year Yes
## 3846 No Month-to-month Yes
## 3847 No Month-to-month Yes
## 3848 No internet service Month-to-month Yes
## 3849 No Month-to-month No
## 3850 Yes Two year Yes
## 3851 Yes Two year Yes
## 3852 No internet service Two year Yes
## 3853 No internet service Month-to-month Yes
## 3854 No Month-to-month No
## 3855 Yes Month-to-month Yes
## 3856 No Month-to-month No
## 3857 Yes Month-to-month Yes
## 3858 No internet service Month-to-month No
## 3859 Yes One year Yes
## 3860 No One year Yes
## 3861 No Month-to-month Yes
## 3862 Yes Two year Yes
## 3863 No internet service Two year No
## 3864 Yes Month-to-month Yes
## 3865 Yes Month-to-month Yes
## 3866 No internet service Month-to-month No
## 3867 No internet service Two year No
## 3868 Yes Two year Yes
## 3869 No Month-to-month Yes
## 3870 Yes One year Yes
## 3871 Yes One year Yes
## 3872 Yes Month-to-month Yes
## 3873 Yes Month-to-month No
## 3874 No Two year No
## 3875 No Month-to-month Yes
## 3876 Yes One year Yes
## 3877 Yes Month-to-month Yes
## 3878 Yes One year Yes
## 3879 Yes Two year Yes
## 3880 No Month-to-month No
## 3881 Yes One year Yes
## 3882 No Two year No
## 3883 No Month-to-month Yes
## 3884 No Month-to-month Yes
## 3885 No Month-to-month Yes
## 3886 No Month-to-month Yes
## 3887 Yes One year Yes
## 3888 No Month-to-month No
## 3889 Yes Month-to-month No
## 3890 No internet service One year No
## 3891 Yes One year Yes
## 3892 No One year No
## 3893 No internet service Month-to-month No
## 3894 No Month-to-month Yes
## 3895 Yes Two year No
## 3896 No internet service Two year No
## 3897 No internet service One year No
## 3898 Yes Two year Yes
## 3899 No internet service One year No
## 3900 Yes Month-to-month Yes
## 3901 No internet service One year No
## 3902 Yes Two year Yes
## 3903 No Month-to-month No
## 3904 No Month-to-month Yes
## 3905 No internet service Month-to-month No
## 3906 No Month-to-month No
## 3907 No Month-to-month No
## 3908 No Month-to-month No
## 3909 Yes Two year Yes
## 3910 No internet service Two year No
## 3911 Yes Month-to-month Yes
## 3912 No Month-to-month No
## 3913 Yes Two year No
## 3914 No internet service Two year No
## 3915 No internet service One year No
## 3916 No One year Yes
## 3917 No Month-to-month No
## 3918 No Month-to-month No
## 3919 Yes Month-to-month Yes
## 3920 Yes Month-to-month Yes
## 3921 No Two year Yes
## 3922 No Month-to-month No
## 3923 Yes Month-to-month Yes
## 3924 Yes Month-to-month Yes
## 3925 Yes One year Yes
## 3926 Yes One year No
## 3927 No Month-to-month No
## 3928 No internet service Month-to-month Yes
## 3929 Yes Month-to-month Yes
## 3930 No One year Yes
## 3931 Yes One year Yes
## 3932 Yes Month-to-month Yes
## 3933 No Month-to-month Yes
## 3934 No internet service Month-to-month No
## 3935 No One year No
## 3936 No internet service Two year No
## 3937 Yes Month-to-month Yes
## 3938 No internet service Month-to-month Yes
## 3939 No Month-to-month No
## 3940 Yes Month-to-month No
## 3941 No Month-to-month Yes
## 3942 No internet service Month-to-month Yes
## 3943 No Month-to-month Yes
## 3944 No Month-to-month No
## 3945 No internet service One year No
## 3946 No Month-to-month No
## 3947 Yes Month-to-month No
## 3948 No Month-to-month No
## 3949 Yes One year No
## 3950 No Month-to-month No
## 3951 Yes Month-to-month Yes
## 3952 No Two year No
## 3953 Yes Two year Yes
## 3954 No Month-to-month No
## 3955 Yes Month-to-month Yes
## 3956 Yes Month-to-month Yes
## 3957 Yes Month-to-month Yes
## 3958 Yes Two year No
## 3959 No Month-to-month Yes
## 3960 Yes One year Yes
## 3961 No Month-to-month No
## 3962 No Month-to-month Yes
## 3963 Yes Month-to-month Yes
## 3964 No internet service Two year No
## 3965 Yes Two year No
## 3966 Yes One year Yes
## 3967 Yes Two year Yes
## 3968 No internet service One year No
## 3969 No internet service Two year No
## 3970 No Month-to-month Yes
## 3971 Yes One year No
## 3972 No internet service Two year No
## 3973 No Month-to-month Yes
## 3974 Yes One year Yes
## 3975 Yes One year No
## 3976 Yes Month-to-month Yes
## 3977 No Month-to-month Yes
## 3978 Yes Two year Yes
## 3979 Yes Month-to-month No
## 3980 No internet service Two year Yes
## 3981 Yes Month-to-month Yes
## 3982 Yes Month-to-month No
## 3983 No internet service Two year No
## 3984 No Month-to-month Yes
## 3985 No internet service Two year No
## 3986 No Month-to-month Yes
## 3987 No Two year No
## 3988 No Month-to-month Yes
## 3989 No One year Yes
## 3990 Yes Month-to-month Yes
## 3991 Yes Month-to-month Yes
## 3992 Yes Month-to-month Yes
## 3993 Yes Two year No
## 3994 No Two year No
## 3995 Yes One year Yes
## 3996 No Month-to-month Yes
## 3997 No internet service Two year No
## 3998 Yes Two year Yes
## 3999 No Month-to-month No
## 4000 No Month-to-month Yes
## 4001 Yes Month-to-month Yes
## 4002 Yes Two year Yes
## 4003 No Two year Yes
## 4004 No internet service Two year No
## 4005 No Two year Yes
## 4006 No internet service Month-to-month Yes
## 4007 No internet service Two year Yes
## 4008 No internet service Two year No
## 4009 Yes One year Yes
## 4010 Yes Two year Yes
## 4011 No internet service Month-to-month No
## 4012 No internet service Two year Yes
## 4013 No Month-to-month No
## 4014 No Month-to-month Yes
## 4015 Yes Month-to-month No
## 4016 No One year No
## 4017 No Month-to-month No
## 4018 No One year No
## 4019 No One year No
## 4020 Yes Month-to-month Yes
## 4021 Yes Two year Yes
## 4022 No internet service Month-to-month Yes
## 4023 No internet service Month-to-month No
## 4024 No internet service One year No
## 4025 No Month-to-month No
## 4026 No Month-to-month Yes
## 4027 Yes Two year Yes
## 4028 No Month-to-month Yes
## 4029 Yes Two year No
## 4030 No Two year No
## 4031 No Month-to-month Yes
## 4032 Yes Two year Yes
## 4033 No Month-to-month Yes
## 4034 No One year No
## 4035 No Month-to-month No
## 4036 Yes Month-to-month Yes
## 4037 No internet service Month-to-month Yes
## 4038 No internet service Two year No
## 4039 No internet service Two year No
## 4040 Yes Month-to-month Yes
## 4041 No One year No
## 4042 Yes Two year Yes
## 4043 No Month-to-month Yes
## 4044 Yes Two year Yes
## 4045 Yes Two year Yes
## 4046 No Month-to-month Yes
## 4047 No Month-to-month Yes
## 4048 No Two year Yes
## 4049 Yes Two year No
## 4050 Yes One year No
## 4051 Yes Month-to-month Yes
## 4052 Yes Two year Yes
## 4053 No Month-to-month Yes
## 4054 No Month-to-month No
## 4055 Yes Month-to-month Yes
## 4056 Yes Two year No
## 4057 Yes Month-to-month Yes
## 4058 No internet service Two year No
## 4059 No Month-to-month Yes
## 4060 Yes Month-to-month No
## 4061 Yes Two year No
## 4062 No Month-to-month No
## 4063 No Month-to-month No
## 4064 Yes Month-to-month Yes
## 4065 No Month-to-month No
## 4066 No internet service Month-to-month No
## 4067 No One year Yes
## 4068 Yes Two year Yes
## 4069 No internet service One year Yes
## 4070 Yes Two year Yes
## 4071 No Month-to-month Yes
## 4072 No Month-to-month Yes
## 4073 Yes Month-to-month Yes
## 4074 No Month-to-month Yes
## 4075 Yes Month-to-month Yes
## 4076 Yes Month-to-month Yes
## 4077 No Two year Yes
## 4078 Yes Month-to-month Yes
## 4079 No One year Yes
## 4080 No Month-to-month Yes
## 4081 No internet service Two year No
## 4082 No Month-to-month Yes
## 4083 Yes One year No
## 4084 Yes Month-to-month Yes
## 4085 No Month-to-month No
## 4086 Yes One year Yes
## 4087 No Two year No
## 4088 No internet service Month-to-month Yes
## 4089 No Month-to-month No
## 4090 No Month-to-month Yes
## 4091 No Month-to-month No
## 4092 Yes Month-to-month Yes
## 4093 No internet service Month-to-month Yes
## 4094 No Month-to-month Yes
## 4095 No Month-to-month No
## 4096 No Month-to-month Yes
## 4097 No Month-to-month Yes
## 4098 Yes Month-to-month Yes
## 4099 No internet service Month-to-month Yes
## 4100 No Month-to-month No
## 4101 No internet service Two year No
## 4102 Yes Month-to-month Yes
## 4103 No Month-to-month No
## 4104 Yes Two year Yes
## 4105 No Month-to-month Yes
## 4106 Yes Two year No
## 4107 Yes Month-to-month Yes
## 4108 Yes Two year Yes
## 4109 No internet service One year Yes
## 4110 No Month-to-month Yes
## 4111 Yes Two year No
## 4112 No One year No
## 4113 Yes Month-to-month Yes
## 4114 No internet service One year Yes
## 4115 No internet service Two year No
## 4116 No One year No
## 4117 No internet service One year No
## 4118 Yes Two year No
## 4119 No Month-to-month No
## 4120 No internet service One year Yes
## 4121 Yes One year No
## 4122 Yes Month-to-month Yes
## 4123 No One year No
## 4124 No Month-to-month No
## 4125 Yes Month-to-month Yes
## 4126 No Month-to-month Yes
## 4127 No internet service Month-to-month No
## 4128 No internet service Two year Yes
## 4129 No Month-to-month Yes
## 4130 No Month-to-month Yes
## 4131 No Month-to-month No
## 4132 No internet service Month-to-month Yes
## 4133 No Month-to-month Yes
## 4134 Yes Month-to-month No
## 4135 Yes Month-to-month Yes
## 4136 Yes Two year Yes
## 4137 No internet service One year No
## 4138 No internet service Month-to-month Yes
## 4139 No Month-to-month Yes
## 4140 No Month-to-month Yes
## 4141 Yes One year No
## 4142 No Month-to-month Yes
## 4143 No One year No
## 4144 Yes Month-to-month Yes
## 4145 Yes Month-to-month No
## 4146 Yes Month-to-month No
## 4147 No Month-to-month Yes
## 4148 No internet service Two year No
## 4149 No internet service Month-to-month No
## 4150 Yes Two year No
## 4151 Yes Month-to-month Yes
## 4152 Yes Month-to-month Yes
## 4153 Yes Two year No
## 4154 No internet service One year No
## 4155 No Month-to-month Yes
## 4156 Yes Two year Yes
## 4157 No internet service Month-to-month Yes
## 4158 No Month-to-month No
## 4159 No internet service Two year No
## 4160 No Month-to-month Yes
## 4161 Yes One year No
## 4162 No Month-to-month No
## 4163 Yes Two year No
## 4164 No One year No
## 4165 Yes Two year No
## 4166 Yes Month-to-month Yes
## 4167 No internet service One year No
## 4168 Yes One year No
## 4169 Yes Two year Yes
## 4170 Yes Month-to-month Yes
## 4171 Yes Two year No
## 4172 No internet service Month-to-month Yes
## 4173 No internet service Month-to-month No
## 4174 Yes Month-to-month Yes
## 4175 No Month-to-month No
## 4176 No internet service One year No
## 4177 No internet service One year No
## 4178 No Month-to-month No
## 4179 Yes Two year Yes
## 4180 No Month-to-month Yes
## 4181 No Month-to-month No
## 4182 Yes Month-to-month Yes
## 4183 Yes Month-to-month No
## 4184 No Month-to-month No
## 4185 No Month-to-month Yes
## 4186 No internet service Month-to-month No
## 4187 Yes Two year Yes
## 4188 No internet service Two year No
## 4189 Yes Month-to-month Yes
## 4190 No One year No
## 4191 No Month-to-month Yes
## 4192 Yes Month-to-month Yes
## 4193 No internet service One year No
## 4194 No internet service Month-to-month No
## 4195 No internet service Two year Yes
## 4196 Yes Month-to-month Yes
## 4197 No internet service Two year No
## 4198 Yes Month-to-month Yes
## 4199 No internet service Two year No
## 4200 Yes One year Yes
## 4201 Yes Two year No
## 4202 No internet service Two year No
## 4203 No internet service One year No
## 4204 No internet service One year No
## 4205 Yes Month-to-month Yes
## 4206 Yes Two year No
## 4207 Yes Two year Yes
## 4208 No Month-to-month Yes
## 4209 Yes One year Yes
## 4210 No Month-to-month Yes
## 4211 No One year Yes
## 4212 Yes Month-to-month Yes
## 4213 Yes Month-to-month No
## 4214 No Month-to-month Yes
## 4215 Yes Month-to-month Yes
## 4216 Yes Two year Yes
## 4217 Yes Two year No
## 4218 No Month-to-month Yes
## 4219 No internet service Month-to-month Yes
## 4220 No One year No
## 4221 No internet service One year No
## 4222 No internet service Month-to-month No
## 4223 Yes One year No
## 4224 No Month-to-month Yes
## 4225 No internet service Two year No
## 4226 No internet service Month-to-month No
## 4227 No Month-to-month Yes
## 4228 Yes Two year No
## 4229 No Month-to-month Yes
## 4230 Yes Two year Yes
## 4231 No Month-to-month Yes
## 4232 Yes Two year No
## 4233 No Month-to-month Yes
## 4234 Yes Two year No
## 4235 No internet service One year No
## 4236 No One year No
## 4237 No internet service Month-to-month No
## 4238 Yes Month-to-month Yes
## 4239 No internet service One year No
## 4240 No One year Yes
## 4241 No Month-to-month Yes
## 4242 No Month-to-month No
## 4243 No internet service Month-to-month No
## 4244 No Month-to-month Yes
## 4245 No internet service Two year No
## 4246 No internet service Two year No
## 4247 Yes Two year Yes
## 4248 Yes Two year Yes
## 4249 No Month-to-month No
## 4250 Yes One year Yes
## 4251 No One year No
## 4252 Yes Two year Yes
## 4253 No Month-to-month Yes
## 4254 No Month-to-month Yes
## 4255 No Month-to-month Yes
## 4256 Yes One year Yes
## 4257 No internet service Two year Yes
## 4258 Yes Month-to-month No
## 4259 Yes One year Yes
## 4260 No internet service Month-to-month Yes
## 4261 Yes One year No
## 4262 No One year Yes
## 4263 No Month-to-month No
## 4264 Yes Two year Yes
## 4265 Yes Month-to-month Yes
## 4266 Yes Month-to-month Yes
## 4267 Yes One year No
## 4268 Yes Two year Yes
## 4269 No One year Yes
## 4270 No Month-to-month No
## 4271 Yes Two year Yes
## 4272 No internet service One year No
## 4273 No internet service Two year Yes
## 4274 No Month-to-month Yes
## 4275 No internet service One year No
## 4276 No internet service Month-to-month Yes
## 4277 No Month-to-month Yes
## 4278 No internet service Month-to-month Yes
## 4279 Yes One year Yes
## 4280 No internet service Month-to-month Yes
## 4281 No internet service Two year Yes
## 4282 No Month-to-month Yes
## 4283 Yes One year No
## 4284 No Month-to-month Yes
## 4285 Yes Month-to-month No
## 4286 No Two year No
## 4287 Yes Month-to-month Yes
## 4288 Yes One year Yes
## 4289 Yes Month-to-month No
## 4290 No internet service Two year No
## 4291 No Month-to-month No
## 4292 Yes Two year No
## 4293 No Month-to-month Yes
## 4294 Yes Month-to-month Yes
## 4295 No One year Yes
## 4296 No One year Yes
## 4297 No Month-to-month No
## 4298 Yes Two year No
## 4299 No Month-to-month No
## 4300 No Month-to-month Yes
## 4301 No internet service One year No
## 4302 No internet service Two year Yes
## 4303 No One year No
## 4304 No internet service Two year No
## 4305 No internet service One year No
## 4306 No internet service Two year Yes
## 4307 Yes Month-to-month Yes
## 4308 Yes Month-to-month Yes
## 4309 No Month-to-month No
## 4310 Yes Month-to-month Yes
## 4311 Yes Two year Yes
## 4312 Yes Month-to-month Yes
## 4313 Yes Two year No
## 4314 No Month-to-month Yes
## 4315 Yes Month-to-month Yes
## 4316 No Month-to-month No
## 4317 Yes Two year No
## 4318 No internet service One year Yes
## 4319 Yes One year Yes
## 4320 Yes One year Yes
## 4321 No internet service One year No
## 4322 No Month-to-month Yes
## 4323 No Month-to-month Yes
## 4324 No One year No
## 4325 Yes Month-to-month No
## 4326 No internet service Month-to-month No
## 4327 Yes Month-to-month Yes
## 4328 No Month-to-month Yes
## 4329 No Month-to-month Yes
## 4330 No Month-to-month No
## 4331 No Month-to-month Yes
## 4332 No internet service Two year No
## 4333 No Two year No
## 4334 No Month-to-month Yes
## 4335 No Month-to-month No
## 4336 Yes Month-to-month Yes
## 4337 Yes Two year Yes
## 4338 Yes Month-to-month Yes
## 4339 No Month-to-month No
## 4340 Yes One year No
## 4341 No Month-to-month Yes
## 4342 No Month-to-month Yes
## 4343 No Two year No
## 4344 No Month-to-month Yes
## 4345 Yes Two year Yes
## 4346 No internet service One year Yes
## 4347 No Month-to-month Yes
## 4348 Yes Two year Yes
## 4349 No internet service Month-to-month Yes
## 4350 No Month-to-month Yes
## 4351 No Month-to-month Yes
## 4352 No internet service Month-to-month No
## 4353 No Month-to-month Yes
## 4354 No Month-to-month Yes
## 4355 No internet service Two year Yes
## 4356 No Month-to-month No
## 4357 No internet service Month-to-month No
## 4358 No internet service Month-to-month No
## 4359 Yes One year Yes
## 4360 Yes Month-to-month Yes
## 4361 No Month-to-month No
## 4362 No One year Yes
## 4363 No internet service One year No
## 4364 No Month-to-month Yes
## 4365 Yes Two year Yes
## 4366 Yes Two year No
## 4367 No Month-to-month Yes
## 4368 No One year No
## 4369 No Month-to-month Yes
## 4370 No Month-to-month No
## 4371 Yes One year No
## 4372 No internet service One year No
## 4373 No internet service Month-to-month Yes
## 4374 No internet service One year No
## 4375 No internet service Two year Yes
## 4376 Yes One year Yes
## 4377 Yes One year Yes
## 4378 No Month-to-month Yes
## 4379 No internet service One year Yes
## 4380 No Two year Yes
## 4381 No internet service Two year No
## 4382 Yes Month-to-month Yes
## 4383 No Month-to-month No
## 4384 Yes One year No
## 4385 No Month-to-month No
## 4386 No internet service One year Yes
## 4387 No Two year No
## 4388 No internet service Month-to-month Yes
## 4389 No internet service Two year No
## 4390 Yes Month-to-month Yes
## 4391 No Month-to-month Yes
## 4392 No Month-to-month Yes
## 4393 No internet service Month-to-month No
## 4394 Yes Month-to-month Yes
## 4395 No Month-to-month No
## 4396 Yes Month-to-month Yes
## 4397 No Month-to-month Yes
## 4398 No Two year Yes
## 4399 No Two year No
## 4400 Yes Month-to-month Yes
## 4401 No Month-to-month Yes
## 4402 Yes Month-to-month Yes
## 4403 No Month-to-month Yes
## 4404 No Month-to-month No
## 4405 Yes Month-to-month Yes
## 4406 Yes Month-to-month Yes
## 4407 No Month-to-month Yes
## 4408 No internet service Month-to-month No
## 4409 No Two year Yes
## 4410 No Two year No
## 4411 Yes Month-to-month Yes
## 4412 Yes Month-to-month Yes
## 4413 No internet service One year No
## 4414 No Month-to-month Yes
## 4415 No internet service Month-to-month No
## 4416 No Two year Yes
## 4417 Yes Month-to-month Yes
## 4418 No Month-to-month Yes
## 4419 No One year No
## 4420 No internet service Month-to-month No
## 4421 No One year No
## 4422 Yes Month-to-month No
## 4423 Yes One year Yes
## 4424 No Month-to-month Yes
## 4425 No Month-to-month No
## 4426 Yes Month-to-month No
## 4427 No One year Yes
## 4428 Yes Two year No
## 4429 Yes Month-to-month No
## 4430 No Two year No
## 4431 No Month-to-month No
## 4432 No Month-to-month Yes
## 4433 No Two year Yes
## 4434 No Month-to-month Yes
## 4435 No Month-to-month No
## 4436 No Month-to-month Yes
## 4437 No Month-to-month Yes
## 4438 Yes Two year No
## 4439 No internet service Two year Yes
## 4440 No internet service Two year Yes
## 4441 Yes Two year Yes
## 4442 No internet service Two year No
## 4443 No Month-to-month Yes
## 4444 No Month-to-month No
## 4445 No internet service Month-to-month No
## 4446 No Two year No
## 4447 No Month-to-month Yes
## 4448 Yes Month-to-month Yes
## 4449 Yes Month-to-month Yes
## 4450 Yes Two year No
## 4451 No Month-to-month Yes
## 4452 Yes Month-to-month Yes
## 4453 Yes Two year No
## 4454 Yes Month-to-month Yes
## 4455 No internet service Month-to-month No
## 4456 No Month-to-month Yes
## 4457 No internet service Two year Yes
## 4458 No Month-to-month No
## 4459 No Month-to-month Yes
## 4460 Yes Month-to-month Yes
## 4461 No Month-to-month No
## 4462 Yes Month-to-month Yes
## 4463 Yes Month-to-month Yes
## 4464 No Month-to-month Yes
## 4465 No Month-to-month No
## 4466 Yes One year Yes
## 4467 Yes Month-to-month Yes
## 4468 Yes One year Yes
## 4469 No internet service Month-to-month Yes
## 4470 No One year Yes
## 4471 No Month-to-month Yes
## 4472 No Month-to-month Yes
## 4473 No Two year No
## 4474 Yes Month-to-month Yes
## 4475 Yes Two year No
## 4476 No internet service Month-to-month No
## 4477 No internet service Month-to-month No
## 4478 No One year Yes
## 4479 No Month-to-month Yes
## 4480 No internet service Two year No
## 4481 No Month-to-month Yes
## 4482 No Month-to-month Yes
## 4483 No Month-to-month Yes
## 4484 No internet service Two year No
## 4485 No Month-to-month Yes
## 4486 Yes Two year No
## 4487 Yes Month-to-month No
## 4488 No internet service One year No
## 4489 No Month-to-month Yes
## 4490 No One year Yes
## 4491 Yes One year Yes
## 4492 No internet service Month-to-month Yes
## 4493 No internet service Two year Yes
## 4494 No internet service Two year No
## 4495 Yes Month-to-month No
## 4496 No Month-to-month Yes
## 4497 Yes Two year No
## 4498 Yes One year Yes
## 4499 No internet service One year Yes
## 4500 No Month-to-month Yes
## 4501 Yes One year No
## 4502 No internet service Two year No
## 4503 Yes Month-to-month Yes
## 4504 No Month-to-month Yes
## 4505 No internet service One year No
## 4506 No internet service Two year Yes
## 4507 No Two year No
## 4508 Yes Month-to-month No
## 4509 No internet service Month-to-month No
## 4510 No Month-to-month No
## 4511 Yes Month-to-month No
## 4512 Yes One year No
## 4513 No Two year Yes
## 4514 Yes Two year No
## 4515 Yes Month-to-month Yes
## 4516 No Month-to-month Yes
## 4517 Yes Two year Yes
## 4518 Yes Month-to-month Yes
## 4519 No Month-to-month Yes
## 4520 Yes One year Yes
## 4521 No internet service Month-to-month No
## 4522 No Month-to-month No
## 4523 No internet service One year No
## 4524 No Month-to-month No
## 4525 No Month-to-month Yes
## 4526 Yes Month-to-month Yes
## 4527 No Month-to-month Yes
## 4528 No Two year Yes
## 4529 No Month-to-month Yes
## 4530 No Month-to-month No
## 4531 No internet service Two year No
## 4532 No Month-to-month Yes
## 4533 No Month-to-month Yes
## 4534 Yes Two year Yes
## 4535 No Month-to-month No
## 4536 Yes Month-to-month Yes
## 4537 No Month-to-month Yes
## 4538 Yes Month-to-month Yes
## 4539 Yes Month-to-month No
## 4540 Yes Two year Yes
## 4541 No internet service Month-to-month No
## 4542 No Month-to-month No
## 4543 No Month-to-month No
## 4544 No internet service One year No
## 4545 No Month-to-month Yes
## 4546 No Month-to-month No
## 4547 No Month-to-month Yes
## 4548 Yes Month-to-month Yes
## 4549 Yes Month-to-month Yes
## 4550 No Month-to-month Yes
## 4551 No internet service Two year Yes
## 4552 No Month-to-month Yes
## 4553 No internet service Month-to-month Yes
## 4554 Yes Two year Yes
## 4555 Yes Month-to-month Yes
## 4556 No internet service Two year No
## 4557 No Month-to-month Yes
## 4558 Yes One year No
## 4559 Yes Month-to-month Yes
## 4560 No internet service Month-to-month No
## 4561 No One year Yes
## 4562 No Month-to-month No
## 4563 Yes Two year No
## 4564 No Month-to-month Yes
## 4565 No internet service Month-to-month No
## 4566 Yes One year No
## 4567 Yes One year Yes
## 4568 Yes Month-to-month Yes
## 4569 No One year Yes
## 4570 No Month-to-month Yes
## 4571 No internet service Month-to-month Yes
## 4572 No Month-to-month Yes
## 4573 Yes Month-to-month Yes
## 4574 No internet service Two year No
## 4575 Yes One year Yes
## 4576 No internet service Month-to-month No
## 4577 No internet service Month-to-month No
## 4578 Yes One year Yes
## 4579 Yes Month-to-month Yes
## 4580 No Month-to-month Yes
## 4581 No internet service Two year No
## 4582 No internet service Two year No
## 4583 Yes Two year Yes
## 4584 Yes Two year No
## 4585 Yes Two year No
## 4586 Yes Month-to-month Yes
## 4587 Yes Two year Yes
## 4588 Yes Month-to-month No
## 4589 Yes Month-to-month Yes
## 4590 No internet service Two year No
## 4591 Yes Two year No
## 4592 No internet service Month-to-month Yes
## 4593 No internet service One year Yes
## 4594 No internet service Month-to-month No
## 4595 Yes Month-to-month Yes
## 4596 Yes Two year No
## 4597 No One year Yes
## 4598 Yes Month-to-month Yes
## 4599 No Month-to-month No
## 4600 No One year Yes
## 4601 Yes Two year No
## 4602 Yes Month-to-month Yes
## 4603 No internet service Two year Yes
## 4604 No Month-to-month No
## 4605 Yes Month-to-month Yes
## 4606 Yes Two year No
## 4607 No internet service Two year No
## 4608 Yes Month-to-month Yes
## 4609 Yes Two year Yes
## 4610 No One year Yes
## 4611 Yes One year Yes
## 4612 No internet service Two year Yes
## 4613 No Two year No
## 4614 No Month-to-month Yes
## 4615 No internet service Month-to-month No
## 4616 No Two year No
## 4617 No Month-to-month No
## 4618 No internet service Month-to-month Yes
## 4619 Yes Month-to-month Yes
## 4620 No Month-to-month Yes
## 4621 Yes Two year No
## 4622 No Month-to-month Yes
## 4623 Yes Month-to-month Yes
## 4624 Yes Month-to-month Yes
## 4625 Yes Month-to-month Yes
## 4626 No Month-to-month Yes
## 4627 Yes Month-to-month Yes
## 4628 Yes One year Yes
## 4629 No Month-to-month No
## 4630 No internet service Month-to-month Yes
## 4631 No Month-to-month No
## 4632 No Month-to-month Yes
## 4633 No internet service Month-to-month No
## 4634 No internet service Two year Yes
## 4635 No internet service Month-to-month No
## 4636 No internet service Two year No
## 4637 No internet service One year No
## 4638 No One year Yes
## 4639 No Month-to-month Yes
## 4640 Yes Month-to-month Yes
## 4641 No Month-to-month Yes
## 4642 No Month-to-month No
## 4643 Yes Two year Yes
## 4644 No Month-to-month Yes
## 4645 No Month-to-month Yes
## 4646 Yes Month-to-month Yes
## 4647 No Month-to-month Yes
## 4648 No Month-to-month No
## 4649 No Month-to-month Yes
## 4650 Yes Two year Yes
## 4651 No internet service Month-to-month No
## 4652 No Month-to-month No
## 4653 No internet service One year Yes
## 4654 Yes Month-to-month No
## 4655 No internet service One year Yes
## 4656 Yes One year No
## 4657 No Month-to-month Yes
## 4658 No Month-to-month Yes
## 4659 No Month-to-month No
## 4660 Yes Two year Yes
## 4661 No internet service Month-to-month No
## 4662 Yes Two year Yes
## 4663 No internet service Month-to-month No
## 4664 No Month-to-month Yes
## 4665 No Month-to-month No
## 4666 No Two year No
## 4667 No internet service Month-to-month Yes
## 4668 No internet service Month-to-month No
## 4669 Yes Month-to-month Yes
## 4670 No internet service Two year No
## 4671 No Month-to-month No
## 4672 Yes Month-to-month Yes
## 4673 No Month-to-month No
## 4674 Yes Month-to-month Yes
## 4675 No One year No
## 4676 Yes One year Yes
## 4677 No internet service Month-to-month Yes
## 4678 Yes Month-to-month Yes
## 4679 Yes Month-to-month Yes
## 4680 Yes Two year Yes
## 4681 No Month-to-month Yes
## 4682 Yes Month-to-month Yes
## 4683 Yes Month-to-month No
## 4684 Yes Month-to-month Yes
## 4685 Yes One year Yes
## 4686 Yes Two year Yes
## 4687 Yes Two year Yes
## 4688 Yes Month-to-month Yes
## 4689 Yes Month-to-month Yes
## 4690 No internet service Month-to-month No
## 4691 Yes Month-to-month Yes
## 4692 Yes Month-to-month Yes
## 4693 Yes Month-to-month No
## 4694 No internet service Two year No
## 4695 No internet service Month-to-month Yes
## 4696 No internet service One year No
## 4697 Yes Two year No
## 4698 Yes Month-to-month Yes
## 4699 Yes Two year Yes
## 4700 Yes Two year No
## 4701 No Month-to-month Yes
## 4702 Yes Month-to-month Yes
## 4703 Yes One year Yes
## 4704 No Month-to-month Yes
## 4705 No Month-to-month No
## 4706 No Month-to-month Yes
## 4707 No Month-to-month Yes
## 4708 Yes One year Yes
## 4709 No Two year Yes
## 4710 Yes Month-to-month Yes
## 4711 No Two year No
## 4712 No internet service One year No
## 4713 Yes One year Yes
## 4714 Yes One year Yes
## 4715 Yes Two year Yes
## 4716 Yes Two year Yes
## 4717 No Two year No
## 4718 Yes One year Yes
## 4719 No internet service One year Yes
## 4720 Yes Month-to-month Yes
## 4721 Yes One year No
## 4722 No internet service Month-to-month No
## 4723 No One year Yes
## 4724 No Month-to-month Yes
## 4725 Yes One year Yes
## 4726 No Month-to-month No
## 4727 Yes Two year Yes
## 4728 No internet service Two year Yes
## 4729 No Two year No
## 4730 Yes Two year Yes
## 4731 No Month-to-month Yes
## 4732 No internet service One year No
## 4733 No internet service Two year No
## 4734 No Month-to-month Yes
## 4735 Yes One year No
## 4736 Yes One year Yes
## 4737 No Two year No
## 4738 Yes Two year Yes
## 4739 Yes Month-to-month No
## 4740 No Month-to-month Yes
## 4741 Yes Month-to-month No
## 4742 Yes Month-to-month Yes
## 4743 No internet service Two year Yes
## 4744 No Two year No
## 4745 No internet service Two year Yes
## 4746 Yes Month-to-month Yes
## 4747 No Month-to-month Yes
## 4748 No internet service One year No
## 4749 No internet service One year No
## 4750 No Month-to-month Yes
## 4751 No One year No
## 4752 No internet service Month-to-month No
## 4753 No internet service One year No
## 4754 Yes Month-to-month No
## 4755 No internet service Two year No
## 4756 Yes Month-to-month No
## 4757 No Month-to-month Yes
## 4758 No Month-to-month No
## 4759 No internet service Two year No
## 4760 No Month-to-month Yes
## 4761 No One year Yes
## PaymentMethod MonthlyCharges TotalCharges Churn
## 1 Electronic check 29.85 29.85 No
## 2 Mailed check 56.95 1889.50 No
## 3 Mailed check 53.85 108.15 Yes
## 4 Bank transfer (automatic) 42.30 1840.75 No
## 5 Electronic check 70.70 151.65 Yes
## 6 Electronic check 99.65 820.50 Yes
## 7 Credit card (automatic) 89.10 1949.40 No
## 8 Mailed check 29.75 301.90 No
## 9 Electronic check 104.80 3046.05 Yes
## 10 Bank transfer (automatic) 56.15 3487.95 No
## 11 Mailed check 49.95 587.45 No
## 12 Credit card (automatic) 18.95 326.80 No
## 13 Credit card (automatic) 100.35 5681.10 No
## 14 Bank transfer (automatic) 103.70 5036.30 Yes
## 15 Electronic check 105.50 2686.05 No
## 16 Credit card (automatic) 113.25 7895.15 No
## 17 Mailed check 20.65 1022.95 No
## 18 Bank transfer (automatic) 106.70 7382.25 No
## 19 Credit card (automatic) 55.20 528.35 Yes
## 20 Electronic check 90.05 1862.90 No
## 21 Electronic check 39.65 39.65 Yes
## 22 Bank transfer (automatic) 19.80 202.25 No
## 23 Mailed check 20.15 20.15 Yes
## 24 Credit card (automatic) 59.90 3505.10 No
## 25 Credit card (automatic) 59.60 2970.30 No
## 26 Bank transfer (automatic) 55.30 1530.60 No
## 27 Electronic check 99.35 4749.15 Yes
## 28 Electronic check 30.20 30.20 Yes
## 29 Credit card (automatic) 90.25 6369.45 No
## 30 Mailed check 64.70 1093.10 Yes
## 31 Credit card (automatic) 96.35 6766.95 No
## 32 Credit card (automatic) 95.50 181.65 No
## 33 Mailed check 66.15 1874.45 No
## 34 Bank transfer (automatic) 20.20 20.20 No
## 35 Bank transfer (automatic) 45.25 45.25 No
## 36 Bank transfer (automatic) 99.90 7251.70 No
## 37 Electronic check 69.70 316.90 Yes
## 38 Credit card (automatic) 74.80 3548.30 No
## 39 Electronic check 106.35 3549.25 Yes
## 40 Bank transfer (automatic) 97.85 1105.40 Yes
## 41 Mailed check 49.55 475.70 No
## 42 Credit card (automatic) 69.20 4872.35 No
## 43 Mailed check 20.75 418.25 No
## 44 Credit card (automatic) 79.85 4861.45 No
## 45 Electronic check 76.20 981.45 No
## 46 Electronic check 84.50 3906.70 No
## 47 Mailed check 49.25 97.00 No
## 48 Electronic check 80.65 144.15 Yes
## 49 Credit card (automatic) 79.75 4217.80 No
## 50 Credit card (automatic) 64.15 4254.10 No
## 51 Electronic check 90.25 3838.75 No
## 52 Credit card (automatic) 99.10 1426.40 Yes
## 53 Credit card (automatic) 69.50 1752.65 No
## 54 Credit card (automatic) 80.65 633.30 Yes
## 55 Credit card (automatic) 74.85 4456.35 No
## 56 Electronic check 95.45 1752.55 Yes
## 57 Credit card (automatic) 99.65 6311.20 No
## 58 Electronic check 108.45 7076.35 No
## 59 Credit card (automatic) 24.95 894.30 No
## 60 Credit card (automatic) 107.50 7853.70 No
## 61 Electronic check 100.50 4707.10 No
## 62 Bank transfer (automatic) 89.90 5450.70 No
## 63 Bank transfer (automatic) 42.10 2962.00 No
## 64 Credit card (automatic) 54.40 957.10 No
## 65 Electronic check 94.40 857.25 Yes
## 66 Electronic check 75.30 244.10 No
## 67 Electronic check 78.90 3650.35 No
## 68 Mailed check 79.20 2497.20 No
## 69 Bank transfer (automatic) 20.15 930.90 No
## 70 Mailed check 79.85 887.35 No
## 71 Mailed check 49.05 49.05 No
## 72 Electronic check 20.40 1090.65 No
## 73 Bank transfer (automatic) 111.60 7099.00 No
## 74 Bank transfer (automatic) 24.25 1424.60 No
## 75 Bank transfer (automatic) 64.50 177.40 No
## 76 Electronic check 110.50 6139.50 No
## 77 Credit card (automatic) 55.65 2688.85 No
## 78 Mailed check 54.65 482.25 No
## 79 Electronic check 74.75 2111.30 No
## 80 Credit card (automatic) 25.90 1216.60 No
## 81 Electronic check 79.35 79.35 Yes
## 82 Electronic check 50.55 565.35 No
## 83 Bank transfer (automatic) 75.15 496.90 Yes
## 84 Bank transfer (automatic) 103.80 4327.50 No
## 85 Bank transfer (automatic) 20.15 973.35 No
## 86 Credit card (automatic) 99.30 918.75 No
## 87 Bank transfer (automatic) 62.15 2215.45 No
## 88 Bank transfer (automatic) 20.65 1057.00 No
## 89 Mailed check 19.95 927.10 No
## 90 Mailed check 33.75 1009.25 No
## 91 Bank transfer (automatic) 82.05 2570.20 No
## 92 Electronic check 74.70 74.70 No
## 93 Mailed check 84.00 5714.25 No
## 94 Credit card (automatic) 111.05 7107.00 No
## 95 Bank transfer (automatic) 100.90 7459.05 No
## 96 Electronic check 78.95 927.35 Yes
## 97 Credit card (automatic) 66.85 4748.70 No
## 98 Mailed check 21.05 113.85 Yes
## 99 Bank transfer (automatic) 21.00 1107.20 No
## 100 Electronic check 98.50 2514.50 Yes
## 101 Mailed check 20.20 20.20 No
## 102 Electronic check 19.45 19.45 No
## 103 Bank transfer (automatic) 95.00 3605.60 No
## 104 Bank transfer (automatic) 45.55 3027.25 No
## 105 Bank transfer (automatic) 110.00 7611.85 Yes
## 106 Mailed check 24.30 100.20 No
## 107 Electronic check 104.15 7303.05 No
## 108 Mailed check 30.15 927.65 No
## 109 Mailed check 94.35 3921.30 No
## 110 Credit card (automatic) 19.40 1363.25 No
## 111 Electronic check 96.75 5238.90 Yes
## 112 Credit card (automatic) 57.95 3042.25 No
## 113 Electronic check 91.65 3954.10 No
## 114 Electronic check 76.50 2868.15 Yes
## 115 Electronic check 54.60 3423.50 No
## 116 Electronic check 89.85 248.40 No
## 117 Bank transfer (automatic) 31.05 1126.35 No
## 118 Electronic check 100.25 1064.65 Yes
## 119 Mailed check 20.65 835.15 No
## 120 Credit card (automatic) 85.20 2151.60 No
## 121 Credit card (automatic) 99.80 5515.45 No
## 122 Mailed check 20.70 112.75 No
## 123 Electronic check 74.40 229.55 Yes
## 124 Mailed check 50.70 350.35 No
## 125 Mailed check 20.85 62.90 No
## 126 Electronic check 88.95 3027.65 No
## 127 Electronic check 78.05 2135.50 Yes
## 128 Bank transfer (automatic) 23.55 1723.95 No
## 129 Mailed check 19.75 19.75 No
## 130 Electronic check 56.45 3985.35 No
## 131 Electronic check 85.95 1215.65 No
## 132 Credit card (automatic) 58.60 1502.65 Yes
## 133 Bank transfer (automatic) 50.55 3260.10 No
## 134 Electronic check 35.45 35.45 Yes
## 135 Electronic check 44.35 81.25 Yes
## 136 Credit card (automatic) 25.70 1188.20 No
## 137 Bank transfer (automatic) 75.00 1778.50 No
## 138 Mailed check 20.20 1277.75 No
## 139 Mailed check 19.60 1170.55 No
## 140 Mailed check 70.45 70.45 Yes
## 141 Credit card (automatic) 88.05 6425.65 No
## 142 Electronic check 71.15 563.65 Yes
## 143 Bank transfer (automatic) 101.05 5971.25 No
## 144 Credit card (automatic) 84.30 5289.05 No
## 145 Bank transfer (automatic) 23.95 1756.20 No
## 146 Credit card (automatic) 99.05 6416.70 No
## 147 Mailed check 19.60 61.35 No
## 148 Electronic check 45.65 45.65 Yes
## 149 Credit card (automatic) 64.50 1929.95 No
## 150 Mailed check 69.50 1071.40 No
## 151 Electronic check 68.55 564.35 No
## 152 Mailed check 95.00 655.50 Yes
## 153 Credit card (automatic) 108.15 7930.55 No
## 154 Electronic check 86.10 5215.25 No
## 155 Mailed check 19.70 113.50 No
## 156 Bank transfer (automatic) 80.90 1152.80 No
## 157 Bank transfer (automatic) 84.15 1821.95 No
## 158 Mailed check 20.15 419.90 No
## 159 Mailed check 64.25 1024.00 No
## 160 Bank transfer (automatic) 25.70 251.60 No
## 161 Electronic check 56.00 764.55 No
## 162 Electronic check 82.40 1592.35 Yes
## 163 Electronic check 69.70 135.20 No
## 164 Bank transfer (automatic) 73.90 3958.25 No
## 165 Mailed check 20.60 233.90 No
## 166 Mailed check 19.90 1363.45 No
## 167 Bank transfer (automatic) 70.90 273.00 Yes
## 168 Bank transfer (automatic) 89.05 6254.45 No
## 169 Electronic check 45.30 2651.20 Yes
## 170 Electronic check 20.40 321.40 No
## 171 Bank transfer (automatic) 84.25 3539.25 No
## 172 Electronic check 104.40 242.80 Yes
## 173 Mailed check 81.95 1181.75 No
## 174 Bank transfer (automatic) 94.85 5000.20 Yes
## 175 Bank transfer (automatic) 20.55 654.55 No
## 176 Electronic check 24.70 780.20 No
## 177 Mailed check 74.45 1145.70 Yes
## 178 Bank transfer (automatic) 76.45 503.60 Yes
## 179 Bank transfer (automatic) 105.35 1559.25 No
## 180 Credit card (automatic) 20.55 1252.00 No
## 181 Bank transfer (automatic) 29.95 29.95 Yes
## 182 Mailed check 45.30 45.30 No
## 183 Bank transfer (automatic) 84.50 662.65 Yes
## 184 Credit card (automatic) 74.75 2453.30 No
## 185 Electronic check 79.25 1111.65 Yes
## 186 Electronic check 24.80 24.80 Yes
## 187 Mailed check 51.80 1023.85 No
## 188 Electronic check 30.40 82.15 No
## 189 Electronic check 19.65 244.80 No
## 190 Credit card (automatic) 56.60 2379.10 No
## 191 Credit card (automatic) 71.90 3173.35 No
## 192 Electronic check 91.00 531.00 Yes
## 193 Bank transfer (automatic) 19.75 1375.40 No
## 194 Credit card (automatic) 109.70 8129.30 No
## 195 Credit card (automatic) 19.30 1192.70 No
## 196 Electronic check 96.55 1901.65 No
## 197 Bank transfer (automatic) 24.10 587.40 No
## 198 Electronic check 111.35 6519.75 No
## 199 Bank transfer (automatic) 112.25 8041.65 No
## 200 Mailed check 20.75 20.75 No
## 201 Credit card (automatic) 101.90 2681.15 No
## 202 Credit card (automatic) 80.05 1112.30 No
## 203 Electronic check 105.55 7405.50 No
## 204 Credit card (automatic) 78.30 1033.95 No
## 205 Credit card (automatic) 68.85 2958.95 No
## 206 Bank transfer (automatic) 79.95 2684.85 No
## 207 Credit card (automatic) 55.45 4179.20 No
## 208 Electronic check 79.90 79.90 Yes
## 209 Electronic check 106.60 1934.45 Yes
## 210 Credit card (automatic) 102.45 6654.10 No
## 211 Credit card (automatic) 46.00 84.50 Yes
## 212 Electronic check 25.25 25.25 No
## 213 Mailed check 19.75 1124.20 No
## 214 Electronic check 20.00 540.05 No
## 215 Electronic check 86.80 1975.85 No
## 216 Bank transfer (automatic) 58.75 3437.45 No
## 217 Credit card (automatic) 45.25 3139.80 No
## 218 Bank transfer (automatic) 56.60 3789.20 No
## 219 Bank transfer (automatic) 84.20 5324.50 No
## 220 Bank transfer (automatic) 80.00 624.60 No
## 221 Electronic check 70.15 268.35 Yes
## 222 Bank transfer (automatic) 24.75 1836.90 No
## 223 Electronic check 20.20 20.20 No
## 224 Mailed check 50.05 179.35 Yes
## 225 Bank transfer (automatic) 19.35 219.35 No
## 226 Mailed check 50.60 1288.75 No
## 227 Mailed check 81.15 2545.75 No
## 228 Mailed check 55.20 55.20 Yes
## 229 Credit card (automatic) 89.90 2723.15 No
## 230 Credit card (automatic) 85.30 4107.25 No
## 231 Credit card (automatic) 108.00 5760.65 No
## 232 Credit card (automatic) 93.50 4747.50 No
## 233 Mailed check 84.60 84.60 Yes
## 234 Credit card (automatic) 20.25 1566.90 No
## 235 Electronic check 25.15 702.00 No
## 236 Mailed check 54.40 114.10 Yes
## 237 Mailed check 29.60 299.05 No
## 238 Electronic check 73.15 1305.95 No
## 239 Electronic check 95.00 1120.30 Yes
## 240 Mailed check 19.75 284.35 No
## 241 Bank transfer (automatic) 86.60 6350.50 No
## 242 Bank transfer (automatic) 109.20 7878.30 No
## 243 Credit card (automatic) 74.70 3187.65 No
## 244 Electronic check 94.40 6126.15 No
## 245 Electronic check 54.80 731.30 No
## 246 Electronic check 75.35 273.40 No
## 247 Mailed check 65.00 2531.80 No
## 248 Electronic check 74.40 1074.30 Yes
## 249 Mailed check 48.55 48.55 Yes
## 250 Electronic check 99.00 4298.45 No
## 251 Electronic check 93.50 4619.55 No
## 252 Electronic check 70.40 147.15 Yes
## 253 Electronic check 40.20 40.20 Yes
## 254 Credit card (automatic) 83.70 2633.30 No
## 255 Mailed check 19.85 193.05 No
## 256 Electronic check 59.55 4103.90 No
## 257 Credit card (automatic) 115.10 7008.15 No
## 258 Credit card (automatic) 114.35 5791.10 No
## 259 Credit card (automatic) 44.60 80.55 Yes
## 260 Electronic check 45.00 1228.65 No
## 261 Electronic check 41.15 132.20 Yes
## 262 Electronic check 106.90 1364.30 Yes
## 263 Electronic check 89.85 4925.35 No
## 264 Bank transfer (automatic) 49.85 1520.10 No
## 265 Mailed check 113.30 5032.25 No
## 266 Mailed check 88.10 5526.75 No
## 267 Bank transfer (automatic) 24.90 1195.25 No
## 268 Mailed check 105.00 2007.25 No
## 269 Mailed check 19.35 1099.60 Yes
## 270 Credit card (automatic) 24.25 1732.95 No
## 271 Electronic check 94.45 1511.20 Yes
## 272 Electronic check 59.75 3450.15 No
## 273 Bank transfer (automatic) 24.80 24.80 Yes
## 274 Electronic check 107.05 2172.05 No
## 275 Mailed check 70.60 70.60 Yes
## 276 Electronic check 85.40 401.10 Yes
## 277 Electronic check 105.05 5624.85 Yes
## 278 Bank transfer (automatic) 64.95 1339.80 No
## 279 Electronic check 55.00 771.95 No
## 280 Bank transfer (automatic) 50.55 244.75 No
## 281 Mailed check 55.15 322.90 No
## 282 Electronic check 51.20 498.25 No
## 283 Mailed check 25.40 25.40 No
## 284 Mailed check 54.45 3687.75 No
## 285 Mailed check 95.15 1779.95 Yes
## 286 Credit card (automatic) 76.00 1783.60 No
## 287 Electronic check 44.35 927.15 No
## 288 Electronic check 70.00 70.00 Yes
## 289 Electronic check 74.50 606.55 Yes
## 290 Credit card (automatic) 44.85 435.40 Yes
## 291 Electronic check 76.10 1712.70 Yes
## 292 Mailed check 61.20 2021.20 No
## 293 Mailed check 86.80 1940.80 No
## 294 Electronic check 89.35 567.80 No
## 295 Mailed check 19.70 220.35 No
## 296 Mailed check 20.25 20.25 No
## 297 Electronic check 76.05 5436.45 No
## 298 Electronic check 100.80 3437.50 No
## 299 Electronic check 74.55 3015.75 No
## 300 Mailed check 73.60 73.60 Yes
## 301 Bank transfer (automatic) 64.90 1509.80 No
## 302 Electronic check 95.45 396.10 Yes
## 303 Electronic check 90.40 356.65 No
## 304 Credit card (automatic) 60.30 4109.00 No
## 305 Mailed check 81.85 3141.70 No
## 306 Mailed check 24.80 1229.10 No
## 307 Electronic check 74.90 2303.35 Yes
## 308 Mailed check 75.55 2054.40 No
## 309 Electronic check 101.15 3741.85 No
## 310 Credit card (automatic) 78.75 3682.45 No
## 311 Bank transfer (automatic) 19.25 19.25 No
## 312 Electronic check 89.05 1886.25 No
## 313 Credit card (automatic) 115.05 4895.10 No
## 314 Electronic check 69.35 341.60 No
## 315 Electronic check 80.60 415.55 Yes
## 316 Credit card (automatic) 110.05 5686.40 No
## 317 Credit card (automatic) 19.90 1355.10 No
## 318 Credit card (automatic) 80.30 3058.65 Yes
## 319 Electronic check 93.15 2231.05 Yes
## 320 Credit card (automatic) 91.50 3236.35 No
## 321 Bank transfer (automatic) 82.45 4350.10 Yes
## 322 Electronic check 60.00 4264.00 No
## 323 Electronic check 44.80 44.80 No
## 324 Mailed check 48.60 422.30 No
## 325 Bank transfer (automatic) 60.05 4176.70 No
## 326 Credit card (automatic) 102.70 5138.10 No
## 327 Electronic check 82.90 880.05 No
## 328 Electronic check 70.35 139.05 Yes
## 329 Electronic check 35.90 973.65 No
## 330 Credit card (automatic) 82.65 1470.05 No
## 331 Mailed check 19.85 739.35 No
## 332 Mailed check 19.20 161.95 No
## 333 Credit card (automatic) 94.90 4422.95 No
## 334 Electronic check 73.85 511.25 Yes
## 335 Mailed check 80.60 155.80 Yes
## 336 Bank transfer (automatic) 75.80 5293.95 Yes
## 337 Electronic check 104.60 4759.85 Yes
## 338 Electronic check 88.15 6148.45 No
## 339 Credit card (automatic) 94.80 3565.65 No
## 340 Electronic check 103.40 6603.00 Yes
## 341 Bank transfer (automatic) 54.65 1830.10 No
## 342 Credit card (automatic) 85.75 6223.80 No
## 343 Bank transfer (automatic) 67.45 4508.65 No
## 344 Mailed check 20.50 1328.15 No
## 345 Credit card (automatic) 20.25 865.00 No
## 346 Electronic check 72.10 72.10 No
## 347 Electronic check 90.40 168.20 Yes
## 348 Bank transfer (automatic) 19.45 1303.50 No
## 349 Electronic check 44.95 996.85 No
## 350 Bank transfer (automatic) 97.00 6430.90 No
## 351 Credit card (automatic) 62.80 2278.75 No
## 352 Mailed check 44.60 681.40 No
## 353 Electronic check 89.15 574.35 No
## 354 Bank transfer (automatic) 84.80 371.90 Yes
## 355 Electronic check 41.90 840.10 Yes
## 356 Bank transfer (automatic) 80.25 846.00 Yes
## 357 Electronic check 54.10 889.00 No
## 358 Electronic check 105.25 6823.40 No
## 359 Credit card (automatic) 30.75 805.10 Yes
## 360 Electronic check 97.10 4016.75 No
## 361 Mailed check 20.20 83.75 No
## 362 Bank transfer (automatic) 98.80 3959.15 No
## 363 Credit card (automatic) 50.30 2878.55 No
## 364 Mailed check 20.55 945.70 No
## 365 Bank transfer (automatic) 75.90 1373.05 No
## 366 Bank transfer (automatic) 96.50 492.55 Yes
## 367 Bank transfer (automatic) 59.95 1406.00 No
## 368 Mailed check 19.15 19.15 No
## 369 Credit card (automatic) 98.65 6962.85 No
## 370 Credit card (automatic) 112.60 8126.65 No
## 371 Mailed check 20.60 690.25 No
## 372 Electronic check 85.65 181.50 Yes
## 373 Mailed check 35.75 830.80 No
## 374 Credit card (automatic) 99.75 5608.40 No
## 375 Credit card (automatic) 96.10 3646.80 No
## 376 Credit card (automatic) 85.10 3662.25 No
## 377 Mailed check 25.35 25.35 No
## 378 Bank transfer (automatic) 104.95 2566.50 Yes
## 379 Electronic check 89.65 5308.70 No
## 380 Electronic check 86.75 1410.25 No
## 381 Bank transfer (automatic) 86.20 3339.05 No
## 382 Mailed check 50.65 50.65 Yes
## 383 Bank transfer (automatic) 64.80 4732.35 No
## 384 Credit card (automatic) 90.85 90.85 Yes
## 385 Bank transfer (automatic) 108.10 5067.45 No
## 386 Mailed check 19.95 214.75 Yes
## 387 Electronic check 85.45 4874.70 Yes
## 388 Electronic check 54.75 2348.45 No
## 389 Mailed check 90.40 4063.00 No
## 390 Electronic check 44.00 44.00 No
## 391 Bank transfer (automatic) 95.60 2595.25 No
## 392 Bank transfer (automatic) 84.80 2309.55 No
## 393 Electronic check 44.30 89.30 No
## 394 Mailed check 19.90 367.55 No
## 395 Electronic check 95.05 3944.50 No
## 396 Credit card (automatic) 90.05 5965.95 No
## 397 Bank transfer (automatic) 109.90 3694.70 No
## 398 Credit card (automatic) 73.95 2524.45 Yes
## 399 Electronic check 54.60 1803.70 No
## 400 Mailed check 20.05 415.10 No
## 401 Bank transfer (automatic) 19.75 624.15 No
## 402 Credit card (automatic) 20.05 237.70 No
## 403 Credit card (automatic) 99.45 7007.60 Yes
## 404 Bank transfer (automatic) 55.90 3848.80 No
## 405 Mailed check 19.70 419.40 No
## 406 Credit card (automatic) 19.80 1468.75 No
## 407 Bank transfer (automatic) 95.40 5812.00 No
## 408 Mailed check 93.95 2861.45 No
## 409 Mailed check 19.90 19.90 Yes
## 410 Mailed check 19.60 19.60 Yes
## 411 Electronic check 81.35 233.70 Yes
## 412 Bank transfer (automatic) 24.45 1066.15 No
## 413 Electronic check 74.95 2149.05 No
## 414 Electronic check 87.35 4473.00 No
## 415 Bank transfer (automatic) 70.65 3545.05 No
## 416 Bank transfer (automatic) 73.25 1195.75 No
## 417 Bank transfer (automatic) 98.70 6858.90 No
## 418 Mailed check 24.80 1024.70 No
## 419 Electronic check 83.30 1845.90 Yes
## 420 Bank transfer (automatic) 75.30 75.30 Yes
## 421 Mailed check 24.30 132.25 No
## 422 Bank transfer (automatic) 69.85 515.45 No
## 423 Credit card (automatic) 100.55 2830.45 No
## 424 Mailed check 25.70 1110.50 No
## 425 Bank transfer (automatic) 40.70 449.30 No
## 426 Bank transfer (automatic) 51.65 2838.55 No
## 427 Bank transfer (automatic) 105.10 5376.40 No
## 428 Electronic check 85.95 858.60 No
## 429 Bank transfer (automatic) 75.60 1395.05 No
## 430 Bank transfer (automatic) 58.25 3975.70 No
## 431 Mailed check 19.40 1182.55 Yes
## 432 Credit card (automatic) 65.20 4784.45 No
## 433 Electronic check 53.45 119.50 No
## 434 Bank transfer (automatic) 45.40 518.90 Yes
## 435 Electronic check 19.75 899.45 No
## 436 Credit card (automatic) 44.45 1183.80 No
## 437 Bank transfer (automatic) 20.85 720.05 No
## 438 Credit card (automatic) 114.05 8468.20 No
## 439 Bank transfer (automatic) 89.85 3161.20 No
## 440 Mailed check 55.05 55.05 No
## 441 Electronic check 112.95 1882.55 No
## 442 Credit card (automatic) 101.55 5070.40 No
## 443 Mailed check 114.65 6049.50 No
## 444 Electronic check 64.80 1166.70 No
## 445 Electronic check 80.40 2937.65 No
## 446 Electronic check 105.90 6396.45 Yes
## 447 Mailed check 69.55 69.55 Yes
## 448 Bank transfer (automatic) 25.05 1270.25 No
## 449 Electronic check 94.75 759.55 No
## 450 Bank transfer (automatic) 105.50 7611.55 No
## 451 Mailed check 24.70 1642.75 No
## 452 Mailed check 69.75 1545.40 No
## 453 Bank transfer (automatic) 60.20 3582.40 No
## 454 Electronic check 81.05 2227.10 Yes
## 455 Mailed check 24.40 1417.90 No
## 456 Electronic check 104.15 2494.65 No
## 457 Bank transfer (automatic) 92.90 2768.35 No
## 458 Bank transfer (automatic) 80.80 2369.30 No
## 459 Mailed check 20.00 38.00 No
## 460 Electronic check 75.10 75.10 No
## 461 Mailed check 19.65 100.90 No
## 462 Bank transfer (automatic) 69.45 1614.05 No
## 463 Electronic check 101.15 385.90 Yes
## 464 Electronic check 99.80 673.25 Yes
## 465 Bank transfer (automatic) 116.05 8404.90 No
## 466 Mailed check 40.05 2799.75 No
## 467 Electronic check 102.10 6538.45 No
## 468 Electronic check 89.70 6588.95 No
## 469 Mailed check 19.90 868.10 No
## 470 Electronic check 55.95 734.35 Yes
## 471 Mailed check 20.65 330.60 No
## 472 Electronic check 55.00 55.00 Yes
## 473 Mailed check 70.05 564.40 No
## 474 Mailed check 53.60 1315.35 No
## 475 Electronic check 74.70 74.70 Yes
## 476 Electronic check 80.25 1861.50 Yes
## 477 Electronic check 76.05 2747.20 No
## 478 Electronic check 75.70 554.05 No
## 479 Electronic check 96.10 453.40 Yes
## 480 Bank transfer (automatic) 69.00 994.80 Yes
## 481 Mailed check 19.65 225.75 No
## 482 Bank transfer (automatic) 45.30 2145.00 Yes
## 483 Electronic check 81.45 1671.60 No
## 484 Bank transfer (automatic) 108.50 8003.80 No
## 485 Electronic check 83.55 680.05 Yes
## 486 Credit card (automatic) 84.50 6130.85 No
## 487 Electronic check 100.15 1415.00 No
## 488 Bank transfer (automatic) 88.60 6201.95 No
## 489 Bank transfer (automatic) 52.55 NA No
## 490 Electronic check 74.35 74.35 Yes
## 491 Bank transfer (automatic) 104.80 6597.25 No
## 492 Electronic check 59.00 114.15 No
## 493 Electronic check 74.40 139.40 Yes
## 494 Bank transfer (automatic) 64.05 3902.60 No
## 495 Mailed check 20.40 20.40 No
## 496 Bank transfer (automatic) 43.75 903.60 Yes
## 497 Mailed check 60.90 1785.65 No
## 498 Bank transfer (automatic) 19.80 1397.65 No
## 499 Electronic check 28.45 131.05 Yes
## 500 Bank transfer (automatic) 99.70 1238.45 Yes
## 501 Credit card (automatic) 116.25 3899.05 No
## 502 Credit card (automatic) 80.70 5676.00 No
## 503 Bank transfer (automatic) 65.20 4543.15 No
## 504 Bank transfer (automatic) 84.05 4326.80 No
## 505 Credit card (automatic) 79.45 5502.55 No
## 506 Electronic check 94.10 1782.40 Yes
## 507 Mailed check 78.00 851.80 No
## 508 Electronic check 94.20 167.50 Yes
## 509 Electronic check 80.50 502.85 Yes
## 510 Mailed check 19.85 19.85 No
## 511 Credit card (automatic) 94.30 1818.30 No
## 512 Electronic check 106.45 6300.15 No
## 513 Electronic check 74.35 334.80 Yes
## 514 Bank transfer (automatic) 105.45 5916.95 No
## 515 Credit card (automatic) 95.00 2852.40 No
## 516 Bank transfer (automatic) 104.80 4131.95 Yes
## 517 Mailed check 54.30 1546.30 No
## 518 Electronic check 70.05 302.60 No
## 519 Bank transfer (automatic) 75.20 1929.35 Yes
## 520 Credit card (automatic) 20.05 265.45 No
## 521 Electronic check 105.40 6989.45 No
## 522 Electronic check 51.60 1442.00 No
## 523 Bank transfer (automatic) 85.50 4713.40 No
## 524 Bank transfer (automatic) 75.60 1758.60 Yes
## 525 Electronic check 100.05 3480.00 Yes
## 526 Electronic check 91.25 4738.30 No
## 527 Credit card (automatic) 115.75 8399.15 No
## 528 Credit card (automatic) 94.70 5430.35 No
## 529 Mailed check 19.60 686.95 No
## 530 Bank transfer (automatic) 99.90 5706.30 No
## 531 Credit card (automatic) 21.10 490.65 No
## 532 Credit card (automatic) 20.05 1360.25 No
## 533 Electronic check 79.95 174.45 No
## 534 Credit card (automatic) 107.15 7379.80 No
## 535 Electronic check 85.00 85.00 Yes
## 536 Electronic check 89.55 1021.75 No
## 537 Bank transfer (automatic) 81.55 5029.05 No
## 538 Mailed check 58.45 1955.40 No
## 539 Credit card (automatic) 95.65 6744.20 No
## 540 Bank transfer (automatic) 80.60 4946.70 No
## 541 Bank transfer (automatic) 113.10 8248.50 No
## 542 Mailed check 58.95 601.60 No
## 543 Mailed check 19.55 19.55 No
## 544 Bank transfer (automatic) 86.05 834.10 Yes
## 545 Credit card (automatic) 45.55 597.00 Yes
## 546 Bank transfer (automatic) 78.95 2647.20 No
## 547 Mailed check 86.30 3266.00 Yes
## 548 Bank transfer (automatic) 105.05 6744.25 No
## 549 Bank transfer (automatic) 101.90 5265.50 No
## 550 Mailed check 19.75 311.60 No
## 551 Bank transfer (automatic) 110.30 7966.90 No
## 552 Bank transfer (automatic) 115.60 8220.40 No
## 553 Bank transfer (automatic) 19.35 1153.25 No
## 554 Credit card (automatic) 25.60 514.75 No
## 555 Bank transfer (automatic) 80.35 2596.15 Yes
## 556 Bank transfer (automatic) 68.75 3808.00 No
## 557 Bank transfer (automatic) 19.90 19.90 No
## 558 Mailed check 70.60 2708.20 No
## 559 Electronic check 70.20 760.05 No
## 560 Electronic check 49.30 49.30 No
## 561 Electronic check 107.25 6033.30 No
## 562 Mailed check 23.60 89.05 No
## 563 Credit card (automatic) 69.70 516.15 No
## 564 Credit card (automatic) 99.50 5861.75 No
## 565 Bank transfer (automatic) 64.30 445.95 No
## 566 Credit card (automatic) 70.85 4973.40 No
## 567 Electronic check 101.90 1667.25 No
## 568 Credit card (automatic) 73.50 5357.75 No
## 569 Electronic check 100.25 3527.60 Yes
## 570 Credit card (automatic) 40.40 422.60 No
## 571 Credit card (automatic) 19.25 1103.25 No
## 572 Bank transfer (automatic) 59.60 2754.00 No
## 573 Credit card (automatic) 64.90 697.25 No
## 574 Credit card (automatic) 100.30 5614.45 Yes
## 575 Electronic check 110.85 3204.40 No
## 576 Mailed check 81.05 4747.65 No
## 577 Bank transfer (automatic) 98.05 3082.10 No
## 578 Electronic check 70.50 597.90 No
## 579 Electronic check 94.55 3365.40 No
## 580 Mailed check 19.65 38.80 No
## 581 Mailed check 19.00 233.55 Yes
## 582 Mailed check 75.30 75.30 Yes
## 583 Electronic check 89.20 346.20 Yes
## 584 Mailed check 19.00 19.00 No
## 585 Mailed check 20.00 61.70 No
## 586 Electronic check 85.70 85.70 Yes
## 587 Credit card (automatic) 63.25 3342.45 No
## 588 Mailed check 20.10 85.10 No
## 589 Electronic check 99.15 7422.10 No
## 590 Electronic check 90.40 6668.05 No
## 591 Credit card (automatic) 111.90 8071.05 No
## 592 Electronic check 24.90 1174.80 No
## 593 Credit card (automatic) 83.50 5435.00 No
## 594 Credit card (automatic) 84.30 2438.60 No
## 595 Mailed check 45.60 45.60 No
## 596 Mailed check 61.65 713.75 Yes
## 597 Mailed check 54.85 916.15 No
## 598 Mailed check 65.55 237.20 No
## 599 Credit card (automatic) 90.35 4614.55 No
## 600 Credit card (automatic) 20.40 1414.45 No
## 601 Credit card (automatic) 74.55 1170.50 No
## 602 Mailed check 19.95 47.70 No
## 603 Bank transfer (automatic) 74.25 4859.25 No
## 604 Electronic check 108.65 4903.20 No
## 605 Bank transfer (automatic) 109.55 3608.00 No
## 606 Credit card (automatic) 86.65 6094.25 No
## 607 Credit card (automatic) 81.00 3084.90 No
## 608 Credit card (automatic) 47.85 2356.75 No
## 609 Bank transfer (automatic) 114.55 8306.05 No
## 610 Bank transfer (automatic) 105.25 6786.40 Yes
## 611 Electronic check 29.95 248.95 Yes
## 612 Mailed check 65.00 663.05 Yes
## 613 Mailed check 20.55 1357.10 No
## 614 Credit card (automatic) 109.80 4860.35 No
## 615 Bank transfer (automatic) 69.50 3418.20 No
## 616 Mailed check 48.85 631.40 No
## 617 Credit card (automatic) 25.25 186.30 No
## 618 Credit card (automatic) 102.85 6976.75 No
## 619 Bank transfer (automatic) 87.55 4884.85 No
## 620 Bank transfer (automatic) 78.55 522.95 No
## 621 Bank transfer (automatic) 34.55 362.60 No
## 622 Electronic check 92.05 5755.80 No
## 623 Electronic check 85.05 3355.65 No
## 624 Mailed check 19.70 406.95 No
## 625 Bank transfer (automatic) 20.00 137.60 Yes
## 626 Electronic check 95.15 2395.70 No
## 627 Electronic check 84.25 1968.10 No
## 628 Credit card (automatic) 104.60 6819.45 No
## 629 Electronic check 111.65 7943.45 No
## 630 Credit card (automatic) 90.05 4547.25 Yes
## 631 Bank transfer (automatic) 110.75 4687.90 Yes
## 632 Bank transfer (automatic) 55.00 2473.95 No
## 633 Credit card (automatic) 89.85 6562.90 No
## 634 Mailed check 20.35 176.30 No
## 635 Bank transfer (automatic) 54.55 2236.20 No
## 636 Electronic check 105.50 6985.65 Yes
## 637 Bank transfer (automatic) 99.45 3109.90 No
## 638 Credit card (automatic) 70.90 4911.35 No
## 639 Bank transfer (automatic) 104.55 5794.65 Yes
## 640 Electronic check 85.25 855.30 Yes
## 641 Bank transfer (automatic) 25.40 1620.20 No
## 642 Electronic check 56.15 2499.30 Yes
## 643 Electronic check 89.55 89.55 Yes
## 644 Bank transfer (automatic) 89.85 4287.20 No
## 645 Electronic check 25.25 394.85 No
## 646 Electronic check 94.55 1899.65 Yes
## 647 Mailed check 45.70 45.70 Yes
## 648 Electronic check 69.65 3442.15 No
## 649 Electronic check 89.50 161.50 Yes
## 650 Credit card (automatic) 70.00 1732.60 No
## 651 Bank transfer (automatic) 69.55 222.30 Yes
## 652 Mailed check 74.60 74.60 Yes
## 653 Mailed check 20.10 655.30 No
## 654 Mailed check 24.80 475.25 No
## 655 Electronic check 19.65 164.30 Yes
## 656 Credit card (automatic) 95.10 865.10 No
## 657 Credit card (automatic) 88.85 6132.70 No
## 658 Bank transfer (automatic) 78.80 3597.50 No
## 659 Mailed check 19.85 35.90 Yes
## 660 Bank transfer (automatic) 20.35 697.65 No
## 661 Mailed check 24.25 96.05 Yes
## 662 Mailed check 45.25 428.70 No
## 663 Mailed check 20.05 20.05 No
## 664 Mailed check 69.55 4459.15 No
## 665 Bank transfer (automatic) 19.50 1167.60 No
## 666 Mailed check 74.75 238.10 No
## 667 Electronic check 69.65 145.15 Yes
## 668 Bank transfer (automatic) 30.20 1453.10 No
## 669 Mailed check 45.65 191.05 Yes
## 670 Bank transfer (automatic) 57.80 4039.30 No
## 671 Bank transfer (automatic) 19.85 1039.45 No
## 672 Credit card (automatic) 25.55 1336.10 No
## 673 Mailed check 75.05 75.05 Yes
## 674 Credit card (automatic) 24.85 493.40 No
## 675 Electronic check 49.15 2550.90 Yes
## 676 Electronic check 110.35 7246.15 No
## 677 Bank transfer (automatic) 24.55 1203.95 No
## 678 Electronic check 34.70 62.25 Yes
## 679 Mailed check 107.95 313.60 No
## 680 Bank transfer (automatic) 81.40 3775.85 No
## 681 Electronic check 80.00 80.00 Yes
## 682 Bank transfer (automatic) 73.80 4616.05 No
## 683 Credit card (automatic) 64.40 195.65 No
## 684 Credit card (automatic) 103.75 4188.40 No
## 685 Mailed check 71.10 71.10 No
## 686 Electronic check 49.90 49.90 No
## 687 Bank transfer (automatic) 24.60 1266.40 No
## 688 Electronic check 49.25 91.10 Yes
## 689 Mailed check 30.10 1623.40 No
## 690 Bank transfer (automatic) 83.40 4149.45 No
## 691 Mailed check 20.45 20.45 No
## 692 Bank transfer (automatic) 75.25 2344.50 No
## 693 Credit card (automatic) 20.55 1013.05 No
## 694 Credit card (automatic) 75.10 270.70 Yes
## 695 Mailed check 20.05 417.00 No
## 696 Mailed check 20.65 20.65 No
## 697 Bank transfer (automatic) 85.15 6316.20 No
## 698 Electronic check 50.15 168.15 Yes
## 699 Bank transfer (automatic) 84.95 4018.05 No
## 700 Credit card (automatic) 66.50 4811.60 No
## 701 Bank transfer (automatic) 63.30 4189.70 No
## 702 Electronic check 83.15 2848.45 No
## 703 Electronic check 84.90 2516.20 No
## 704 Mailed check 20.55 33.60 No
## 705 Mailed check 49.25 208.45 No
## 706 Bank transfer (automatic) 79.85 2015.35 Yes
## 707 Mailed check 59.60 3739.80 No
## 708 Bank transfer (automatic) 104.65 2964.00 No
## 709 Credit card (automatic) 75.30 2263.40 No
## 710 Credit card (automatic) 80.10 2211.80 No
## 711 Mailed check 19.55 19.55 Yes
## 712 Mailed check 81.00 1683.70 No
## 713 Credit card (automatic) 24.70 1519.00 No
## 714 Mailed check 86.00 1164.05 No
## 715 Mailed check 25.40 1710.90 No
## 716 Credit card (automatic) 89.15 4245.55 No
## 717 Bank transfer (automatic) 58.25 4145.90 No
## 718 Bank transfer (automatic) 85.65 2664.30 No
## 719 Credit card (automatic) 50.35 1277.50 No
## 720 Credit card (automatic) 80.35 5589.30 No
## 721 Mailed check 20.20 34.75 No
## 722 Credit card (automatic) 20.55 1305.95 No
## 723 Electronic check 85.95 381.30 Yes
## 724 Electronic check 45.35 141.50 Yes
## 725 Electronic check 94.50 3105.55 Yes
## 726 Mailed check 21.25 204.55 No
## 727 Mailed check 26.25 605.90 No
## 728 Electronic check 80.85 356.10 No
## 729 Credit card (automatic) 91.70 2758.15 Yes
## 730 Credit card (automatic) 74.20 4805.65 No
## 731 Electronic check 87.25 3941.70 Yes
## 732 Mailed check 20.35 92.75 No
## 733 Electronic check 75.50 1901.05 No
## 734 Bank transfer (automatic) 79.05 5730.70 No
## 735 Bank transfer (automatic) 90.15 2423.40 No
## 736 Credit card (automatic) 50.60 1653.45 No
## 737 Credit card (automatic) 110.45 3327.05 No
## 738 Credit card (automatic) 101.00 7085.50 No
## 739 Bank transfer (automatic) 79.35 3344.10 No
## 740 Bank transfer (automatic) 89.85 6697.35 No
## 741 Mailed check 65.00 2879.90 No
## 742 Electronic check 80.45 137.10 No
## 743 Electronic check 98.55 1008.55 Yes
## 744 Mailed check 24.10 1551.60 No
## 745 Credit card (automatic) 44.05 202.15 No
## 746 Credit card (automatic) 110.80 7882.25 No
## 747 Bank transfer (automatic) 114.95 8196.40 No
## 748 Mailed check 75.05 202.90 No
## 749 Mailed check 19.25 855.10 No
## 750 Credit card (automatic) 90.05 5817.00 No
## 751 Mailed check 56.70 1652.95 No
## 752 Credit card (automatic) 80.15 5600.15 No
## 753 Credit card (automatic) 71.35 515.75 No
## 754 Mailed check 20.25 NA No
## 755 Electronic check 90.35 190.50 No
## 756 Electronic check 98.55 1842.80 Yes
## 757 Bank transfer (automatic) 19.70 1253.80 No
## 758 Mailed check 19.85 57.20 No
## 759 Bank transfer (automatic) 85.90 1269.55 Yes
## 760 Bank transfer (automatic) 90.35 6563.40 No
## 761 Mailed check 20.80 20.80 No
## 762 Electronic check 89.25 1907.85 Yes
## 763 Electronic check 70.30 208.85 Yes
## 764 Bank transfer (automatic) 66.85 4758.80 No
## 765 Mailed check 19.90 1292.60 No
## 766 Mailed check 35.80 363.15 No
## 767 Mailed check 78.85 1600.25 No
## 768 Bank transfer (automatic) 20.40 275.70 No
## 769 Electronic check 74.25 3089.10 No
## 770 Mailed check 64.80 1175.60 No
## 771 Credit card (automatic) 20.45 237.30 No
## 772 Electronic check 93.35 1444.65 Yes
## 773 Mailed check 19.90 19.90 Yes
## 774 Mailed check 88.90 454.15 Yes
## 775 Electronic check 95.80 3036.75 Yes
## 776 Credit card (automatic) 110.65 8065.65 No
## 777 Mailed check 40.30 92.50 No
## 778 Electronic check 82.00 184.65 Yes
## 779 Credit card (automatic) 107.00 6152.30 No
## 780 Electronic check 45.35 89.50 Yes
## 781 Credit card (automatic) 73.35 5154.50 No
## 782 Mailed check 44.80 220.45 No
## 783 Credit card (automatic) 54.75 1510.30 No
## 784 Electronic check 52.20 52.20 Yes
## 785 Bank transfer (automatic) 40.60 2588.95 No
## 786 Electronic check 110.00 4874.80 Yes
## 787 Bank transfer (automatic) 55.30 3983.60 No
## 788 Bank transfer (automatic) 60.85 2003.60 No
## 789 Electronic check 78.40 1832.40 No
## 790 Bank transfer (automatic) 69.65 4908.25 No
## 791 Credit card (automatic) 59.85 3590.20 No
## 792 Credit card (automatic) 76.90 5023.00 No
## 793 Mailed check 19.85 146.60 No
## 794 Credit card (automatic) 67.65 2339.30 No
## 795 Credit card (automatic) 45.00 298.70 No
## 796 Mailed check 64.20 143.65 No
## 797 Credit card (automatic) 81.70 2548.65 No
## 798 Bank transfer (automatic) 25.55 507.40 No
## 799 Electronic check 20.00 20.00 No
## 800 Electronic check 96.75 6125.40 Yes
## 801 Credit card (automatic) 75.65 5411.40 No
## 802 Electronic check 98.50 1058.25 Yes
## 803 Mailed check 23.80 903.80 No
## 804 Credit card (automatic) 64.20 3009.50 No
## 805 Electronic check 85.35 489.45 Yes
## 806 Bank transfer (automatic) 76.80 5468.45 No
## 807 Credit card (automatic) 55.20 1058.10 No
## 808 Credit card (automatic) 108.55 7616.00 No
## 809 Electronic check 101.30 4113.10 Yes
## 810 Electronic check 69.55 69.55 Yes
## 811 Bank transfer (automatic) 103.25 6017.65 Yes
## 812 Credit card (automatic) 104.00 7250.15 Yes
## 813 Electronic check 25.25 1108.20 No
## 814 Bank transfer (automatic) 30.40 938.65 No
## 815 Bank transfer (automatic) 20.05 94.15 No
## 816 Mailed check 84.60 2088.05 No
## 817 Mailed check 86.20 178.70 Yes
## 818 Bank transfer (automatic) 103.70 5656.75 No
## 819 Electronic check 111.20 2317.10 Yes
## 820 Credit card (automatic) 88.00 5986.45 No
## 821 Electronic check 106.35 6751.35 No
## 822 Credit card (automatic) 79.15 3566.60 No
## 823 Electronic check 103.10 4889.30 No
## 824 Credit card (automatic) 63.95 318.10 No
## 825 Credit card (automatic) 25.80 1563.95 No
## 826 Credit card (automatic) 89.45 1430.25 Yes
## 827 Bank transfer (automatic) 95.60 644.35 Yes
## 828 Mailed check 25.55 372.45 No
## 829 Electronic check 90.95 5453.40 Yes
## 830 Electronic check 44.85 1442.60 No
## 831 Electronic check 108.55 5610.70 Yes
## 832 Credit card (automatic) 25.05 963.95 No
## 833 Credit card (automatic) 74.10 5222.30 No
## 834 Electronic check 88.80 3340.55 No
## 835 Electronic check 78.85 292.80 Yes
## 836 Electronic check 93.25 5774.55 No
## 837 Credit card (automatic) 71.40 4487.30 No
## 838 Mailed check 44.40 44.40 Yes
## 839 Credit card (automatic) 79.20 2854.95 No
## 840 Credit card (automatic) 20.40 905.55 No
## 841 Electronic check 100.00 5509.30 Yes
## 842 Credit card (automatic) 105.00 7589.80 No
## 843 Bank transfer (automatic) 19.80 229.60 Yes
## 844 Bank transfer (automatic) 30.85 394.10 No
## 845 Electronic check 89.90 89.90 Yes
## 846 Mailed check 20.55 295.95 No
## 847 Bank transfer (automatic) 84.85 5459.20 No
## 848 Credit card (automatic) 33.15 444.75 No
## 849 Credit card (automatic) 92.00 6782.15 No
## 850 Credit card (automatic) 89.80 6510.45 No
## 851 Bank transfer (automatic) 115.80 8476.50 No
## 852 Mailed check 85.15 4461.85 No
## 853 Mailed check 24.85 62.00 No
## 854 Electronic check 64.35 352.65 No
## 855 Credit card (automatic) 20.50 1424.90 No
## 856 Electronic check 100.15 6413.65 Yes
## 857 Credit card (automatic) 86.05 6309.65 No
## 858 Electronic check 50.80 50.80 Yes
## 859 Electronic check 89.00 5898.60 No
## 860 Credit card (automatic) 64.80 4719.75 No
## 861 Credit card (automatic) 19.80 457.30 No
## 862 Bank transfer (automatic) 93.40 5822.30 No
## 863 Electronic check 73.65 1463.50 Yes
## 864 Electronic check 95.10 307.40 Yes
## 865 Credit card (automatic) 94.65 2104.55 Yes
## 866 Mailed check 80.60 319.15 Yes
## 867 Bank transfer (automatic) 39.00 2337.45 No
## 868 Mailed check 20.50 104.30 No
## 869 Electronic check 85.55 5084.65 Yes
## 870 Mailed check 26.40 121.25 No
## 871 Bank transfer (automatic) 98.20 7015.90 No
## 872 Credit card (automatic) 97.55 5598.00 No
## 873 Credit card (automatic) 19.95 1269.10 No
## 874 Electronic check 50.80 3027.40 Yes
## 875 Bank transfer (automatic) 99.70 4634.35 No
## 876 Credit card (automatic) 34.80 113.95 No
## 877 Electronic check 105.10 1582.75 Yes
## 878 Bank transfer (automatic) 60.15 3077.00 No
## 879 Electronic check 64.75 4039.50 No
## 880 Bank transfer (automatic) 54.65 1665.20 No
## 881 Electronic check 110.10 1043.30 Yes
## 882 Credit card (automatic) 19.30 504.20 No
## 883 Electronic check 83.90 497.55 Yes
## 884 Electronic check 111.25 7511.65 No
## 885 Credit card (automatic) 35.80 1782.00 No
## 886 Mailed check 20.05 20.05 No
## 887 Electronic check 84.35 609.65 No
## 888 Bank transfer (automatic) 110.50 2857.60 No
## 889 Credit card (automatic) 91.20 3247.55 No
## 890 Electronic check 100.55 6215.35 Yes
## 891 Electronic check 89.30 2823.00 No
## 892 Bank transfer (automatic) 103.85 5017.90 Yes
## 893 Credit card (automatic) 81.10 2619.25 No
## 894 Electronic check 24.60 24.60 Yes
## 895 Credit card (automatic) 81.20 4965.10 No
## 896 Credit card (automatic) 94.30 2679.70 No
## 897 Bank transfer (automatic) 116.10 8310.55 No
## 898 Electronic check 105.55 5682.25 No
## 899 Bank transfer (automatic) 98.90 1120.95 Yes
## 900 Credit card (automatic) 94.40 4914.90 No
## 901 Mailed check 19.50 27.55 No
## 902 Credit card (automatic) 98.30 923.50 Yes
## 903 Electronic check 93.85 1625.65 Yes
## 904 Credit card (automatic) 105.60 6068.65 No
## 905 Credit card (automatic) 81.35 5398.60 No
## 906 Electronic check 100.50 918.60 Yes
## 907 Electronic check 56.40 234.85 No
## 908 Bank transfer (automatic) 65.35 1231.85 No
## 909 Mailed check 19.95 170.90 No
## 910 Electronic check 111.25 7984.15 No
## 911 Electronic check 72.85 688.65 Yes
## 912 Credit card (automatic) 89.00 1288.30 No
## 913 Bank transfer (automatic) 106.10 7848.50 No
## 914 Credit card (automatic) 20.05 267.00 No
## 915 Bank transfer (automatic) 25.20 1798.90 No
## 916 Electronic check 73.55 73.55 Yes
## 917 Bank transfer (automatic) 75.40 1643.55 No
## 918 Bank transfer (automatic) 65.55 4807.45 No
## 919 Electronic check 80.70 2193.00 No
## 920 Mailed check 104.55 2239.40 No
## 921 Bank transfer (automatic) 24.15 1505.90 No
## 922 Mailed check 20.45 255.35 No
## 923 Electronic check 75.40 1189.40 No
## 924 Credit card (automatic) 79.70 4786.15 No
## 925 Electronic check 81.70 1820.90 No
## 926 Bank transfer (automatic) 76.30 2404.15 No
## 927 Electronic check 79.40 205.05 Yes
## 928 Electronic check 81.15 952.30 Yes
## 929 Credit card (automatic) 103.75 7039.45 No
## 930 Electronic check 86.45 2538.05 No
## 931 Bank transfer (automatic) 75.10 1212.85 No
## 932 Bank transfer (automatic) 80.60 2651.10 No
## 933 Credit card (automatic) 19.30 1304.80 No
## 934 Electronic check 84.60 360.10 Yes
## 935 Mailed check 33.60 435.45 No
## 936 Electronic check 83.25 308.05 No
## 937 Mailed check 80.85 NA No
## 938 Electronic check 79.05 434.50 Yes
## 939 Credit card (automatic) 108.05 7118.90 No
## 940 Mailed check 19.90 320.45 No
## 941 Bank transfer (automatic) 21.05 531.55 No
## 942 Electronic check 30.15 382.20 No
## 943 Credit card (automatic) 79.85 2001.00 No
## 944 Bank transfer (automatic) 65.50 4919.70 No
## 945 Bank transfer (automatic) 104.10 5645.80 No
## 946 Bank transfer (automatic) 74.40 215.80 Yes
## 947 Mailed check 20.50 77.60 No
## 948 Mailed check 91.35 2896.55 No
## 949 Electronic check 99.05 3395.80 Yes
## 950 Bank transfer (automatic) 20.50 759.35 No
## 951 Mailed check 44.95 85.15 Yes
## 952 Electronic check 75.60 535.55 No
## 953 Mailed check 55.10 1253.15 No
## 954 Electronic check 58.95 955.15 No
## 955 Electronic check 95.10 2162.60 No
## 956 Credit card (automatic) 44.70 44.70 Yes
## 957 Bank transfer (automatic) 25.45 1813.35 No
## 958 Electronic check 56.75 245.15 No
## 959 Bank transfer (automatic) 81.75 2028.80 No
## 960 Electronic check 86.10 2723.75 No
## 961 Bank transfer (automatic) 29.80 220.45 No
## 962 Mailed check 20.50 365.80 No
## 963 Bank transfer (automatic) 60.90 551.95 No
## 964 Bank transfer (automatic) 73.25 4054.20 No
## 965 Mailed check 45.70 45.70 Yes
## 966 Credit card (automatic) 100.30 832.35 Yes
## 967 Electronic check 19.25 112.30 Yes
## 968 Mailed check 20.85 60.65 No
## 969 Credit card (automatic) 77.35 5550.10 No
## 970 Electronic check 96.00 174.80 Yes
## 971 Electronic check 90.55 90.55 Yes
## 972 Bank transfer (automatic) 93.85 4733.10 No
## 973 Bank transfer (automatic) 70.10 4048.95 No
## 974 Electronic check 30.35 1359.70 Yes
## 975 Credit card (automatic) 75.95 4542.35 No
## 976 Electronic check 108.05 7532.15 Yes
## 977 Electronic check 69.90 69.90 Yes
## 978 Electronic check 75.25 888.65 No
## 979 Electronic check 103.75 6383.35 Yes
## 980 Bank transfer (automatic) 54.95 1916.00 No
## 981 Bank transfer (automatic) 19.50 413.00 No
## 982 Mailed check 19.60 808.95 No
## 983 Electronic check 47.85 1886.40 No
## 984 Electronic check 86.60 86.60 Yes
## 985 Bank transfer (automatic) 23.75 1679.25 No
## 986 Bank transfer (automatic) 80.60 2656.50 Yes
## 987 Bank transfer (automatic) 43.80 540.95 No
## 988 Bank transfer (automatic) 19.75 19.75 No
## 989 Mailed check 19.15 537.35 No
## 990 Credit card (automatic) 19.60 678.80 No
## 991 Bank transfer (automatic) 80.30 4513.65 No
## 992 Credit card (automatic) 24.35 1423.85 No
## 993 Credit card (automatic) 25.25 555.40 No
## 994 Credit card (automatic) 26.10 225.55 No
## 995 Credit card (automatic) 20.00 268.45 No
## 996 Credit card (automatic) 85.30 2917.50 Yes
## 997 Credit card (automatic) 70.00 2416.10 Yes
## 998 Electronic check 94.30 424.45 Yes
## 999 Bank transfer (automatic) 20.70 1492.10 No
## 1000 Electronic check 70.30 132.40 No
## 1001 Electronic check 95.35 660.90 Yes
## 1002 Electronic check 75.50 1893.95 Yes
## 1003 Mailed check 69.55 284.90 No
## 1004 Mailed check 19.85 784.25 No
## 1005 Mailed check 20.00 417.70 No
## 1006 Credit card (automatic) 95.85 5016.25 No
## 1007 Electronic check 90.10 1612.75 Yes
## 1008 Electronic check 68.95 119.75 Yes
## 1009 Credit card (automatic) 99.55 3204.65 Yes
## 1010 Electronic check 20.75 485.20 No
## 1011 Mailed check 50.15 160.85 No
## 1012 Mailed check 58.65 4145.25 No
## 1013 Bank transfer (automatic) 95.90 827.45 No
## 1014 Electronic check 49.50 49.50 No
## 1015 Electronic check 57.45 990.85 Yes
## 1016 Credit card (automatic) 53.65 696.35 Yes
## 1017 Mailed check 80.10 5585.40 No
## 1018 Bank transfer (automatic) 24.40 1601.20 No
## 1019 Electronic check 40.05 162.45 No
## 1020 Mailed check 19.50 470.20 No
## 1021 Credit card (automatic) 51.05 2066.00 No
## 1022 Mailed check 54.35 1426.45 No
## 1023 Electronic check 84.70 392.50 No
## 1024 Electronic check 86.10 3861.45 No
## 1025 Mailed check 70.35 2552.90 No
## 1026 Bank transfer (automatic) 110.00 6668.35 No
## 1027 Electronic check 100.60 819.40 Yes
## 1028 Credit card (automatic) 94.90 4615.25 No
## 1029 Electronic check 83.75 2070.60 Yes
## 1030 Mailed check 88.30 273.75 Yes
## 1031 Bank transfer (automatic) 69.75 3557.70 No
## 1032 Bank transfer (automatic) 71.60 1957.10 No
## 1033 Electronic check 92.10 729.95 Yes
## 1034 Bank transfer (automatic) 23.65 1416.75 No
## 1035 Bank transfer (automatic) 81.85 5924.40 No
## 1036 Mailed check 25.10 1697.70 No
## 1037 Bank transfer (automatic) 114.70 7849.85 No
## 1038 Electronic check 49.15 649.40 No
## 1039 Electronic check 80.90 4557.50 No
## 1040 Electronic check 79.45 3013.05 Yes
## 1041 Credit card (automatic) 90.45 1266.10 Yes
## 1042 Bank transfer (automatic) 19.30 360.35 No
## 1043 Electronic check 70.20 1046.50 No
## 1044 Bank transfer (automatic) 69.75 2347.90 Yes
## 1045 Bank transfer (automatic) 54.25 447.75 No
## 1046 Bank transfer (automatic) 99.30 4209.95 No
## 1047 Credit card (automatic) 74.00 3877.65 No
## 1048 Mailed check 50.25 152.30 No
## 1049 Mailed check 19.80 572.20 No
## 1050 Mailed check 19.65 19.65 Yes
## 1051 Electronic check 43.65 526.95 Yes
## 1052 Credit card (automatic) 35.50 552.70 No
## 1053 Mailed check 80.75 3208.65 No
## 1054 Electronic check 39.50 210.75 Yes
## 1055 Bank transfer (automatic) 97.10 3706.95 Yes
## 1056 Mailed check 19.55 620.75 No
## 1057 Electronic check 80.00 412.50 Yes
## 1058 Mailed check 84.70 832.05 Yes
## 1059 Bank transfer (automatic) 89.55 185.55 Yes
## 1060 Electronic check 90.60 1943.20 Yes
## 1061 Bank transfer (automatic) 20.05 505.90 No
## 1062 Electronic check 112.40 8046.85 No
## 1063 Bank transfer (automatic) 50.20 1815.30 No
## 1064 Bank transfer (automatic) 62.25 612.95 No
## 1065 Mailed check 55.70 795.15 No
## 1066 Bank transfer (automatic) 90.05 2169.80 Yes
## 1067 Mailed check 19.65 973.10 No
## 1068 Electronic check 89.25 2210.20 No
## 1069 Bank transfer (automatic) 99.05 4853.75 Yes
## 1070 Mailed check 54.00 1055.90 No
## 1071 Bank transfer (automatic) 69.75 144.55 Yes
## 1072 Credit card (automatic) 49.05 91.10 Yes
## 1073 Bank transfer (automatic) 56.75 1304.85 No
## 1074 Bank transfer (automatic) 98.05 713.00 Yes
## 1075 Mailed check 21.10 21.10 No
## 1076 Bank transfer (automatic) 96.65 5580.80 No
## 1077 Credit card (automatic) 24.50 1497.90 No
## 1078 Bank transfer (automatic) 114.50 4527.45 Yes
## 1079 Credit card (automatic) 79.20 4590.35 No
## 1080 Electronic check 69.55 200.20 No
## 1081 Bank transfer (automatic) 20.05 614.45 No
## 1082 Electronic check 98.85 4564.90 No
## 1083 Mailed check 25.75 NA No
## 1084 Electronic check 80.95 171.15 Yes
## 1085 Credit card (automatic) 19.60 1012.40 No
## 1086 Electronic check 74.30 940.35 Yes
## 1087 Bank transfer (automatic) 89.70 1047.70 Yes
## 1088 Bank transfer (automatic) 87.65 2766.40 No
## 1089 Credit card (automatic) 100.45 1622.45 Yes
## 1090 Credit card (automatic) 74.75 1129.35 No
## 1091 Bank transfer (automatic) 107.45 5680.90 No
## 1092 Bank transfer (automatic) 75.35 2243.90 No
## 1093 Credit card (automatic) 64.95 4523.25 No
## 1094 Electronic check 100.45 7159.70 No
## 1095 Bank transfer (automatic) 68.50 2839.95 No
## 1096 Electronic check 80.55 80.55 No
## 1097 Bank transfer (automatic) 81.25 580.10 No
## 1098 Electronic check 90.40 2178.60 Yes
## 1099 Electronic check 89.55 6038.55 No
## 1100 Mailed check 55.70 259.40 No
## 1101 Electronic check 24.80 324.15 No
## 1102 Electronic check 20.00 417.65 No
## 1103 Mailed check 56.15 168.15 Yes
## 1104 Electronic check 105.20 5637.85 No
## 1105 Mailed check 19.55 839.40 No
## 1106 Electronic check 79.75 769.10 No
## 1107 Bank transfer (automatic) 97.45 6253.00 No
## 1108 Bank transfer (automatic) 24.25 1641.80 No
## 1109 Credit card (automatic) 24.60 1678.05 No
## 1110 Mailed check 50.15 2058.50 No
## 1111 Bank transfer (automatic) 39.60 2424.50 No
## 1112 Bank transfer (automatic) 94.40 387.20 Yes
## 1113 Mailed check 89.85 6293.45 No
## 1114 Credit card (automatic) 78.95 2839.65 Yes
## 1115 Credit card (automatic) 98.85 3145.90 No
## 1116 Credit card (automatic) 53.85 2200.70 No
## 1117 Electronic check 24.25 914.40 No
## 1118 Credit card (automatic) 89.45 4577.75 No
## 1119 Credit card (automatic) 105.25 4997.50 No
## 1120 Bank transfer (automatic) 59.50 4144.80 No
## 1121 Credit card (automatic) 70.55 1493.55 No
## 1122 Credit card (automatic) 82.50 4179.10 No
## 1123 Credit card (automatic) 44.85 893.55 Yes
## 1124 Bank transfer (automatic) 61.60 1611.00 No
## 1125 Bank transfer (automatic) 49.05 593.05 No
## 1126 Electronic check 105.65 4284.80 Yes
## 1127 Mailed check 74.65 544.55 Yes
## 1128 Mailed check 66.25 1533.80 No
## 1129 Electronic check 19.40 529.80 No
## 1130 Credit card (automatic) 86.05 3865.60 No
## 1131 Credit card (automatic) 19.15 515.75 No
## 1132 Bank transfer (automatic) 64.70 941.00 Yes
## 1133 Bank transfer (automatic) 104.05 1133.65 Yes
## 1134 Mailed check 19.25 48.35 No
## 1135 Electronic check 81.95 2070.05 No
## 1136 Bank transfer (automatic) 114.65 8333.95 No
## 1137 Credit card (automatic) 20.00 1209.25 No
## 1138 Mailed check 19.80 1396.25 No
## 1139 Bank transfer (automatic) 65.15 723.35 No
## 1140 Mailed check 19.65 228.65 No
## 1141 Credit card (automatic) 88.95 1161.75 No
## 1142 Mailed check 20.20 98.35 No
## 1143 Credit card (automatic) 75.20 775.30 No
## 1144 Credit card (automatic) 56.80 1074.65 No
## 1145 Electronic check 35.55 35.55 Yes
## 1146 Bank transfer (automatic) 75.50 2324.70 No
## 1147 Mailed check 35.60 1072.60 No
## 1148 Electronic check 60.25 170.50 No
## 1149 Electronic check 95.15 196.90 Yes
## 1150 Mailed check 96.65 1162.85 Yes
## 1151 Electronic check 40.35 1677.85 No
## 1152 Electronic check 18.85 18.85 No
## 1153 Mailed check 54.85 370.40 No
## 1154 Mailed check 64.30 3410.60 No
## 1155 Bank transfer (automatic) 24.65 1138.80 No
## 1156 Credit card (automatic) 76.10 5264.25 No
## 1157 Mailed check 18.70 1005.70 No
## 1158 Credit card (automatic) 97.95 5936.55 No
## 1159 Credit card (automatic) 94.10 5475.90 No
## 1160 Electronic check 80.40 224.05 Yes
## 1161 Electronic check 95.10 2326.05 No
## 1162 Mailed check 31.35 31.35 Yes
## 1163 Bank transfer (automatic) 72.35 4991.50 No
## 1164 Bank transfer (automatic) 89.75 1052.40 Yes
## 1165 Bank transfer (automatic) 82.70 5831.20 No
## 1166 Credit card (automatic) 19.90 510.80 No
## 1167 Electronic check 53.80 283.95 No
## 1168 Credit card (automatic) 51.55 1295.40 No
## 1169 Mailed check 19.65 19.65 No
## 1170 Credit card (automatic) 44.05 3011.65 No
## 1171 Electronic check 114.00 8093.15 No
## 1172 Electronic check 94.40 5610.25 Yes
## 1173 Electronic check 100.40 3217.65 No
## 1174 Electronic check 19.85 19.85 Yes
## 1175 Mailed check 54.25 773.20 No
## 1176 Credit card (automatic) 80.00 1029.35 No
## 1177 Credit card (automatic) 109.90 669.45 Yes
## 1178 Mailed check 79.20 3593.80 No
## 1179 Electronic check 101.35 1553.95 Yes
## 1180 Electronic check 94.30 3953.15 No
## 1181 Bank transfer (automatic) 49.80 1971.15 No
## 1182 Bank transfer (automatic) 60.05 1236.15 Yes
## 1183 Electronic check 53.75 3196.00 No
## 1184 Electronic check 93.45 4872.20 No
## 1185 Mailed check 87.90 1500.50 No
## 1186 Electronic check 60.15 60.15 Yes
## 1187 Bank transfer (automatic) 61.05 3478.75 No
## 1188 Bank transfer (automatic) 104.05 7413.55 No
## 1189 Electronic check 99.25 3532.00 No
## 1190 Credit card (automatic) 85.70 256.75 No
## 1191 Electronic check 104.85 3887.25 No
## 1192 Credit card (automatic) 69.15 2490.15 No
## 1193 Electronic check 90.45 593.45 Yes
## 1194 Mailed check 74.45 3510.30 No
## 1195 Electronic check 50.45 765.45 No
## 1196 Electronic check 60.00 1259.35 No
## 1197 Electronic check 85.25 5538.35 No
## 1198 Credit card (automatic) 19.45 340.85 No
## 1199 Bank transfer (automatic) 20.75 844.45 No
## 1200 Electronic check 78.90 1348.95 No
## 1201 Credit card (automatic) 104.50 3778.00 No
## 1202 Electronic check 49.40 611.65 No
## 1203 Bank transfer (automatic) 94.25 4867.95 Yes
## 1204 Mailed check 25.00 1505.05 No
## 1205 Credit card (automatic) 25.55 467.85 No
## 1206 Electronic check 74.90 74.90 Yes
## 1207 Electronic check 70.15 194.20 No
## 1208 Credit card (automatic) 69.40 571.45 No
## 1209 Electronic check 80.25 80.25 Yes
## 1210 Electronic check 93.15 5253.95 No
## 1211 Electronic check 69.00 1149.65 Yes
## 1212 Electronic check 66.35 740.80 Yes
## 1213 Electronic check 69.55 521.35 No
## 1214 Bank transfer (automatic) 20.20 1412.65 No
## 1215 Bank transfer (automatic) 86.00 1532.45 Yes
## 1216 Electronic check 80.30 250.05 Yes
## 1217 Credit card (automatic) 20.40 1090.60 No
## 1218 Credit card (automatic) 23.75 1446.80 No
## 1219 Credit card (automatic) 90.55 2282.55 Yes
## 1220 Credit card (automatic) 70.45 4300.45 No
## 1221 Bank transfer (automatic) 65.75 1111.20 No
## 1222 Mailed check 24.60 190.10 No
## 1223 Mailed check 69.25 4447.75 No
## 1224 Electronic check 75.90 143.35 Yes
## 1225 Mailed check 45.85 45.85 Yes
## 1226 Electronic check 49.95 810.20 Yes
## 1227 Bank transfer (automatic) 24.65 1830.05 No
## 1228 Bank transfer (automatic) 90.40 2820.65 No
## 1229 Mailed check 100.85 4847.35 No
## 1230 Credit card (automatic) 75.35 4729.30 No
## 1231 Electronic check 87.20 4017.45 No
## 1232 Credit card (automatic) 64.40 1398.60 No
## 1233 Electronic check 78.30 2564.30 Yes
## 1234 Bank transfer (automatic) 24.70 1685.90 No
## 1235 Electronic check 105.85 5826.65 No
## 1236 Mailed check 98.30 6066.55 No
## 1237 Electronic check 76.95 228.40 Yes
## 1238 Mailed check 19.45 270.20 No
## 1239 Electronic check 96.15 1529.20 Yes
## 1240 Credit card (automatic) 58.70 168.60 No
## 1241 Mailed check 20.15 536.35 No
## 1242 Mailed check 64.50 1888.45 No
## 1243 Electronic check 28.50 629.35 No
## 1244 Electronic check 45.30 45.30 Yes
## 1245 Bank transfer (automatic) 19.40 289.30 Yes
## 1246 Electronic check 90.45 2117.25 No
## 1247 Electronic check 105.15 4730.90 No
## 1248 Bank transfer (automatic) 83.15 2033.05 No
## 1249 Electronic check 90.15 987.95 Yes
## 1250 Mailed check 45.05 45.05 Yes
## 1251 Bank transfer (automatic) 103.20 5744.35 No
## 1252 Electronic check 75.80 75.80 Yes
## 1253 Electronic check 19.45 19.45 No
## 1254 Electronic check 79.30 523.15 Yes
## 1255 Credit card (automatic) 88.80 4805.30 No
## 1256 Electronic check 30.90 59.05 Yes
## 1257 Credit card (automatic) 85.90 6110.75 No
## 1258 Electronic check 34.20 1596.60 No
## 1259 Mailed check 20.15 1046.20 No
## 1260 Credit card (automatic) 95.25 4424.20 Yes
## 1261 Mailed check 50.30 92.75 No
## 1262 Electronic check 80.15 194.55 No
## 1263 Electronic check 51.25 612.10 No
## 1264 Bank transfer (automatic) 89.60 6127.60 Yes
## 1265 Credit card (automatic) 95.20 6671.70 No
## 1266 Credit card (automatic) 94.80 5264.30 No
## 1267 Electronic check 80.25 303.70 No
## 1268 Bank transfer (automatic) 76.10 4818.80 No
## 1269 Electronic check 110.15 6448.05 Yes
## 1270 Bank transfer (automatic) 115.55 7159.05 No
## 1271 Credit card (automatic) 24.65 1574.50 No
## 1272 Electronic check 53.60 2879.20 No
## 1273 Mailed check 19.45 86.05 No
## 1274 Electronic check 88.20 4159.45 No
## 1275 Bank transfer (automatic) 101.15 6638.35 No
## 1276 Mailed check 56.80 3112.05 No
## 1277 Electronic check 99.40 7168.25 No
## 1278 Credit card (automatic) 20.10 1326.25 No
## 1279 Credit card (automatic) 60.70 2234.55 No
## 1280 Bank transfer (automatic) 20.95 495.15 No
## 1281 Bank transfer (automatic) 114.85 8317.95 No
## 1282 Bank transfer (automatic) 19.25 679.80 No
## 1283 Mailed check 62.80 62.80 No
## 1284 Electronic check 105.50 7544.00 No
## 1285 Mailed check 19.85 1188.25 No
## 1286 Electronic check 89.50 676.70 Yes
## 1287 Credit card (automatic) 74.10 74.10 No
## 1288 Electronic check 107.50 3242.50 No
## 1289 Mailed check 19.55 1240.15 No
## 1290 Bank transfer (automatic) 68.80 4111.35 No
## 1291 Credit card (automatic) 84.45 5899.85 No
## 1292 Electronic check 75.00 632.95 Yes
## 1293 Bank transfer (automatic) 84.50 5193.20 No
## 1294 Bank transfer (automatic) 111.20 7530.80 No
## 1295 Electronic check 44.75 270.95 Yes
## 1296 Bank transfer (automatic) 80.60 5460.20 No
## 1297 Bank transfer (automatic) 80.70 1614.20 No
## 1298 Electronic check 75.60 402.50 No
## 1299 Electronic check 57.60 1367.75 No
## 1300 Electronic check 44.05 483.70 Yes
## 1301 Credit card (automatic) 110.60 7962.20 No
## 1302 Credit card (automatic) 58.20 3810.80 No
## 1303 Mailed check 81.00 3533.60 No
## 1304 Bank transfer (automatic) 19.70 1396.90 No
## 1305 Bank transfer (automatic) 85.60 1345.55 Yes
## 1306 Bank transfer (automatic) 59.55 1646.45 No
## 1307 Credit card (automatic) 115.55 8127.60 Yes
## 1308 Mailed check 75.55 2680.15 No
## 1309 Electronic check 86.60 1281.00 Yes
## 1310 Electronic check 85.20 1553.90 Yes
## 1311 Electronic check 97.65 3207.55 Yes
## 1312 Credit card (automatic) 45.10 2049.05 No
## 1313 Bank transfer (automatic) 70.95 3629.20 No
## 1314 Electronic check 109.55 5124.55 Yes
## 1315 Electronic check 89.55 3474.45 Yes
## 1316 Credit card (automatic) 20.90 202.30 No
## 1317 Mailed check 19.95 147.50 No
## 1318 Mailed check 24.60 86.35 No
## 1319 Electronic check 66.70 579.00 No
## 1320 Mailed check 19.45 19.45 Yes
## 1321 Mailed check 94.80 3131.55 No
## 1322 Bank transfer (automatic) 65.85 3928.30 No
## 1323 Bank transfer (automatic) 19.95 187.75 No
## 1324 Bank transfer (automatic) 24.65 1710.15 No
## 1325 Mailed check 20.35 76.35 Yes
## 1326 Electronic check 69.25 69.25 Yes
## 1327 Bank transfer (automatic) 51.25 2151.60 No
## 1328 Bank transfer (automatic) 99.50 5961.10 Yes
## 1329 Electronic check 54.25 1221.55 No
## 1330 Bank transfer (automatic) 19.40 1496.45 No
## 1331 Credit card (automatic) 56.25 1292.20 No
## 1332 Mailed check 25.15 25.15 No
## 1333 Bank transfer (automatic) 23.95 1713.10 No
## 1334 Mailed check 35.40 1748.90 No
## 1335 Electronic check 25.20 25.20 Yes
## 1336 Mailed check 45.00 96.45 Yes
## 1337 Bank transfer (automatic) 75.35 1114.55 No
## 1338 Bank transfer (automatic) 20.40 609.10 No
## 1339 Mailed check 20.15 20.15 Yes
## 1340 Credit card (automatic) 105.00 7133.25 Yes
## 1341 Credit card (automatic) 56.05 NA No
## 1342 Credit card (automatic) 54.70 169.45 Yes
## 1343 Mailed check 20.00 141.60 No
## 1344 Credit card (automatic) 73.05 4688.65 No
## 1345 Mailed check 20.50 563.05 No
## 1346 Credit card (automatic) 100.75 5985.00 No
## 1347 Electronic check 87.25 1258.60 Yes
## 1348 Mailed check 19.95 373.50 No
## 1349 Electronic check 79.95 857.20 Yes
## 1350 Electronic check 49.65 2553.35 No
## 1351 Mailed check 65.65 4322.85 No
## 1352 Electronic check 20.45 250.80 No
## 1353 Bank transfer (automatic) 60.95 4549.05 No
## 1354 Electronic check 20.35 1359.50 No
## 1355 Electronic check 88.35 1639.30 Yes
## 1356 Electronic check 19.50 178.85 No
## 1357 Credit card (automatic) 75.20 633.85 No
## 1358 Bank transfer (automatic) 111.45 5315.10 No
## 1359 Mailed check 70.15 735.50 No
## 1360 Electronic check 94.75 889.90 Yes
## 1361 Electronic check 95.05 1290.00 Yes
## 1362 Electronic check 78.45 330.05 Yes
## 1363 Electronic check 70.20 237.95 Yes
## 1364 Bank transfer (automatic) 92.00 6474.40 No
## 1365 Credit card (automatic) 85.50 4421.95 No
## 1366 Bank transfer (automatic) 41.05 2452.70 Yes
## 1367 Electronic check 85.60 813.85 Yes
## 1368 Electronic check 82.15 4904.85 No
## 1369 Electronic check 84.40 4484.05 No
## 1370 Mailed check 60.90 2033.85 No
## 1371 Bank transfer (automatic) 20.25 538.20 No
## 1372 Electronic check 79.20 79.20 Yes
## 1373 Mailed check 95.30 2192.90 No
## 1374 Mailed check 19.85 19.85 No
## 1375 Mailed check 84.35 3858.05 No
## 1376 Bank transfer (automatic) 19.85 854.80 No
## 1377 Mailed check 70.00 347.40 Yes
## 1378 Bank transfer (automatic) 82.30 5815.15 No
## 1379 Bank transfer (automatic) 66.80 3970.40 No
## 1380 Bank transfer (automatic) 44.60 3058.15 No
## 1381 Bank transfer (automatic) 98.45 6145.20 No
## 1382 Mailed check 70.70 129.20 No
## 1383 Mailed check 24.95 1165.90 No
## 1384 Bank transfer (automatic) 49.95 49.95 Yes
## 1385 Electronic check 69.25 1554.00 Yes
## 1386 Credit card (automatic) 102.50 4904.25 No
## 1387 Credit card (automatic) 86.55 5632.55 No
## 1388 Bank transfer (automatic) 24.30 1643.25 No
## 1389 Credit card (automatic) 58.35 740.55 No
## 1390 Electronic check 94.25 3217.55 Yes
## 1391 Credit card (automatic) 68.75 4888.20 No
## 1392 Electronic check 85.80 2440.25 No
## 1393 Credit card (automatic) 20.10 620.55 No
## 1394 Mailed check 20.35 20.35 No
## 1395 Electronic check 110.80 6840.95 No
## 1396 Electronic check 73.00 3001.20 Yes
## 1397 Credit card (automatic) 100.05 6254.20 Yes
## 1398 Credit card (automatic) 82.85 319.60 No
## 1399 Electronic check 84.35 1938.05 No
## 1400 Mailed check 19.55 294.50 No
## 1401 Mailed check 19.95 58.30 No
## 1402 Credit card (automatic) 99.80 442.85 Yes
## 1403 Electronic check 35.00 553.00 Yes
## 1404 Electronic check 66.25 546.45 No
## 1405 Bank transfer (automatic) 23.30 797.10 No
## 1406 Electronic check 76.00 76.00 Yes
## 1407 Credit card (automatic) 25.30 1673.80 No
## 1408 Mailed check 44.55 343.45 No
## 1409 Credit card (automatic) 104.10 7412.25 No
## 1410 Bank transfer (automatic) 92.55 4039.00 No
## 1411 Electronic check 93.85 170.85 Yes
## 1412 Bank transfer (automatic) 101.45 2948.60 No
## 1413 Electronic check 84.30 1308.40 Yes
## 1414 Credit card (automatic) 94.55 6078.75 No
## 1415 Electronic check 95.50 3418.20 No
## 1416 Credit card (automatic) 100.30 6603.80 No
## 1417 Credit card (automatic) 55.50 3166.90 No
## 1418 Credit card (automatic) 49.85 865.75 No
## 1419 Bank transfer (automatic) 89.55 6373.10 No
## 1420 Mailed check 19.15 1177.05 No
## 1421 Electronic check 99.80 5985.75 No
## 1422 Credit card (automatic) 84.40 732.50 Yes
## 1423 Credit card (automatic) 113.05 7869.05 No
## 1424 Electronic check 101.10 1504.05 Yes
## 1425 Mailed check 19.95 936.70 No
## 1426 Electronic check 74.15 741.40 No
## 1427 Electronic check 92.00 6585.20 No
## 1428 Electronic check 73.85 3122.40 No
## 1429 Electronic check 50.45 50.45 Yes
## 1430 Mailed check 24.45 1088.25 No
## 1431 Credit card (automatic) 24.80 615.35 No
## 1432 Bank transfer (automatic) 64.85 2908.20 No
## 1433 Bank transfer (automatic) 20.75 739.90 No
## 1434 Mailed check 68.95 593.85 No
## 1435 Mailed check 99.95 1132.75 Yes
## 1436 Credit card (automatic) 109.40 7227.45 No
## 1437 Electronic check 91.40 193.60 Yes
## 1438 Mailed check 49.00 1291.35 No
## 1439 Mailed check 50.25 2023.55 No
## 1440 Credit card (automatic) 75.55 349.65 Yes
## 1441 Credit card (automatic) 19.90 153.95 No
## 1442 Bank transfer (automatic) 97.80 5458.80 No
## 1443 Electronic check 100.30 5244.45 No
## 1444 Mailed check 55.80 154.55 No
## 1445 Electronic check 111.15 4507.15 No
## 1446 Mailed check 98.55 2031.95 No
## 1447 Electronic check 50.05 50.05 No
## 1448 Credit card (automatic) 80.80 332.45 Yes
## 1449 Electronic check 20.85 473.90 No
## 1450 Bank transfer (automatic) 19.50 106.80 No
## 1451 Mailed check 19.35 152.60 No
## 1452 Mailed check 69.50 1199.40 No
## 1453 Credit card (automatic) 48.80 2555.05 No
## 1454 Electronic check 94.50 2979.20 No
## 1455 Mailed check 20.65 654.85 No
## 1456 Credit card (automatic) 106.05 3834.40 No
## 1457 Electronic check 100.00 1534.75 Yes
## 1458 Electronic check 108.30 4586.15 No
## 1459 Electronic check 20.55 20.55 Yes
## 1460 Electronic check 99.65 5941.05 No
## 1461 Electronic check 85.30 424.15 Yes
## 1462 Credit card (automatic) 95.90 2234.95 No
## 1463 Mailed check 20.00 666.75 No
## 1464 Electronic check 70.40 281.00 Yes
## 1465 Mailed check 64.95 547.80 No
## 1466 Credit card (automatic) 74.60 74.60 No
## 1467 Electronic check 49.20 571.15 No
## 1468 Mailed check 73.75 1756.60 No
## 1469 Bank transfer (automatic) 92.30 5731.45 No
## 1470 Bank transfer (automatic) 98.80 3475.55 Yes
## 1471 Mailed check 19.20 156.85 No
## 1472 Credit card (automatic) 88.65 2683.20 No
## 1473 Credit card (automatic) 74.40 896.75 Yes
## 1474 Electronic check 98.75 2407.30 Yes
## 1475 Bank transfer (automatic) 95.95 4456.65 No
## 1476 Credit card (automatic) 105.40 6998.95 No
## 1477 Mailed check 20.25 36.80 No
## 1478 Electronic check 106.00 6547.70 Yes
## 1479 Electronic check 104.70 4346.40 Yes
## 1480 Electronic check 49.05 2265.00 No
## 1481 Mailed check 35.55 1309.15 No
## 1482 Credit card (automatic) 65.10 4754.30 No
## 1483 Electronic check 96.85 1235.55 No
## 1484 Credit card (automatic) 69.75 3562.50 No
## 1485 Electronic check 99.20 7213.75 No
## 1486 Electronic check 96.70 2082.95 Yes
## 1487 Credit card (automatic) 55.05 102.75 Yes
## 1488 Electronic check 106.80 5914.40 No
## 1489 Mailed check 51.25 51.25 No
## 1490 Mailed check 57.75 1282.85 No
## 1491 Bank transfer (automatic) 70.85 4738.85 No
## 1492 Mailed check 19.55 19.55 No
## 1493 Electronic check 88.20 1775.80 Yes
## 1494 Bank transfer (automatic) 79.50 795.65 No
## 1495 Mailed check 19.75 145.00 Yes
## 1496 Bank transfer (automatic) 98.15 4993.40 No
## 1497 Electronic check 20.25 61.45 No
## 1498 Bank transfer (automatic) 79.15 4018.55 No
## 1499 Electronic check 75.65 1146.65 Yes
## 1500 Electronic check 94.25 6081.40 No
## 1501 Credit card (automatic) 40.20 1478.85 No
## 1502 Mailed check 19.95 243.65 No
## 1503 Electronic check 55.35 2633.95 No
## 1504 Bank transfer (automatic) 102.15 4735.35 No
## 1505 Electronic check 71.10 1247.75 No
## 1506 Electronic check 74.70 74.70 Yes
## 1507 Bank transfer (automatic) 54.10 3794.50 No
## 1508 Credit card (automatic) 19.65 1008.70 No
## 1509 Bank transfer (automatic) 88.45 2130.55 No
## 1510 Electronic check 76.65 1313.55 Yes
## 1511 Credit card (automatic) 80.40 5727.15 No
## 1512 Bank transfer (automatic) 19.25 1372.90 No
## 1513 Electronic check 84.80 1203.90 No
## 1514 Mailed check 25.80 25.80 Yes
## 1515 Credit card (automatic) 19.50 1215.10 No
## 1516 Electronic check 68.60 2877.05 No
## 1517 Electronic check 92.60 1579.70 No
## 1518 Electronic check 100.55 5514.95 No
## 1519 Credit card (automatic) 20.55 96.10 No
## 1520 Electronic check 42.60 72.40 Yes
## 1521 Mailed check 19.60 55.25 No
## 1522 Electronic check 67.45 2443.30 No
## 1523 Bank transfer (automatic) 68.85 1970.50 Yes
## 1524 Mailed check 43.55 335.40 No
## 1525 Credit card (automatic) 109.85 7002.95 No
## 1526 Mailed check 20.65 158.95 No
## 1527 Electronic check 95.40 293.15 No
## 1528 Bank transfer (automatic) 21.00 1493.75 No
## 1529 Electronic check 56.20 1093.40 No
## 1530 Bank transfer (automatic) 18.40 1057.85 No
## 1531 Credit card (automatic) 90.00 190.05 Yes
## 1532 Electronic check 25.75 882.55 No
## 1533 Credit card (automatic) 19.60 300.40 No
## 1534 Electronic check 75.35 1025.95 Yes
## 1535 Credit card (automatic) 19.80 1436.95 No
## 1536 Electronic check 64.20 475.00 No
## 1537 Bank transfer (automatic) 75.75 5388.15 No
## 1538 Electronic check 78.95 5730.15 No
## 1539 Electronic check 100.85 819.55 Yes
## 1540 Electronic check 50.30 217.10 No
## 1541 Credit card (automatic) 80.30 4896.35 No
## 1542 Bank transfer (automatic) 19.85 1434.10 No
## 1543 Electronic check 21.10 937.10 No
## 1544 Electronic check 69.95 330.15 Yes
## 1545 Mailed check 50.00 1474.90 No
## 1546 Bank transfer (automatic) 104.75 6536.50 No
## 1547 Bank transfer (automatic) 19.85 1128.10 No
## 1548 Electronic check 107.50 6873.75 Yes
## 1549 Electronic check 85.90 2199.05 No
## 1550 Mailed check 45.85 45.85 Yes
## 1551 Electronic check 80.80 457.10 No
## 1552 Mailed check 25.25 566.50 No
## 1553 Bank transfer (automatic) 80.55 2471.60 No
## 1554 Bank transfer (automatic) 81.50 3107.30 No
## 1555 Mailed check 20.90 518.30 No
## 1556 Bank transfer (automatic) 106.10 5769.75 Yes
## 1557 Electronic check 91.70 91.70 Yes
## 1558 Electronic check 67.25 832.30 No
## 1559 Credit card (automatic) 95.60 1555.65 Yes
## 1560 Mailed check 20.35 45.30 No
## 1561 Bank transfer (automatic) 45.05 1790.60 No
## 1562 Electronic check 74.95 74.95 Yes
## 1563 Mailed check 34.65 246.60 No
## 1564 Electronic check 69.35 261.65 No
## 1565 Electronic check 95.35 898.35 Yes
## 1566 Electronic check 81.55 4509.50 No
## 1567 Bank transfer (automatic) 75.40 5480.25 No
## 1568 Credit card (automatic) 67.80 653.15 No
## 1569 Electronic check 111.40 1183.05 No
## 1570 Electronic check 46.30 639.45 No
## 1571 Bank transfer (automatic) 20.40 478.75 No
## 1572 Mailed check 20.05 20.05 No
## 1573 Electronic check 45.00 127.10 Yes
## 1574 Electronic check 96.10 4391.45 No
## 1575 Mailed check 19.65 270.60 No
## 1576 Electronic check 99.50 6710.50 Yes
## 1577 Bank transfer (automatic) 60.65 3975.90 No
## 1578 Bank transfer (automatic) 98.60 1704.95 Yes
## 1579 Mailed check 59.50 415.95 Yes
## 1580 Electronic check 80.45 950.20 Yes
## 1581 Bank transfer (automatic) 71.70 1497.05 No
## 1582 Mailed check 36.00 780.15 No
## 1583 Bank transfer (automatic) 65.20 3512.15 No
## 1584 Credit card (automatic) 48.95 273.25 No
## 1585 Bank transfer (automatic) 53.50 3517.90 No
## 1586 Credit card (automatic) 80.45 3375.90 No
## 1587 Bank transfer (automatic) 109.05 7508.55 No
## 1588 Bank transfer (automatic) 26.30 1245.05 No
## 1589 Electronic check 106.80 5347.95 No
## 1590 Electronic check 64.95 493.65 No
## 1591 Electronic check 19.35 1263.85 No
## 1592 Credit card (automatic) 21.10 385.55 No
## 1593 Credit card (automatic) 77.95 3384.00 Yes
## 1594 Mailed check 18.85 84.20 No
## 1595 Bank transfer (automatic) 26.00 1638.70 No
## 1596 Electronic check 74.70 165.40 Yes
## 1597 Electronic check 70.35 120.25 No
## 1598 Bank transfer (automatic) 96.90 4473.45 No
## 1599 Bank transfer (automatic) 19.55 520.55 No
## 1600 Bank transfer (automatic) 80.40 5717.85 No
## 1601 Electronic check 88.80 88.80 Yes
## 1602 Electronic check 94.65 4312.50 No
## 1603 Electronic check 90.25 2755.35 Yes
## 1604 Bank transfer (automatic) 64.65 994.55 Yes
## 1605 Credit card (automatic) 95.75 6511.25 No
## 1606 Credit card (automatic) 19.55 1218.65 No
## 1607 Credit card (automatic) 104.10 7447.70 No
## 1608 Bank transfer (automatic) 89.05 1169.35 Yes
## 1609 Mailed check 20.10 279.50 No
## 1610 Electronic check 111.55 5720.35 No
## 1611 Credit card (automatic) 60.50 3121.45 No
## 1612 Bank transfer (automatic) 90.95 6468.60 No
## 1613 Electronic check 87.40 5918.80 Yes
## 1614 Mailed check 19.70 675.60 No
## 1615 Bank transfer (automatic) 50.95 3521.70 No
## 1616 Bank transfer (automatic) 20.05 923.10 No
## 1617 Mailed check 19.40 1110.35 No
## 1618 Electronic check 59.45 1611.65 No
## 1619 Electronic check 94.75 2293.60 Yes
## 1620 Credit card (automatic) 81.50 5553.25 No
## 1621 Bank transfer (automatic) 29.05 44.75 No
## 1622 Electronic check 86.45 3029.10 Yes
## 1623 Mailed check 70.60 3231.05 No
## 1624 Bank transfer (automatic) 97.20 5129.45 No
## 1625 Electronic check 98.25 5508.35 Yes
## 1626 Bank transfer (automatic) 75.75 655.90 Yes
## 1627 Bank transfer (automatic) 59.20 1191.20 No
## 1628 Mailed check 75.90 866.40 No
## 1629 Electronic check 90.05 2627.20 No
## 1630 Bank transfer (automatic) 70.95 4741.45 No
## 1631 Electronic check 102.60 4009.20 No
## 1632 Bank transfer (automatic) 85.35 1463.45 Yes
## 1633 Credit card (automatic) 106.10 5082.80 Yes
## 1634 Electronic check 43.80 43.80 No
## 1635 Electronic check 59.00 3707.60 No
## 1636 Electronic check 69.95 220.45 No
## 1637 Bank transfer (automatic) 24.35 1133.70 No
## 1638 Credit card (automatic) 29.45 1983.15 No
## 1639 Credit card (automatic) 84.40 5746.75 No
## 1640 Electronic check 45.05 770.60 Yes
## 1641 Mailed check 20.65 134.05 No
## 1642 Bank transfer (automatic) 87.10 6230.10 No
## 1643 Mailed check 19.85 573.05 No
## 1644 Electronic check 90.35 3419.30 No
## 1645 Mailed check 109.80 3587.25 Yes
## 1646 Electronic check 84.65 3541.35 Yes
## 1647 Mailed check 65.50 3801.30 No
## 1648 Bank transfer (automatic) 79.50 868.50 Yes
## 1649 Electronic check 80.95 4859.10 No
## 1650 Mailed check 56.15 1439.35 No
## 1651 Mailed check 85.80 85.80 Yes
## 1652 Electronic check 79.10 79.10 Yes
## 1653 Mailed check 34.40 592.75 No
## 1654 Mailed check 20.75 1185.95 No
## 1655 Mailed check 18.80 18.80 No
## 1656 Mailed check 44.30 134.50 Yes
## 1657 Electronic check 90.80 4921.20 No
## 1658 Electronic check 25.60 901.25 No
## 1659 Credit card (automatic) 105.95 5341.80 Yes
## 1660 Credit card (automatic) 70.80 4859.95 No
## 1661 Electronic check 25.40 1139.20 No
## 1662 Bank transfer (automatic) 108.80 7082.45 No
## 1663 Electronic check 69.75 324.60 Yes
## 1664 Electronic check 94.65 4812.75 Yes
## 1665 Bank transfer (automatic) 96.05 4399.50 Yes
## 1666 Electronic check 76.85 663.55 No
## 1667 Mailed check 20.25 174.65 No
## 1668 Credit card (automatic) 24.80 321.70 No
## 1669 Electronic check 115.65 5125.50 No
## 1670 Credit card (automatic) 74.60 548.90 No
## 1671 Mailed check 50.15 50.15 Yes
## 1672 Bank transfer (automatic) 103.15 7031.30 No
## 1673 Credit card (automatic) 72.10 5016.65 No
## 1674 Bank transfer (automatic) 113.60 4594.95 Yes
## 1675 Mailed check 25.10 611.45 No
## 1676 Electronic check 78.90 2384.15 Yes
## 1677 Electronic check 80.15 319.85 No
## 1678 Mailed check 25.40 153.30 No
## 1679 Credit card (automatic) 105.40 7035.60 No
## 1680 Mailed check 45.75 344.20 No
## 1681 Mailed check 24.45 1431.65 No
## 1682 Credit card (automatic) 25.00 1849.20 No
## 1683 Electronic check 85.25 6083.10 No
## 1684 Credit card (automatic) 19.60 426.65 No
## 1685 Mailed check 50.15 1655.35 No
## 1686 Electronic check 70.55 1943.90 No
## 1687 Electronic check 60.05 1616.15 Yes
## 1688 Mailed check 26.40 314.95 No
## 1689 Mailed check 20.15 804.85 No
## 1690 Mailed check 58.85 465.70 No
## 1691 Credit card (automatic) 97.55 6669.05 No
## 1692 Credit card (automatic) 19.65 1161.75 No
## 1693 Credit card (automatic) 25.25 947.75 No
## 1694 Credit card (automatic) 114.45 8375.05 No
## 1695 Electronic check 34.70 34.70 Yes
## 1696 Electronic check 70.70 3770.00 No
## 1697 Electronic check 85.30 264.80 Yes
## 1698 Credit card (automatic) 75.55 4707.85 No
## 1699 Electronic check 84.80 6152.40 No
## 1700 Mailed check 20.65 958.10 No
## 1701 Bank transfer (automatic) 20.45 943.00 No
## 1702 Credit card (automatic) 102.45 6615.15 Yes
## 1703 Bank transfer (automatic) 104.40 2200.25 Yes
## 1704 Electronic check 35.65 425.10 No
## 1705 Electronic check 99.75 99.75 Yes
## 1706 Electronic check 90.45 5044.80 No
## 1707 Credit card (automatic) 97.65 6743.55 No
## 1708 Electronic check 73.85 196.40 No
## 1709 Electronic check 74.40 299.70 Yes
## 1710 Credit card (automatic) 69.10 2093.90 No
## 1711 Electronic check 82.75 417.75 No
## 1712 Credit card (automatic) 24.40 1725.40 No
## 1713 Electronic check 55.25 1620.20 No
## 1714 Bank transfer (automatic) 61.35 3169.55 No
## 1715 Credit card (automatic) 76.75 5233.25 No
## 1716 Mailed check 19.40 967.85 No
## 1717 Credit card (automatic) 54.75 438.05 No
## 1718 Credit card (automatic) 19.70 1421.90 No
## 1719 Bank transfer (automatic) 19.90 323.15 No
## 1720 Electronic check 107.95 318.60 No
## 1721 Bank transfer (automatic) 83.80 163.70 No
## 1722 Credit card (automatic) 74.25 639.65 Yes
## 1723 Credit card (automatic) 56.40 2928.50 No
## 1724 Mailed check 20.10 100.35 No
## 1725 Electronic check 94.90 273.20 No
## 1726 Electronic check 94.20 1608.15 No
## 1727 Electronic check 49.90 1441.95 No
## 1728 Electronic check 71.05 2168.15 No
## 1729 Bank transfer (automatic) 81.65 3618.70 No
## 1730 Bank transfer (automatic) 89.45 5692.65 No
## 1731 Electronic check 59.85 59.85 Yes
## 1732 Electronic check 69.60 69.60 Yes
## 1733 Electronic check 99.00 5969.30 No
## 1734 Mailed check 19.05 19.05 No
## 1735 Electronic check 45.40 418.80 Yes
## 1736 Bank transfer (automatic) 114.45 8100.55 No
## 1737 Mailed check 19.50 19.50 Yes
## 1738 Mailed check 44.25 313.45 No
## 1739 Bank transfer (automatic) 90.55 6130.95 No
## 1740 Electronic check 69.90 69.90 Yes
## 1741 Bank transfer (automatic) 20.40 745.30 No
## 1742 Bank transfer (automatic) 71.40 1212.10 No
## 1743 Bank transfer (automatic) 87.15 183.75 Yes
## 1744 Credit card (automatic) 24.85 1583.50 No
## 1745 Bank transfer (automatic) 104.45 4162.05 No
## 1746 Credit card (automatic) 19.80 1119.90 No
## 1747 Bank transfer (automatic) 116.45 8013.55 No
## 1748 Bank transfer (automatic) 84.75 264.85 Yes
## 1749 Credit card (automatic) 20.05 1102.40 No
## 1750 Electronic check 110.75 5832.00 No
## 1751 Bank transfer (automatic) 89.70 4304.50 No
## 1752 Electronic check 89.95 1178.40 Yes
## 1753 Credit card (automatic) 48.70 1421.75 No
## 1754 Bank transfer (automatic) 96.60 6827.50 No
## 1755 Credit card (automatic) 74.30 4698.05 No
## 1756 Electronic check 54.30 654.50 No
## 1757 Bank transfer (automatic) 74.85 3268.05 No
## 1758 Bank transfer (automatic) 79.95 4362.05 No
## 1759 Bank transfer (automatic) 20.05 1386.90 No
## 1760 Mailed check 19.40 415.40 No
## 1761 Bank transfer (automatic) 54.90 2614.10 No
## 1762 Credit card (automatic) 24.45 1513.60 No
## 1763 Bank transfer (automatic) 89.65 3161.60 No
## 1764 Electronic check 45.40 80.95 No
## 1765 Mailed check 75.70 4676.70 No
## 1766 Credit card (automatic) 110.65 6526.65 No
## 1767 Mailed check 20.55 583.30 No
## 1768 Credit card (automatic) 115.15 8078.10 No
## 1769 Credit card (automatic) 58.55 3503.50 No
## 1770 Bank transfer (automatic) 93.25 6669.45 No
## 1771 Electronic check 113.20 4689.50 Yes
## 1772 Electronic check 90.50 1201.15 Yes
## 1773 Electronic check 79.00 143.65 Yes
## 1774 Bank transfer (automatic) 19.35 1292.65 No
## 1775 Mailed check 48.75 48.75 No
## 1776 Electronic check 109.05 7108.20 No
## 1777 Bank transfer (automatic) 25.00 1802.55 No
## 1778 Credit card (automatic) 54.90 1505.15 No
## 1779 Credit card (automatic) 24.75 1859.10 No
## 1780 Electronic check 91.15 168.50 No
## 1781 Bank transfer (automatic) 20.15 390.85 Yes
## 1782 Electronic check 104.35 6339.45 No
## 1783 Electronic check 66.05 1652.40 No
## 1784 Electronic check 71.65 71.65 Yes
## 1785 Mailed check 20.35 77.50 Yes
## 1786 Credit card (automatic) 92.20 6392.85 No
## 1787 Credit card (automatic) 84.25 3264.50 Yes
## 1788 Bank transfer (automatic) 105.20 4599.15 No
## 1789 Bank transfer (automatic) 19.60 1134.25 No
## 1790 Electronic check 30.40 1621.35 No
## 1791 Bank transfer (automatic) 78.10 947.30 Yes
## 1792 Mailed check 61.50 2722.20 No
## 1793 Bank transfer (automatic) 69.40 3058.30 No
## 1794 Bank transfer (automatic) 24.75 1769.60 No
## 1795 Mailed check 91.05 6293.75 No
## 1796 Mailed check 89.65 1761.05 Yes
## 1797 Credit card (automatic) 73.65 1642.75 No
## 1798 Credit card (automatic) 19.40 578.50 No
## 1799 Bank transfer (automatic) 26.20 954.90 No
## 1800 Electronic check 98.70 973.25 Yes
## 1801 Bank transfer (automatic) 43.85 43.85 No
## 1802 Mailed check 69.70 1490.40 No
## 1803 Mailed check 38.55 280.00 No
## 1804 Mailed check 53.10 1901.25 No
## 1805 Mailed check 20.65 716.40 No
## 1806 Credit card (automatic) 64.45 4720.00 No
## 1807 Credit card (automatic) 25.10 930.95 No
## 1808 Electronic check 76.35 76.35 Yes
## 1809 Electronic check 79.15 1676.95 Yes
## 1810 Electronic check 85.00 2642.05 Yes
## 1811 Credit card (automatic) 95.15 6770.85 No
## 1812 Mailed check 79.35 1835.30 No
## 1813 Bank transfer (automatic) 96.65 1588.25 No
## 1814 Electronic check 75.50 75.50 No
## 1815 Mailed check 19.70 258.35 No
## 1816 Credit card (automatic) 20.50 1502.25 No
## 1817 Mailed check 19.20 19.20 No
## 1818 Bank transfer (automatic) 98.35 6929.40 No
## 1819 Bank transfer (automatic) 74.35 4453.30 No
## 1820 Credit card (automatic) 51.35 3244.40 No
## 1821 Mailed check 45.65 323.45 No
## 1822 Electronic check 85.30 2661.10 Yes
## 1823 Credit card (automatic) 86.55 2697.40 Yes
## 1824 Credit card (automatic) 73.85 1424.50 Yes
## 1825 Bank transfer (automatic) 20.30 1401.15 No
## 1826 Electronic check 54.20 1739.60 No
## 1827 Electronic check 90.65 5931.00 No
## 1828 Bank transfer (automatic) 50.90 2333.85 No
## 1829 Electronic check 25.05 949.85 No
## 1830 Electronic check 74.85 572.45 No
## 1831 Mailed check 20.50 696.80 No
## 1832 Mailed check 63.55 1381.80 No
## 1833 Electronic check 44.85 2572.95 Yes
## 1834 Electronic check 47.95 47.95 No
## 1835 Electronic check 45.10 45.10 Yes
## 1836 Electronic check 45.00 45.00 No
## 1837 Electronic check 96.00 2122.45 Yes
## 1838 Bank transfer (automatic) 20.05 20.05 Yes
## 1839 Electronic check 90.05 4931.80 No
## 1840 Credit card (automatic) 25.30 116.95 No
## 1841 Bank transfer (automatic) 108.65 6937.95 Yes
## 1842 Electronic check 24.30 1261.70 No
## 1843 Electronic check 75.95 3273.80 No
## 1844 Credit card (automatic) 19.70 1415.85 No
## 1845 Credit card (automatic) 66.40 3958.20 No
## 1846 Bank transfer (automatic) 35.75 2492.25 No
## 1847 Mailed check 18.80 279.20 No
## 1848 Credit card (automatic) 19.40 1083.00 No
## 1849 Mailed check 19.30 755.50 No
## 1850 Electronic check 45.55 402.60 Yes
## 1851 Credit card (automatic) 67.45 3252.00 No
## 1852 Electronic check 35.10 68.75 Yes
## 1853 Credit card (automatic) 46.20 46.20 Yes
## 1854 Electronic check 45.15 45.15 Yes
## 1855 Electronic check 43.30 43.30 Yes
## 1856 Mailed check 20.10 936.85 No
## 1857 Credit card (automatic) 57.15 2250.65 Yes
## 1858 Credit card (automatic) 58.90 3857.10 No
## 1859 Electronic check 73.20 1441.10 Yes
## 1860 Electronic check 85.35 4338.60 Yes
## 1861 Mailed check 19.45 1378.45 No
## 1862 Mailed check 45.95 45.95 Yes
## 1863 Electronic check 50.50 2566.30 No
## 1864 Mailed check 25.10 171.00 No
## 1865 Mailed check 60.70 1597.40 No
## 1866 Electronic check 99.00 4744.35 No
## 1867 Bank transfer (automatic) 104.40 6721.60 No
## 1868 Electronic check 83.75 247.25 Yes
## 1869 Bank transfer (automatic) 44.05 44.05 No
## 1870 Credit card (automatic) 24.10 1734.65 No
## 1871 Mailed check 45.55 45.55 No
## 1872 Electronic check 93.80 4539.35 No
## 1873 Bank transfer (automatic) 19.70 804.25 No
## 1874 Credit card (automatic) 70.65 5011.15 No
## 1875 Credit card (automatic) 86.45 3574.50 No
## 1876 Credit card (automatic) 114.10 8086.40 No
## 1877 Credit card (automatic) 95.20 4563.00 No
## 1878 Credit card (automatic) 88.55 6362.35 No
## 1879 Credit card (automatic) 20.75 67.10 No
## 1880 Electronic check 70.05 70.05 Yes
## 1881 Electronic check 86.00 165.45 Yes
## 1882 Bank transfer (automatic) 44.65 1156.55 No
## 1883 Mailed check 60.20 1834.15 No
## 1884 Bank transfer (automatic) 100.50 3653.35 Yes
## 1885 Bank transfer (automatic) 55.45 1477.65 No
## 1886 Credit card (automatic) 70.30 1706.45 No
## 1887 Bank transfer (automatic) 60.40 3953.70 No
## 1888 Electronic check 72.65 1194.30 Yes
## 1889 Bank transfer (automatic) 55.80 1327.85 No
## 1890 Mailed check 31.10 419.70 No
## 1891 Electronic check 21.00 21.00 Yes
## 1892 Mailed check 45.10 45.10 Yes
## 1893 Credit card (automatic) 50.95 207.35 No
## 1894 Electronic check 69.10 1083.70 No
## 1895 Electronic check 43.95 2007.85 No
## 1896 Bank transfer (automatic) 86.50 5882.75 No
## 1897 Electronic check 69.95 2657.55 No
## 1898 Bank transfer (automatic) 50.40 1527.50 Yes
## 1899 Electronic check 78.95 378.40 Yes
## 1900 Credit card (automatic) 90.95 1612.20 No
## 1901 Mailed check 19.90 76.65 No
## 1902 Electronic check 20.15 260.70 No
## 1903 Credit card (automatic) 90.60 6441.85 No
## 1904 Electronic check 92.00 266.80 No
## 1905 Electronic check 94.45 5124.60 Yes
## 1906 Mailed check 24.85 962.25 No
## 1907 Credit card (automatic) 36.00 1382.90 No
## 1908 Electronic check 78.50 571.05 No
## 1909 Credit card (automatic) 19.95 1399.35 No
## 1910 Mailed check 20.65 150.00 No
## 1911 Electronic check 30.50 167.20 No
## 1912 Credit card (automatic) 106.10 7657.40 No
## 1913 Bank transfer (automatic) 20.50 865.05 No
## 1914 Electronic check 95.50 6153.85 No
## 1915 Electronic check 64.60 174.20 No
## 1916 Credit card (automatic) 51.10 1269.60 No
## 1917 Bank transfer (automatic) 84.80 3862.55 Yes
## 1918 Credit card (automatic) 89.10 6352.40 No
## 1919 Electronic check 54.95 1348.50 No
## 1920 Mailed check 50.90 50.90 Yes
## 1921 Bank transfer (automatic) 20.45 471.55 No
## 1922 Credit card (automatic) 85.95 5931.75 No
## 1923 Electronic check 60.35 1404.65 No
## 1924 Bank transfer (automatic) 19.80 726.10 No
## 1925 Bank transfer (automatic) 85.35 1961.60 No
## 1926 Bank transfer (automatic) 72.10 4194.85 No
## 1927 Electronic check 99.80 4872.45 Yes
## 1928 Bank transfer (automatic) 107.35 5118.95 Yes
## 1929 Mailed check 19.55 658.95 Yes
## 1930 Electronic check 81.05 81.05 No
## 1931 Electronic check 20.50 76.95 No
## 1932 Bank transfer (automatic) 111.80 5809.75 No
## 1933 Mailed check 20.20 20.20 No
## 1934 Mailed check 19.70 415.90 No
## 1935 Electronic check 79.10 246.50 Yes
## 1936 Bank transfer (automatic) 19.85 996.95 No
## 1937 Bank transfer (automatic) 60.50 3145.15 No
## 1938 Mailed check 19.55 265.30 No
## 1939 Mailed check 20.90 20.90 No
## 1940 Mailed check 21.05 21.05 No
## 1941 Electronic check 71.50 4576.30 No
## 1942 Mailed check 54.65 189.10 No
## 1943 Credit card (automatic) 19.20 908.15 No
## 1944 Credit card (automatic) 49.80 49.80 No
## 1945 Mailed check 25.50 215.20 Yes
## 1946 Bank transfer (automatic) 20.50 1500.95 No
## 1947 Credit card (automatic) 90.40 5099.15 No
## 1948 Bank transfer (automatic) 90.25 6385.95 No
## 1949 Electronic check 80.75 159.45 Yes
## 1950 Bank transfer (automatic) 104.60 6885.75 No
## 1951 Bank transfer (automatic) 91.85 5940.85 Yes
## 1952 Credit card (automatic) 50.20 668.85 No
## 1953 Bank transfer (automatic) 95.50 1916.20 No
## 1954 Electronic check 75.35 75.35 Yes
## 1955 Electronic check 75.45 75.45 Yes
## 1956 Bank transfer (automatic) 95.40 4613.95 No
## 1957 Bank transfer (automatic) 101.30 7261.25 No
## 1958 Electronic check 53.10 2459.80 No
## 1959 Bank transfer (automatic) 84.85 2048.80 No
## 1960 Electronic check 34.25 163.55 No
## 1961 Credit card (automatic) 88.60 2888.70 No
## 1962 Bank transfer (automatic) 60.15 2421.60 No
## 1963 Credit card (automatic) 99.95 2292.75 No
## 1964 Bank transfer (automatic) 70.70 553.40 No
## 1965 Mailed check 54.80 3465.70 No
## 1966 Bank transfer (automatic) 49.55 1210.40 Yes
## 1967 Credit card (automatic) 54.80 1291.30 No
## 1968 Credit card (automatic) 78.60 5356.45 Yes
## 1969 Mailed check 100.30 5200.80 No
## 1970 Electronic check 53.60 3237.05 No
## 1971 Electronic check 81.10 576.65 Yes
## 1972 Credit card (automatic) 19.35 433.75 No
## 1973 Electronic check 85.60 1868.40 No
## 1974 Electronic check 80.80 5728.55 No
## 1975 Electronic check 74.95 825.70 Yes
## 1976 Mailed check 19.60 390.40 No
## 1977 Electronic check 93.55 93.55 Yes
## 1978 Electronic check 90.70 2845.15 No
## 1979 Mailed check 69.75 3894.40 No
## 1980 Bank transfer (automatic) 20.00 886.40 No
## 1981 Electronic check 95.25 1021.55 No
## 1982 Credit card (automatic) 102.10 5885.40 Yes
## 1983 Mailed check 19.95 268.40 No
## 1984 Mailed check 80.85 2204.35 No
## 1985 Bank transfer (automatic) 90.90 1259.00 Yes
## 1986 Mailed check 29.20 309.10 Yes
## 1987 Bank transfer (automatic) 93.30 6398.05 No
## 1988 Bank transfer (automatic) 89.15 2257.75 Yes
## 1989 Electronic check 108.85 6287.25 Yes
## 1990 Credit card (automatic) 46.35 1662.05 No
## 1991 Electronic check 84.75 1350.15 Yes
## 1992 Credit card (automatic) 78.75 3600.65 No
## 1993 Electronic check 83.55 1329.15 No
## 1994 Electronic check 45.70 45.70 Yes
## 1995 Mailed check 19.60 422.50 No
## 1996 Electronic check 69.95 69.95 Yes
## 1997 Mailed check 67.85 4627.65 No
## 1998 Bank transfer (automatic) 105.65 6717.90 No
## 1999 Electronic check 44.60 97.10 Yes
## 2000 Electronic check 74.95 1710.45 Yes
## 2001 Credit card (automatic) 75.50 637.40 No
## 2002 Mailed check 20.15 117.95 No
## 2003 Credit card (automatic) 45.20 2460.55 No
## 2004 Electronic check 95.25 5464.65 Yes
## 2005 Mailed check 89.85 2165.05 Yes
## 2006 Mailed check 100.45 4941.80 Yes
## 2007 Electronic check 47.15 223.15 Yes
## 2008 Electronic check 80.20 181.10 Yes
## 2009 Mailed check 87.10 341.45 Yes
## 2010 Bank transfer (automatic) 79.25 5731.85 No
## 2011 Bank transfer (automatic) 75.90 357.75 Yes
## 2012 Electronic check 85.70 4616.10 No
## 2013 Electronic check 98.75 4533.70 Yes
## 2014 Credit card (automatic) 20.10 589.25 No
## 2015 Bank transfer (automatic) 61.80 750.10 No
## 2016 Mailed check 49.90 1410.25 No
## 2017 Electronic check 86.45 830.85 Yes
## 2018 Bank transfer (automatic) 20.40 743.50 No
## 2019 Mailed check 45.30 45.30 Yes
## 2020 Electronic check 104.10 7040.85 Yes
## 2021 Mailed check 75.40 3865.45 No
## 2022 Mailed check 108.15 6825.65 No
## 2023 Electronic check 86.25 1340.10 No
## 2024 Electronic check 81.00 371.65 Yes
## 2025 Electronic check 95.70 1184.00 No
## 2026 Bank transfer (automatic) 116.85 8477.70 No
## 2027 Bank transfer (automatic) 105.75 7382.85 No
## 2028 Mailed check 20.15 456.85 No
## 2029 Mailed check 19.60 331.60 No
## 2030 Credit card (automatic) 90.60 6056.15 Yes
## 2031 Bank transfer (automatic) 60.95 134.60 No
## 2032 Mailed check 25.05 125.50 No
## 2033 Electronic check 88.15 1390.60 Yes
## 2034 Mailed check 20.20 20.20 Yes
## 2035 Bank transfer (automatic) 60.30 2511.30 No
## 2036 Electronic check 63.95 2737.05 No
## 2037 Electronic check 74.30 74.30 No
## 2038 Mailed check 70.60 70.60 No
## 2039 Electronic check 90.80 2361.80 Yes
## 2040 Electronic check 79.35 1730.35 Yes
## 2041 Bank transfer (automatic) 90.55 6404.00 No
## 2042 Mailed check 19.45 165.35 No
## 2043 Bank transfer (automatic) 64.45 1867.60 No
## 2044 Electronic check 69.65 1043.30 No
## 2045 Mailed check 19.50 128.60 No
## 2046 Bank transfer (automatic) 110.50 7455.45 No
## 2047 Mailed check 24.70 24.70 No
## 2048 Electronic check 77.40 206.15 No
## 2049 Bank transfer (automatic) 96.80 2030.30 Yes
## 2050 Bank transfer (automatic) 85.40 5869.40 No
## 2051 Bank transfer (automatic) 47.60 3377.80 No
## 2052 Mailed check 19.40 1346.20 No
## 2053 Electronic check 103.85 4946.05 No
## 2054 Bank transfer (automatic) 83.35 4065.00 Yes
## 2055 Electronic check 49.40 106.55 Yes
## 2056 Credit card (automatic) 108.45 4964.70 No
## 2057 Bank transfer (automatic) 81.00 4085.75 No
## 2058 Electronic check 79.20 1742.75 Yes
## 2059 Bank transfer (automatic) 86.65 6224.80 No
## 2060 Electronic check 92.95 3415.25 No
## 2061 Electronic check 90.35 6325.25 No
## 2062 Electronic check 48.70 340.25 Yes
## 2063 Credit card (automatic) 25.15 1683.60 No
## 2064 Bank transfer (automatic) 76.40 3966.30 No
## 2065 Bank transfer (automatic) 19.55 608.50 No
## 2066 Electronic check 85.35 2896.60 No
## 2067 Mailed check 24.80 1514.85 No
## 2068 Bank transfer (automatic) 103.15 6792.45 No
## 2069 Mailed check 100.75 4669.20 No
## 2070 Electronic check 95.60 95.60 Yes
## 2071 Credit card (automatic) 59.75 2934.30 Yes
## 2072 Credit card (automatic) 94.10 6302.80 No
## 2073 Bank transfer (automatic) 19.35 779.20 No
## 2074 Mailed check 19.90 283.75 No
## 2075 Credit card (automatic) 108.15 4600.70 Yes
## 2076 Electronic check 101.05 5594.00 No
## 2077 Credit card (automatic) 59.10 772.85 No
## 2078 Electronic check 71.35 71.35 Yes
## 2079 Mailed check 55.85 857.80 No
## 2080 Electronic check 106.05 7554.05 No
## 2081 Credit card (automatic) 84.10 5981.65 No
## 2082 Credit card (automatic) 75.30 1702.90 No
## 2083 Mailed check 24.70 467.15 No
## 2084 Mailed check 20.15 20.15 Yes
## 2085 Bank transfer (automatic) 69.75 69.75 Yes
## 2086 Electronic check 93.20 2931.00 Yes
## 2087 Electronic check 80.85 1400.85 Yes
## 2088 Electronic check 33.65 137.85 Yes
## 2089 Electronic check 55.80 1941.50 No
## 2090 Credit card (automatic) 39.70 1932.75 No
## 2091 Credit card (automatic) 29.50 1423.05 No
## 2092 Credit card (automatic) 20.15 970.85 No
## 2093 Credit card (automatic) 79.55 5810.90 No
## 2094 Credit card (automatic) 24.80 223.90 No
## 2095 Mailed check 19.65 391.70 No
## 2096 Electronic check 79.95 79.95 Yes
## 2097 Electronic check 19.30 19.30 Yes
## 2098 Electronic check 94.05 811.65 No
## 2099 Mailed check 90.75 174.75 No
## 2100 Credit card (automatic) 78.85 3126.85 No
## 2101 Bank transfer (automatic) 99.50 6841.45 No
## 2102 Electronic check 99.20 3754.60 Yes
## 2103 Credit card (automatic) 80.55 1406.65 No
## 2104 Electronic check 70.20 834.70 No
## 2105 Credit card (automatic) 85.20 627.40 Yes
## 2106 Electronic check 75.25 242.00 Yes
## 2107 Credit card (automatic) 59.45 3157.00 No
## 2108 Electronic check 93.35 3092.00 No
## 2109 Bank transfer (automatic) 44.95 2168.90 No
## 2110 Bank transfer (automatic) 26.10 980.35 No
## 2111 Electronic check 20.20 65.95 No
## 2112 Mailed check 21.25 711.90 No
## 2113 Electronic check 59.40 1952.80 No
## 2114 Credit card (automatic) 95.00 4368.85 No
## 2115 Mailed check 61.90 2647.10 No
## 2116 Electronic check 118.65 8477.60 No
## 2117 Electronic check 54.35 54.35 Yes
## 2118 Bank transfer (automatic) 64.45 4528.00 No
## 2119 Electronic check 80.15 1790.65 No
## 2120 Bank transfer (automatic) 20.20 845.60 No
## 2121 Mailed check 21.00 1210.30 No
## 2122 Mailed check 20.45 20.45 No
## 2123 Mailed check 75.85 854.45 No
## 2124 Electronic check 80.45 2429.10 No
## 2125 Electronic check 24.95 100.40 Yes
## 2126 Electronic check 75.50 5229.45 No
## 2127 Mailed check 44.45 44.45 No
## 2128 Electronic check 42.35 1716.45 Yes
## 2129 Credit card (automatic) 74.55 3023.55 No
## 2130 Electronic check 75.30 75.30 Yes
## 2131 Electronic check 94.80 4837.60 Yes
## 2132 Credit card (automatic) 48.15 2032.30 No
## 2133 Mailed check 19.65 436.90 No
## 2134 Electronic check 70.55 70.55 Yes
## 2135 Mailed check 20.15 20.15 No
## 2136 Credit card (automatic) 106.60 5893.95 No
## 2137 Electronic check 91.00 1430.05 No
## 2138 Bank transfer (automatic) 25.40 313.00 No
## 2139 Bank transfer (automatic) 69.95 3871.85 No
## 2140 Electronic check 66.85 458.10 No
## 2141 Credit card (automatic) 86.15 2745.70 Yes
## 2142 Electronic check 20.15 341.35 No
## 2143 Mailed check 64.85 1336.80 No
## 2144 Electronic check 74.85 2181.75 No
## 2145 Mailed check 50.50 147.75 No
## 2146 Electronic check 72.90 818.45 No
## 2147 Credit card (automatic) 115.05 7133.45 No
## 2148 Electronic check 19.00 348.80 No
## 2149 Mailed check 19.55 128.60 No
## 2150 Electronic check 101.10 4674.40 No
## 2151 Electronic check 84.10 1737.45 No
## 2152 Bank transfer (automatic) 24.15 1498.85 No
## 2153 Electronic check 50.10 50.10 No
## 2154 Electronic check 74.60 1797.75 No
## 2155 Mailed check 19.75 498.10 No
## 2156 Electronic check 85.00 2624.25 Yes
## 2157 Electronic check 80.55 184.10 Yes
## 2158 Bank transfer (automatic) 106.80 5498.80 No
## 2159 Electronic check 84.50 4845.40 No
## 2160 Bank transfer (automatic) 25.05 369.10 No
## 2161 Bank transfer (automatic) 83.70 6096.90 No
## 2162 Electronic check 75.80 160.75 Yes
## 2163 Credit card (automatic) 96.60 2684.35 No
## 2164 Electronic check 98.50 3004.15 Yes
## 2165 Credit card (automatic) 101.10 6994.80 No
## 2166 Mailed check 20.20 273.25 No
## 2167 Electronic check 94.05 5483.90 No
## 2168 Electronic check 95.25 1233.65 Yes
## 2169 Mailed check 74.40 527.90 Yes
## 2170 Mailed check 81.00 4985.90 No
## 2171 Electronic check 60.25 1258.35 No
## 2172 Electronic check 60.85 111.40 No
## 2173 Credit card (automatic) 43.95 43.95 No
## 2174 Electronic check 86.05 308.10 No
## 2175 Credit card (automatic) 20.25 383.65 No
## 2176 Electronic check 85.15 2555.90 Yes
## 2177 Credit card (automatic) 19.40 1284.20 No
## 2178 Credit card (automatic) 102.65 7550.30 No
## 2179 Credit card (automatic) 19.90 1110.05 No
## 2180 Electronic check 19.55 99.60 No
## 2181 Credit card (automatic) 95.50 6707.15 No
## 2182 Credit card (automatic) 84.15 4164.40 No
## 2183 Electronic check 103.20 5873.75 No
## 2184 Credit card (automatic) 50.20 109.25 No
## 2185 Electronic check 88.55 179.25 Yes
## 2186 Electronic check 54.75 1338.15 Yes
## 2187 Credit card (automatic) 19.95 862.40 No
## 2188 Electronic check 116.25 8564.75 No
## 2189 Electronic check 31.20 926.20 No
## 2190 Bank transfer (automatic) 24.45 1718.20 No
## 2191 Credit card (automatic) 84.20 5956.85 No
## 2192 Electronic check 91.30 91.30 Yes
## 2193 Bank transfer (automatic) 85.65 4824.45 No
## 2194 Mailed check 21.20 1238.65 No
## 2195 Electronic check 79.50 79.50 Yes
## 2196 Mailed check 25.55 672.20 No
## 2197 Mailed check 20.20 382.20 No
## 2198 Electronic check 63.85 4264.60 No
## 2199 Mailed check 61.95 1070.70 No
## 2200 Mailed check 25.75 1345.85 No
## 2201 Electronic check 58.20 1045.25 No
## 2202 Bank transfer (automatic) 85.85 3003.55 No
## 2203 Mailed check 70.10 467.55 Yes
## 2204 Credit card (automatic) 104.90 7537.50 No
## 2205 Electronic check 111.30 7482.10 Yes
## 2206 Electronic check 99.85 3343.15 No
## 2207 Bank transfer (automatic) 95.25 5427.05 Yes
## 2208 Electronic check 86.25 587.10 Yes
## 2209 Electronic check 100.80 100.80 Yes
## 2210 Bank transfer (automatic) 19.55 161.15 No
## 2211 Electronic check 104.00 7028.50 No
## 2212 Mailed check 104.40 5232.90 No
## 2213 Mailed check 19.50 225.85 No
## 2214 Credit card (automatic) 25.25 274.70 No
## 2215 Electronic check 86.30 1180.95 Yes
## 2216 Bank transfer (automatic) 49.85 3370.20 No
## 2217 Bank transfer (automatic) 108.95 7111.30 No
## 2218 Credit card (automatic) 89.90 5958.85 No
## 2219 Credit card (automatic) 82.00 5999.85 No
## 2220 Electronic check 89.95 1648.45 No
## 2221 Bank transfer (automatic) 79.35 5753.25 No
## 2222 Credit card (automatic) 64.05 4492.90 No
## 2223 Credit card (automatic) 101.15 3956.70 No
## 2224 Electronic check 89.95 2625.55 Yes
## 2225 Electronic check 76.45 1233.40 Yes
## 2226 Electronic check 39.10 1309.00 No
## 2227 Mailed check 34.60 813.45 No
## 2228 Electronic check 19.55 1108.80 No
## 2229 Bank transfer (automatic) 104.45 7349.35 No
## 2230 Electronic check 70.50 294.20 No
## 2231 Mailed check 20.35 929.20 No
## 2232 Electronic check 70.00 740.00 Yes
## 2233 Credit card (automatic) 19.45 754.50 No
## 2234 Mailed check 69.90 3883.30 No
## 2235 Mailed check 59.70 1414.20 No
## 2236 Credit card (automatic) 78.35 3211.20 No
## 2237 Mailed check 71.45 371.60 No
## 2238 Credit card (automatic) 45.85 1246.40 No
## 2239 Electronic check 95.85 95.85 No
## 2240 Credit card (automatic) 35.70 2545.70 No
## 2241 Credit card (automatic) 89.55 6448.85 No
## 2242 Credit card (automatic) 24.95 1468.90 No
## 2243 Electronic check 24.85 1013.60 No
## 2244 Electronic check 100.80 6690.75 No
## 2245 Mailed check 64.40 2088.75 Yes
## 2246 Bank transfer (automatic) 105.35 7240.65 No
## 2247 Electronic check 102.45 102.45 Yes
## 2248 Credit card (automatic) 19.65 830.25 No
## 2249 Bank transfer (automatic) 54.45 1588.70 No
## 2250 Mailed check 70.50 829.30 No
## 2251 Credit card (automatic) 20.10 302.45 No
## 2252 Electronic check 69.35 712.25 No
## 2253 Bank transfer (automatic) 19.80 1336.65 No
## 2254 Bank transfer (automatic) 74.40 5360.75 No
## 2255 Bank transfer (automatic) 93.05 6735.05 No
## 2256 Mailed check 51.20 51.20 No
## 2257 Credit card (automatic) 65.60 1010.00 No
## 2258 Credit card (automatic) 80.55 4847.05 No
## 2259 Mailed check 52.70 3019.70 No
## 2260 Mailed check 20.85 161.65 No
## 2261 Credit card (automatic) 80.10 217.55 Yes
## 2262 Credit card (automatic) 52.15 2583.75 No
## 2263 Electronic check 80.20 146.05 Yes
## 2264 Bank transfer (automatic) 98.15 567.45 Yes
## 2265 Bank transfer (automatic) 114.95 7711.25 No
## 2266 Mailed check 112.95 1384.75 Yes
## 2267 Bank transfer (automatic) 104.45 5481.25 No
## 2268 Credit card (automatic) 113.65 8124.20 No
## 2269 Bank transfer (automatic) 20.60 827.30 No
## 2270 Mailed check 70.90 70.90 Yes
## 2271 Electronic check 86.85 220.95 Yes
## 2272 Electronic check 91.55 3673.60 No
## 2273 Electronic check 49.85 49.85 No
## 2274 Credit card (automatic) 19.80 576.65 No
## 2275 Electronic check 99.85 2331.30 Yes
## 2276 Electronic check 74.50 74.50 Yes
## 2277 Electronic check 104.15 4495.65 No
## 2278 Electronic check 109.15 6941.20 Yes
## 2279 Electronic check 48.20 340.35 No
## 2280 Credit card (automatic) 25.10 1789.90 No
## 2281 Credit card (automatic) 100.15 908.55 No
## 2282 Credit card (automatic) 65.20 1043.35 Yes
## 2283 Credit card (automatic) 99.50 6822.15 Yes
## 2284 Mailed check 71.55 71.55 Yes
## 2285 Mailed check 55.90 157.55 No
## 2286 Electronic check 93.90 5029.20 Yes
## 2287 Credit card (automatic) 64.40 581.70 No
## 2288 Bank transfer (automatic) 108.40 7318.20 Yes
## 2289 Mailed check 85.30 420.45 No
## 2290 Mailed check 107.45 7576.70 No
## 2291 Bank transfer (automatic) 48.75 633.40 Yes
## 2292 Electronic check 85.65 321.65 Yes
## 2293 Credit card (automatic) 91.30 4965.00 No
## 2294 Bank transfer (automatic) 85.95 6151.90 No
## 2295 Electronic check 106.70 1253.90 Yes
## 2296 Electronic check 25.15 25.15 Yes
## 2297 Electronic check 45.20 45.20 No
## 2298 Electronic check 110.35 5893.15 Yes
## 2299 Credit card (automatic) 79.20 5420.65 No
## 2300 Credit card (automatic) 55.50 2627.35 No
## 2301 Credit card (automatic) 103.25 5037.55 Yes
## 2302 Electronic check 90.25 743.75 No
## 2303 Mailed check 91.25 6589.60 No
## 2304 Electronic check 47.80 92.45 Yes
## 2305 Credit card (automatic) 100.90 6733.15 No
## 2306 Bank transfer (automatic) 97.70 3410.00 No
## 2307 Electronic check 69.85 199.85 No
## 2308 Mailed check 65.60 593.30 No
## 2309 Bank transfer (automatic) 104.65 7288.40 No
## 2310 Credit card (automatic) 90.45 5229.80 No
## 2311 Bank transfer (automatic) 63.70 4464.80 No
## 2312 Electronic check 104.50 5068.05 No
## 2313 Mailed check 20.10 401.85 No
## 2314 Credit card (automatic) 104.30 4451.85 No
## 2315 Bank transfer (automatic) 93.25 6688.95 No
## 2316 Bank transfer (automatic) 73.45 2661.10 No
## 2317 Mailed check 20.70 73.05 No
## 2318 Mailed check 25.25 1211.65 No
## 2319 Bank transfer (automatic) 100.50 7030.65 No
## 2320 Electronic check 90.60 1020.20 No
## 2321 Credit card (automatic) 89.40 5597.65 No
## 2322 Bank transfer (automatic) 95.45 6223.30 No
## 2323 Credit card (automatic) 20.45 1024.65 No
## 2324 Credit card (automatic) 98.60 2933.20 Yes
## 2325 Electronic check 83.05 1258.30 Yes
## 2326 Electronic check 19.95 82.90 No
## 2327 Credit card (automatic) 109.15 7789.60 No
## 2328 Credit card (automatic) 85.70 2067.00 No
## 2329 Bank transfer (automatic) 102.05 3452.55 No
## 2330 Electronic check 94.70 5468.95 No
## 2331 Electronic check 64.40 1802.15 No
## 2332 Mailed check 26.80 733.55 No
## 2333 Credit card (automatic) 66.05 3021.45 No
## 2334 Bank transfer (automatic) 65.20 3687.85 No
## 2335 Credit card (automatic) 85.05 1391.15 No
## 2336 Mailed check 55.80 274.35 No
## 2337 Bank transfer (automatic) 70.40 1214.05 Yes
## 2338 Bank transfer (automatic) 104.75 5510.65 Yes
## 2339 Bank transfer (automatic) 19.95 1322.85 No
## 2340 Electronic check 94.25 1973.75 Yes
## 2341 Credit card (automatic) 45.00 2196.30 No
## 2342 Bank transfer (automatic) 114.90 7843.55 No
## 2343 Bank transfer (automatic) 106.40 3211.90 No
## 2344 Mailed check 46.10 130.15 No
## 2345 Mailed check 39.70 692.35 No
## 2346 Bank transfer (automatic) 20.05 85.50 No
## 2347 Credit card (automatic) 95.75 6849.40 No
## 2348 Mailed check 24.40 203.95 No
## 2349 Bank transfer (automatic) 33.60 2117.20 No
## 2350 Bank transfer (automatic) 90.45 6565.85 No
## 2351 Electronic check 84.00 424.75 No
## 2352 Bank transfer (automatic) 67.40 3306.85 No
## 2353 Bank transfer (automatic) 19.70 168.90 No
## 2354 Electronic check 80.35 253.80 No
## 2355 Mailed check 19.60 197.40 No
## 2356 Bank transfer (automatic) 54.20 3838.20 No
## 2357 Credit card (automatic) 45.20 2065.15 No
## 2358 Mailed check 75.10 5064.45 No
## 2359 Electronic check 19.70 1140.05 No
## 2360 Bank transfer (automatic) 72.75 2447.45 No
## 2361 Credit card (automatic) 20.05 1263.90 No
## 2362 Mailed check 45.95 45.95 Yes
## 2363 Electronic check 39.20 1838.15 No
## 2364 Electronic check 44.75 44.75 No
## 2365 Electronic check 82.65 1185.00 No
## 2366 Bank transfer (automatic) 93.90 1743.90 No
## 2367 Electronic check 70.15 70.15 Yes
## 2368 Credit card (automatic) 85.55 85.55 Yes
## 2369 Credit card (automatic) 117.15 8529.50 No
## 2370 Credit card (automatic) 99.25 6549.45 No
## 2371 Bank transfer (automatic) 112.55 7806.50 No
## 2372 Electronic check 25.70 25.70 No
## 2373 Credit card (automatic) 90.30 6287.30 No
## 2374 Credit card (automatic) 49.40 3251.85 No
## 2375 Mailed check 19.40 50.60 No
## 2376 Bank transfer (automatic) 109.70 7904.25 No
## 2377 Electronic check 61.25 729.95 No
## 2378 Electronic check 55.30 2654.05 No
## 2379 Electronic check 70.30 2416.55 Yes
## 2380 Bank transfer (automatic) 106.35 3520.75 Yes
## 2381 Bank transfer (automatic) 103.75 5969.95 No
## 2382 Mailed check 19.50 226.80 No
## 2383 Credit card (automatic) 39.50 1082.75 No
## 2384 Electronic check 26.05 565.75 No
## 2385 Credit card (automatic) 91.05 4370.75 No
## 2386 Mailed check 29.65 90.05 No
## 2387 Mailed check 50.20 2169.40 No
## 2388 Electronic check 105.30 550.60 No
## 2389 Electronic check 55.45 55.45 No
## 2390 Electronic check 85.45 6300.85 No
## 2391 Electronic check 19.80 160.05 No
## 2392 Electronic check 59.25 436.60 No
## 2393 Credit card (automatic) 90.70 1781.35 No
## 2394 Mailed check 103.70 3467.00 Yes
## 2395 Credit card (automatic) 79.05 5552.50 No
## 2396 Electronic check 90.70 2835.50 No
## 2397 Credit card (automatic) 95.00 3591.25 No
## 2398 Electronic check 88.35 88.35 Yes
## 2399 Mailed check 30.25 63.75 No
## 2400 Bank transfer (automatic) 49.85 617.15 No
## 2401 Bank transfer (automatic) 93.00 870.25 No
## 2402 Electronic check 54.55 601.25 No
## 2403 Mailed check 19.70 111.65 No
## 2404 Bank transfer (automatic) 84.80 6046.10 No
## 2405 Credit card (automatic) 94.45 3923.80 No
## 2406 Electronic check 94.20 777.30 Yes
## 2407 Electronic check 96.25 512.45 Yes
## 2408 Electronic check 70.70 141.45 Yes
## 2409 Mailed check 20.85 892.15 No
## 2410 Credit card (automatic) 60.00 1682.05 No
## 2411 Electronic check 80.45 3398.90 No
## 2412 Electronic check 84.95 4984.85 No
## 2413 Mailed check 33.55 1445.30 Yes
## 2414 Credit card (automatic) 49.65 305.55 No
## 2415 Bank transfer (automatic) 20.20 507.90 No
## 2416 Credit card (automatic) 94.55 3640.45 Yes
## 2417 Bank transfer (automatic) 100.50 2673.45 No
## 2418 Electronic check 35.75 389.80 No
## 2419 Bank transfer (automatic) 86.45 2401.05 No
## 2420 Bank transfer (automatic) 53.80 651.55 No
## 2421 Credit card (automatic) 38.55 156.10 No
## 2422 Bank transfer (automatic) 39.90 2796.35 No
## 2423 Electronic check 70.05 70.05 No
## 2424 Mailed check 20.10 407.05 No
## 2425 Bank transfer (automatic) 112.95 6465.00 Yes
## 2426 Electronic check 20.30 511.25 No
## 2427 Credit card (automatic) 35.65 646.05 No
## 2428 Electronic check 35.90 35.90 Yes
## 2429 Bank transfer (automatic) 99.25 3777.15 Yes
## 2430 Credit card (automatic) 82.95 4903.15 No
## 2431 Mailed check 55.65 1653.85 No
## 2432 Mailed check 24.45 47.50 Yes
## 2433 Electronic check 25.20 1306.30 No
## 2434 Mailed check 50.80 463.60 No
## 2435 Mailed check 19.65 60.65 No
## 2436 Credit card (automatic) 59.80 824.85 No
## 2437 Credit card (automatic) 73.55 2094.65 No
## 2438 Electronic check 61.40 438.90 No
## 2439 Bank transfer (automatic) 103.35 847.30 Yes
## 2440 Bank transfer (automatic) 19.90 329.75 No
## 2441 Credit card (automatic) 19.45 674.55 No
## 2442 Mailed check 81.50 162.55 No
## 2443 Electronic check 84.80 546.95 Yes
## 2444 Credit card (automatic) 109.55 7887.25 No
## 2445 Electronic check 99.95 3186.65 Yes
## 2446 Mailed check 74.40 1972.35 No
## 2447 Credit card (automatic) 90.00 1527.35 Yes
## 2448 Electronic check 74.90 490.55 No
## 2449 Electronic check 104.85 1531.40 Yes
## 2450 Bank transfer (automatic) 59.65 683.25 No
## 2451 Bank transfer (automatic) 110.45 8058.85 No
## 2452 Electronic check 106.10 2847.40 Yes
## 2453 Credit card (automatic) 74.20 1133.90 Yes
## 2454 Electronic check 74.45 294.45 No
## 2455 Electronic check 24.55 1719.15 No
## 2456 Electronic check 89.35 461.70 Yes
## 2457 Mailed check 24.55 1160.45 No
## 2458 Electronic check 90.65 5199.80 No
## 2459 Credit card (automatic) 105.05 5163.30 No
## 2460 Credit card (automatic) 20.45 162.30 No
## 2461 Mailed check 19.55 883.35 No
## 2462 Bank transfer (automatic) 19.70 1341.50 No
## 2463 Bank transfer (automatic) 70.45 70.45 No
## 2464 Bank transfer (automatic) 85.65 659.45 No
## 2465 Electronic check 77.15 77.15 Yes
## 2466 Bank transfer (automatic) 35.25 35.25 Yes
## 2467 Mailed check 20.55 1205.05 No
## 2468 Electronic check 97.95 4917.90 No
## 2469 Electronic check 48.55 201.00 Yes
## 2470 Mailed check 20.00 599.30 No
## 2471 Credit card (automatic) 25.25 1733.15 No
## 2472 Credit card (automatic) 98.40 5149.50 Yes
## 2473 Credit card (automatic) 70.90 4677.10 No
## 2474 Mailed check 19.85 119.30 No
## 2475 Electronic check 106.35 4849.10 No
## 2476 Mailed check 99.50 5424.25 No
## 2477 Mailed check 84.70 5878.90 No
## 2478 Mailed check 86.05 244.85 No
## 2479 Mailed check 44.55 220.75 No
## 2480 Credit card (automatic) 75.85 4261.20 No
## 2481 Bank transfer (automatic) 93.85 5574.75 Yes
## 2482 Bank transfer (automatic) 25.00 1501.75 No
## 2483 Electronic check 45.00 89.75 No
## 2484 Electronic check 100.70 4541.20 Yes
## 2485 Mailed check 20.50 255.50 No
## 2486 Electronic check 80.45 1072.00 Yes
## 2487 Electronic check 90.45 2509.25 No
## 2488 Bank transfer (automatic) 60.45 1440.75 No
## 2489 Electronic check 55.25 1715.65 Yes
## 2490 Electronic check 78.45 5333.35 No
## 2491 Mailed check 100.55 3895.35 No
## 2492 Credit card (automatic) 20.35 869.90 No
## 2493 Electronic check 54.45 706.85 Yes
## 2494 Electronic check 90.75 512.25 No
## 2495 Credit card (automatic) 75.35 2636.05 Yes
## 2496 Credit card (automatic) 20.25 814.75 No
## 2497 Credit card (automatic) 20.05 388.60 No
## 2498 Mailed check 19.60 93.45 No
## 2499 Electronic check 53.80 1389.85 No
## 2500 Mailed check 70.20 2894.55 No
## 2501 Electronic check 75.50 4025.60 No
## 2502 Electronic check 20.35 1354.40 No
## 2503 Credit card (automatic) 26.05 1856.40 No
## 2504 Bank transfer (automatic) 20.60 926.00 No
## 2505 Electronic check 75.70 189.20 Yes
## 2506 Bank transfer (automatic) 20.10 682.10 No
## 2507 Bank transfer (automatic) 24.30 1778.70 No
## 2508 Electronic check 24.50 1816.20 No
## 2509 Credit card (automatic) 110.50 7069.25 No
## 2510 Bank transfer (automatic) 25.25 1841.20 No
## 2511 Mailed check 74.25 74.25 Yes
## 2512 Bank transfer (automatic) 90.10 2656.70 No
## 2513 Bank transfer (automatic) 68.75 1689.45 No
## 2514 Mailed check 19.20 1054.75 No
## 2515 Electronic check 89.70 2187.55 Yes
## 2516 Bank transfer (automatic) 115.10 7334.05 No
## 2517 Electronic check 96.40 1581.20 Yes
## 2518 Bank transfer (automatic) 69.50 69.50 Yes
## 2519 Bank transfer (automatic) 99.65 2404.85 No
## 2520 Electronic check 91.45 171.45 No
## 2521 Mailed check 84.75 2839.45 No
## 2522 Credit card (automatic) 85.25 3132.75 Yes
## 2523 Mailed check 78.75 3942.45 No
## 2524 Credit card (automatic) 20.25 873.40 No
## 2525 Credit card (automatic) 19.90 1529.65 No
## 2526 Credit card (automatic) 97.75 6991.60 No
## 2527 Mailed check 19.40 19.40 Yes
## 2528 Electronic check 83.30 803.30 Yes
## 2529 Bank transfer (automatic) 80.10 679.30 Yes
## 2530 Credit card (automatic) 62.70 2791.50 Yes
## 2531 Electronic check 100.40 715.00 No
## 2532 Credit card (automatic) 24.45 1681.60 No
## 2533 Bank transfer (automatic) 101.10 4016.20 No
## 2534 Credit card (automatic) 50.90 3281.65 No
## 2535 Credit card (automatic) 107.20 7317.10 No
## 2536 Bank transfer (automatic) 92.20 6474.45 No
## 2537 Bank transfer (automatic) 25.30 676.35 Yes
## 2538 Bank transfer (automatic) 113.40 8164.10 No
## 2539 Electronic check 40.55 1325.85 No
## 2540 Credit card (automatic) 26.00 1654.85 No
## 2541 Credit card (automatic) 111.95 7795.95 No
## 2542 Credit card (automatic) 53.80 3952.45 No
## 2543 Mailed check 72.10 2495.15 No
## 2544 Mailed check 98.15 1230.25 Yes
## 2545 Electronic check 78.85 876.75 No
## 2546 Bank transfer (automatic) 70.75 4263.45 No
## 2547 Credit card (automatic) 76.15 1992.95 No
## 2548 Mailed check 39.10 1982.10 No
## 2549 Credit card (automatic) 69.95 562.70 No
## 2550 Mailed check 20.05 33.70 No
## 2551 Mailed check 20.05 1090.10 No
## 2552 Bank transfer (automatic) 19.45 227.45 No
## 2553 Electronic check 26.90 1250.85 No
## 2554 Electronic check 19.20 37.20 No
## 2555 Mailed check 50.00 892.70 No
## 2556 Electronic check 60.00 487.75 No
## 2557 Mailed check 84.55 3713.95 No
## 2558 Mailed check 45.45 141.70 No
## 2559 Mailed check 20.05 678.20 No
## 2560 Electronic check 115.55 8425.30 No
## 2561 Electronic check 93.70 4154.80 Yes
## 2562 Credit card (automatic) 99.00 7061.65 No
## 2563 Bank transfer (automatic) 50.55 3364.55 No
## 2564 Mailed check 105.95 2655.25 Yes
## 2565 Credit card (automatic) 82.00 1425.45 Yes
## 2566 Bank transfer (automatic) 25.00 332.50 No
## 2567 Bank transfer (automatic) 91.55 5963.95 No
## 2568 Electronic check 95.75 5742.90 Yes
## 2569 Mailed check 19.35 278.85 No
## 2570 Credit card (automatic) 24.85 1871.85 No
## 2571 Credit card (automatic) 94.05 2866.45 Yes
## 2572 Electronic check 100.40 4303.65 No
## 2573 Bank transfer (automatic) 25.00 1753.00 No
## 2574 Mailed check 54.75 54.75 Yes
## 2575 Bank transfer (automatic) 95.65 3759.05 Yes
## 2576 Bank transfer (automatic) 19.25 617.65 No
## 2577 Bank transfer (automatic) 108.25 5935.10 No
## 2578 Electronic check 94.60 94.60 Yes
## 2579 Electronic check 98.90 2911.30 Yes
## 2580 Credit card (automatic) 20.15 982.95 No
## 2581 Electronic check 101.30 2974.50 No
## 2582 Credit card (automatic) 20.00 198.70 No
## 2583 Electronic check 105.30 1275.65 No
## 2584 Bank transfer (automatic) 69.85 4003.00 No
## 2585 Credit card (automatic) 65.25 3791.60 No
## 2586 Mailed check 19.80 813.30 No
## 2587 Mailed check 19.60 780.25 No
## 2588 Credit card (automatic) 20.05 552.90 No
## 2589 Electronic check 49.40 408.25 No
## 2590 Electronic check 76.05 231.80 Yes
## 2591 Bank transfer (automatic) 88.40 2191.15 No
## 2592 Electronic check 100.60 5611.70 No
## 2593 Mailed check 19.45 246.25 No
## 2594 Bank transfer (automatic) 20.30 1296.15 No
## 2595 Bank transfer (automatic) 107.65 7082.85 No
## 2596 Bank transfer (automatic) 80.45 5662.25 No
## 2597 Credit card (automatic) 58.85 1215.45 No
## 2598 Electronic check 109.60 7854.15 No
## 2599 Electronic check 75.15 525.00 No
## 2600 Credit card (automatic) 73.00 5265.20 No
## 2601 Electronic check 70.10 70.10 No
## 2602 Bank transfer (automatic) 98.65 7129.45 No
## 2603 Electronic check 111.45 7266.95 No
## 2604 Electronic check 114.90 8496.70 No
## 2605 Bank transfer (automatic) 100.55 2878.75 No
## 2606 Mailed check 20.40 261.30 No
## 2607 Electronic check 104.35 3205.60 No
## 2608 Electronic check 69.75 69.75 Yes
## 2609 Electronic check 34.50 279.25 Yes
## 2610 Electronic check 105.55 6281.45 Yes
## 2611 Credit card (automatic) 30.10 1131.30 Yes
## 2612 Electronic check 70.30 738.20 Yes
## 2613 Credit card (automatic) 80.45 1137.05 No
## 2614 Mailed check 80.20 80.20 Yes
## 2615 Credit card (automatic) 94.35 6341.45 Yes
## 2616 Bank transfer (automatic) 91.35 6697.20 No
## 2617 Bank transfer (automatic) 44.60 260.80 Yes
## 2618 Mailed check 19.60 19.60 Yes
## 2619 Electronic check 19.90 505.45 No
## 2620 Electronic check 110.45 3655.45 Yes
## 2621 Electronic check 68.35 1299.80 No
## 2622 Credit card (automatic) 79.10 5564.85 No
## 2623 Electronic check 51.00 1381.80 No
## 2624 Credit card (automatic) 80.55 188.10 No
## 2625 Mailed check 66.70 1077.05 No
## 2626 Electronic check 86.40 4922.40 No
## 2627 Electronic check 50.05 2911.50 No
## 2628 Credit card (automatic) 25.70 826.10 No
## 2629 Mailed check 83.40 83.40 No
## 2630 Credit card (automatic) 70.70 140.70 Yes
## 2631 Credit card (automatic) 84.65 5377.80 No
## 2632 Electronic check 99.25 665.45 Yes
## 2633 Mailed check 64.75 3617.10 No
## 2634 Bank transfer (automatic) 100.15 6643.50 No
## 2635 Electronic check 84.80 84.80 Yes
## 2636 Mailed check 25.25 1559.30 No
## 2637 Credit card (automatic) 113.00 7987.60 No
## 2638 Credit card (automatic) 40.65 1547.35 No
## 2639 Bank transfer (automatic) 105.00 5426.85 Yes
## 2640 Electronic check 54.45 1127.35 Yes
## 2641 Bank transfer (automatic) 94.95 2142.80 No
## 2642 Credit card (automatic) 59.90 287.85 No
## 2643 Electronic check 85.30 4045.65 Yes
## 2644 Electronic check 83.35 2757.85 Yes
## 2645 Credit card (automatic) 33.50 600.00 Yes
## 2646 Credit card (automatic) 19.80 19.80 No
## 2647 Credit card (automatic) 81.80 4534.45 No
## 2648 Mailed check 20.00 40.90 No
## 2649 Electronic check 59.60 2094.90 No
## 2650 Credit card (automatic) 25.00 1584.80 No
## 2651 Credit card (automatic) 84.35 1302.65 No
## 2652 Electronic check 90.35 2238.50 Yes
## 2653 Mailed check 55.55 55.55 No
## 2654 Credit card (automatic) 75.35 5437.75 No
## 2655 Electronic check 90.75 90.75 Yes
## 2656 Mailed check 89.60 365.65 Yes
## 2657 Electronic check 59.30 2209.15 No
## 2658 Electronic check 66.10 1912.15 No
## 2659 Mailed check 18.80 255.55 No
## 2660 Credit card (automatic) 86.45 5175.30 No
## 2661 Credit card (automatic) 52.10 670.65 No
## 2662 Mailed check 47.40 3177.25 No
## 2663 Electronic check 49.25 90.35 Yes
## 2664 Credit card (automatic) 109.15 6557.75 No
## 2665 Credit card (automatic) 94.95 5791.85 No
## 2666 Electronic check 93.55 3055.50 No
## 2667 Credit card (automatic) 79.50 5196.10 No
## 2668 Credit card (automatic) 115.05 8405.00 No
## 2669 Mailed check 19.75 19.75 Yes
## 2670 Electronic check 95.15 1789.25 Yes
## 2671 Mailed check 95.15 5000.05 No
## 2672 Electronic check 105.40 6713.20 No
## 2673 Bank transfer (automatic) 20.10 562.60 No
## 2674 Bank transfer (automatic) 101.35 2317.10 Yes
## 2675 Mailed check 20.05 91.45 No
## 2676 Mailed check 20.70 828.85 No
## 2677 Mailed check 20.35 617.35 No
## 2678 Credit card (automatic) 70.05 266.90 Yes
## 2679 Mailed check 19.70 625.05 No
## 2680 Electronic check 74.65 301.40 Yes
## 2681 Bank transfer (automatic) 85.45 6029.90 No
## 2682 Credit card (automatic) 40.40 1842.70 No
## 2683 Mailed check 50.40 206.60 Yes
## 2684 Mailed check 79.65 604.70 Yes
## 2685 Bank transfer (automatic) 105.20 7386.05 No
## 2686 Bank transfer (automatic) 100.65 7334.05 No
## 2687 Electronic check 79.85 1471.75 Yes
## 2688 Electronic check 91.00 2626.15 No
## 2689 Electronic check 78.75 412.10 Yes
## 2690 Credit card (automatic) 116.75 8277.05 No
## 2691 Credit card (automatic) 80.45 583.45 Yes
## 2692 Electronic check 59.10 369.25 No
## 2693 Electronic check 49.80 1049.05 No
## 2694 Bank transfer (automatic) 19.30 1414.80 No
## 2695 Credit card (automatic) 19.65 169.75 No
## 2696 Credit card (automatic) 81.40 4354.45 No
## 2697 Mailed check 38.90 2719.20 No
## 2698 Bank transfer (automatic) 87.95 6365.35 No
## 2699 Mailed check 19.85 51.60 No
## 2700 Electronic check 96.35 3190.25 No
## 2701 Electronic check 24.15 812.50 No
## 2702 Credit card (automatic) 19.10 1143.80 No
## 2703 Electronic check 44.00 44.00 No
## 2704 Mailed check 50.10 50.10 Yes
## 2705 Credit card (automatic) 60.60 3297.00 No
## 2706 Bank transfer (automatic) 25.65 1887.00 No
## 2707 Electronic check 76.40 151.80 Yes
## 2708 Electronic check 98.70 293.65 Yes
## 2709 Electronic check 100.80 1308.10 Yes
## 2710 Electronic check 53.95 2215.40 No
## 2711 Credit card (automatic) 20.40 482.80 No
## 2712 Bank transfer (automatic) 90.10 2598.95 Yes
## 2713 Mailed check 29.35 216.45 No
## 2714 Mailed check 20.45 20.45 No
## 2715 Bank transfer (automatic) 95.10 5064.85 No
## 2716 Bank transfer (automatic) 25.25 996.45 No
## 2717 Mailed check 44.90 839.65 No
## 2718 Bank transfer (automatic) 92.65 6733.00 No
## 2719 Bank transfer (automatic) 43.70 2618.30 No
## 2720 Credit card (automatic) 72.60 4084.35 No
## 2721 Electronic check 51.55 765.50 Yes
## 2722 Electronic check 79.25 793.55 Yes
## 2723 Mailed check 18.95 613.95 No
## 2724 Credit card (automatic) 20.50 402.85 No
## 2725 Bank transfer (automatic) 19.95 1244.80 No
## 2726 Electronic check 24.50 46.40 No
## 2727 Mailed check 20.60 581.85 No
## 2728 Bank transfer (automatic) 94.85 462.80 Yes
## 2729 Electronic check 61.05 1540.20 No
## 2730 Electronic check 85.70 169.80 Yes
## 2731 Bank transfer (automatic) 106.65 5168.10 No
## 2732 Credit card (automatic) 108.25 6780.10 No
## 2733 Credit card (automatic) 20.40 94.50 No
## 2734 Mailed check 55.30 55.30 No
## 2735 Mailed check 20.25 208.00 No
## 2736 Bank transfer (automatic) 72.95 3829.75 No
## 2737 Electronic check 89.45 5294.60 No
## 2738 Credit card (automatic) 104.65 6889.80 No
## 2739 Bank transfer (automatic) 75.20 3254.35 No
## 2740 Bank transfer (automatic) 101.15 6383.90 No
## 2741 Mailed check 44.40 44.40 Yes
## 2742 Electronic check 89.50 477.70 Yes
## 2743 Bank transfer (automatic) 68.75 4447.55 No
## 2744 Electronic check 111.05 7321.05 No
## 2745 Credit card (automatic) 99.00 4135.00 No
## 2746 Electronic check 86.05 86.05 Yes
## 2747 Mailed check 21.00 697.70 No
## 2748 Mailed check 19.40 168.65 No
## 2749 Electronic check 44.55 174.30 Yes
## 2750 Bank transfer (automatic) 77.20 2753.80 No
## 2751 Mailed check 19.45 69.25 No
## 2752 Mailed check 24.85 434.80 No
## 2753 Bank transfer (automatic) 35.40 1077.50 Yes
## 2754 Mailed check 95.65 95.65 Yes
## 2755 Mailed check 41.35 107.25 No
## 2756 Electronic check 19.60 851.20 No
## 2757 Mailed check 20.95 20.95 Yes
## 2758 Bank transfer (automatic) 84.45 5848.60 No
## 2759 Mailed check 20.25 109.80 No
## 2760 Bank transfer (automatic) 19.65 19.65 No
## 2761 Credit card (automatic) 20.65 595.50 No
## 2762 Electronic check 34.70 329.80 Yes
## 2763 Bank transfer (automatic) 99.30 2513.50 No
## 2764 Electronic check 81.05 5135.35 No
## 2765 Electronic check 67.60 2000.20 No
## 2766 Electronic check 70.15 931.75 No
## 2767 Electronic check 115.00 7396.15 No
## 2768 Bank transfer (automatic) 84.80 3958.85 No
## 2769 Mailed check 19.70 260.90 No
## 2770 Bank transfer (automatic) 19.75 297.30 Yes
## 2771 Electronic check 92.55 1515.10 Yes
## 2772 Mailed check 63.15 816.80 No
## 2773 Credit card (automatic) 74.00 4868.40 No
## 2774 Electronic check 29.10 688.00 No
## 2775 Mailed check 50.05 288.35 No
## 2776 Electronic check 60.05 3229.65 Yes
## 2777 Credit card (automatic) 74.30 1178.25 Yes
## 2778 Electronic check 20.00 185.40 No
## 2779 Mailed check 74.65 966.25 No
## 2780 Electronic check 85.35 758.60 Yes
## 2781 Mailed check 74.30 1863.80 Yes
## 2782 Electronic check 44.40 265.80 No
## 2783 Bank transfer (automatic) 85.40 3297.00 No
## 2784 Electronic check 94.10 4107.30 No
## 2785 Bank transfer (automatic) 98.10 396.30 Yes
## 2786 Electronic check 108.90 2809.05 No
## 2787 Mailed check 56.20 1567.55 No
## 2788 Mailed check 26.10 1851.45 No
## 2789 Credit card (automatic) 85.45 6028.95 No
## 2790 Credit card (automatic) 88.95 2072.75 No
## 2791 Electronic check 109.65 5551.15 Yes
## 2792 Bank transfer (automatic) 74.35 4317.35 No
## 2793 Electronic check 48.85 736.80 No
## 2794 Electronic check 80.10 336.15 No
## 2795 Electronic check 56.05 1522.65 No
## 2796 Electronic check 74.55 622.90 Yes
## 2797 Bank transfer (automatic) 89.80 4959.60 No
## 2798 Electronic check 100.95 329.95 Yes
## 2799 Electronic check 94.90 1048.85 Yes
## 2800 Bank transfer (automatic) 19.10 1001.50 No
## 2801 Mailed check 20.35 442.60 No
## 2802 Credit card (automatic) 106.05 6703.50 No
## 2803 Electronic check 104.90 3351.55 Yes
## 2804 Bank transfer (automatic) 19.65 779.25 No
## 2805 Bank transfer (automatic) 24.10 259.80 Yes
## 2806 Bank transfer (automatic) 59.85 3483.45 No
## 2807 Electronic check 86.10 4890.50 No
## 2808 Mailed check 19.45 136.75 No
## 2809 Electronic check 97.10 184.15 No
## 2810 Electronic check 36.65 1315.00 No
## 2811 Bank transfer (automatic) 103.90 6767.10 No
## 2812 Mailed check 19.75 757.95 No
## 2813 Electronic check 104.05 6890.00 Yes
## 2814 Mailed check 24.55 1657.40 No
## 2815 Bank transfer (automatic) 48.70 3008.55 No
## 2816 Mailed check 88.35 262.05 Yes
## 2817 Electronic check 109.55 8165.10 No
## 2818 Credit card (automatic) 20.65 875.55 No
## 2819 Credit card (automatic) 94.65 2649.15 Yes
## 2820 Electronic check 55.20 220.65 No
## 2821 Bank transfer (automatic) 24.05 1301.90 No
## 2822 Electronic check 74.40 74.40 Yes
## 2823 Credit card (automatic) 79.90 3326.20 Yes
## 2824 Bank transfer (automatic) 20.45 790.00 No
## 2825 Mailed check 19.25 1237.65 No
## 2826 Electronic check 26.35 378.60 No
## 2827 Electronic check 43.80 592.65 No
## 2828 Mailed check 50.15 50.15 No
## 2829 Mailed check 20.45 20.45 No
## 2830 Electronic check 69.70 560.85 Yes
## 2831 Electronic check 61.40 3638.25 No
## 2832 Electronic check 98.10 1060.20 Yes
## 2833 Credit card (automatic) 70.75 2921.75 No
## 2834 Bank transfer (automatic) 61.15 4017.45 No
## 2835 Mailed check 20.25 854.90 No
## 2836 Credit card (automatic) 63.85 4174.35 No
## 2837 Electronic check 98.70 4920.55 No
## 2838 Mailed check 20.50 20.50 Yes
## 2839 Mailed check 20.00 810.30 No
## 2840 Bank transfer (automatic) 19.30 772.40 No
## 2841 Mailed check 84.40 1936.85 No
## 2842 Electronic check 25.10 79.80 No
## 2843 Mailed check 48.25 202.25 No
## 2844 Mailed check 19.85 1070.50 No
## 2845 Electronic check 99.60 347.65 Yes
## 2846 Electronic check 94.20 999.90 No
## 2847 Mailed check 62.15 113.10 No
## 2848 Bank transfer (automatic) 79.30 2015.80 No
## 2849 Credit card (automatic) 56.25 1454.25 No
## 2850 Mailed check 20.30 246.70 No
## 2851 Electronic check 99.00 6017.90 No
## 2852 Mailed check 90.60 5817.45 No
## 2853 Bank transfer (automatic) 85.90 5595.30 No
## 2854 Bank transfer (automatic) 79.20 4765.00 No
## 2855 Bank transfer (automatic) 70.35 1201.65 No
## 2856 Mailed check 19.35 867.30 No
## 2857 Electronic check 50.15 50.15 No
## 2858 Bank transfer (automatic) 63.80 3007.25 No
## 2859 Mailed check 20.55 252.75 No
## 2860 Credit card (automatic) 88.55 6306.50 No
## 2861 Credit card (automatic) 101.40 6841.05 No
## 2862 Electronic check 81.95 81.95 Yes
## 2863 Electronic check 69.35 451.10 Yes
## 2864 Mailed check 44.60 44.60 No
## 2865 Bank transfer (automatic) 63.75 226.20 No
## 2866 Bank transfer (automatic) 109.25 7082.50 No
## 2867 Electronic check 84.60 1017.35 No
## 2868 Credit card (automatic) 20.45 527.35 No
## 2869 Electronic check 85.75 2146.50 No
## 2870 Electronic check 91.10 455.30 Yes
## 2871 Electronic check 107.95 5969.85 No
## 2872 Electronic check 86.10 1235.55 Yes
## 2873 Electronic check 22.95 1014.25 No
## 2874 Bank transfer (automatic) 94.70 2362.10 Yes
## 2875 Credit card (automatic) 19.45 1225.65 No
## 2876 Electronic check 85.10 1873.70 Yes
## 2877 Credit card (automatic) 19.70 386.50 No
## 2878 Electronic check 99.15 6010.05 Yes
## 2879 Bank transfer (automatic) 87.00 1850.65 No
## 2880 Electronic check 102.95 7101.50 Yes
## 2881 Bank transfer (automatic) 79.95 1043.40 No
## 2882 Electronic check 64.00 1910.75 No
## 2883 Electronic check 64.90 716.10 No
## 2884 Mailed check 25.75 1686.15 No
## 2885 Bank transfer (automatic) 90.15 6716.45 No
## 2886 Credit card (automatic) 116.10 7839.85 No
## 2887 Bank transfer (automatic) 104.95 6236.75 No
## 2888 Mailed check 45.05 45.05 Yes
## 2889 Electronic check 71.00 71.00 Yes
## 2890 Mailed check 50.00 2919.85 No
## 2891 Bank transfer (automatic) 70.55 3309.25 Yes
## 2892 Electronic check 79.70 79.70 Yes
## 2893 Mailed check 20.45 20.45 No
## 2894 Electronic check 59.00 1254.70 Yes
## 2895 Credit card (automatic) 60.35 2896.40 Yes
## 2896 Bank transfer (automatic) 19.85 717.50 No
## 2897 Electronic check 19.95 253.80 No
## 2898 Bank transfer (automatic) 26.45 1110.05 No
## 2899 Mailed check 63.40 348.80 No
## 2900 Bank transfer (automatic) 53.95 3888.65 No
## 2901 Electronic check 69.25 69.25 Yes
## 2902 Electronic check 95.10 6843.15 No
## 2903 Electronic check 74.10 450.90 No
## 2904 Mailed check 35.50 432.25 No
## 2905 Mailed check 70.95 1767.35 Yes
## 2906 Electronic check 79.20 1742.45 No
## 2907 Mailed check 48.80 297.35 No
## 2908 Mailed check 89.00 1820.45 Yes
## 2909 Electronic check 99.40 1742.95 Yes
## 2910 Electronic check 55.45 2444.25 No
## 2911 Credit card (automatic) 25.40 949.80 No
## 2912 Bank transfer (automatic) 73.50 73.50 Yes
## 2913 Electronic check 93.50 2970.80 No
## 2914 Credit card (automatic) 63.90 3334.95 No
## 2915 Bank transfer (automatic) 64.85 2010.95 No
## 2916 Bank transfer (automatic) 63.80 4684.30 No
## 2917 Credit card (automatic) 44.45 2181.55 No
## 2918 Bank transfer (automatic) 19.95 1303.25 No
## 2919 Mailed check 43.35 371.40 No
## 2920 Credit card (automatic) 49.65 2409.90 No
## 2921 Mailed check 85.10 6155.40 No
## 2922 Electronic check 95.50 829.10 Yes
## 2923 Mailed check 92.35 2602.90 Yes
## 2924 Mailed check 89.80 4667.00 No
## 2925 Electronic check 74.55 824.75 Yes
## 2926 Mailed check 103.05 5153.50 No
## 2927 Electronic check 116.00 8182.85 No
## 2928 Electronic check 69.90 69.90 No
## 2929 Bank transfer (automatic) 95.10 6683.40 No
## 2930 Mailed check 40.25 1564.05 No
## 2931 Mailed check 25.75 755.60 No
## 2932 Bank transfer (automatic) 105.35 3465.05 No
## 2933 Electronic check 113.60 6292.70 No
## 2934 Bank transfer (automatic) 24.00 1664.30 No
## 2935 Bank transfer (automatic) 19.40 198.10 No
## 2936 Bank transfer (automatic) 86.10 6045.90 No
## 2937 Mailed check 102.65 4108.15 No
## 2938 Electronic check 92.85 5980.75 No
## 2939 Bank transfer (automatic) 97.75 5043.20 No
## 2940 Mailed check 83.80 1029.75 Yes
## 2941 Electronic check 54.45 2854.55 Yes
## 2942 Credit card (automatic) 97.95 7114.25 No
## 2943 Electronic check 19.95 907.05 No
## 2944 Mailed check 24.60 973.95 No
## 2945 Bank transfer (automatic) 50.95 605.75 No
## 2946 Electronic check 75.60 661.55 No
## 2947 Electronic check 80.75 4116.90 No
## 2948 Credit card (automatic) 90.40 4494.65 No
## 2949 Electronic check 99.80 4259.30 Yes
## 2950 Credit card (automatic) 60.25 3282.75 No
## 2951 Electronic check 20.20 55.70 No
## 2952 Mailed check 64.15 1274.45 No
## 2953 Credit card (automatic) 20.25 493.95 No
## 2954 Bank transfer (automatic) 105.85 2239.65 Yes
## 2955 Mailed check 75.45 480.75 Yes
## 2956 Electronic check 93.85 635.60 Yes
## 2957 Electronic check 99.00 5038.15 No
## 2958 Mailed check 80.30 324.20 No
## 2959 Credit card (automatic) 19.55 19.55 No
## 2960 Electronic check 100.75 2793.55 No
## 2961 Electronic check 100.75 2095.00 Yes
## 2962 Mailed check 53.75 648.65 No
## 2963 Mailed check 31.00 95.05 Yes
## 2964 Credit card (automatic) 25.60 917.15 No
## 2965 Electronic check 58.35 1346.90 No
## 2966 Credit card (automatic) 80.00 4242.35 Yes
## 2967 Electronic check 46.35 672.70 No
## 2968 Electronic check 113.75 6561.25 No
## 2969 Electronic check 90.40 268.45 No
## 2970 Electronic check 109.30 7337.55 No
## 2971 Mailed check 70.25 331.90 Yes
## 2972 Credit card (automatic) 90.30 5194.05 No
## 2973 Credit card (automatic) 65.25 4478.85 No
## 2974 Electronic check 100.15 6283.30 Yes
## 2975 Credit card (automatic) 94.50 2659.40 Yes
## 2976 Mailed check 60.65 196.90 No
## 2977 Credit card (automatic) 24.10 439.20 No
## 2978 Mailed check 19.50 19.50 No
## 2979 Electronic check 85.95 2107.15 No
## 2980 Electronic check 53.50 3035.80 No
## 2981 Credit card (automatic) 25.45 1866.45 No
## 2982 Bank transfer (automatic) 20.50 1430.95 No
## 2983 Credit card (automatic) 20.85 1071.60 No
## 2984 Credit card (automatic) 89.90 6457.15 No
## 2985 Mailed check 26.00 684.05 No
## 2986 Mailed check 113.20 3914.05 No
## 2987 Credit card (automatic) 69.05 3842.60 No
## 2988 Mailed check 20.10 670.35 No
## 2989 Electronic check 109.65 7880.25 No
## 2990 Mailed check 19.20 19.20 No
## 2991 Mailed check 33.90 298.45 Yes
## 2992 Electronic check 90.00 3371.75 No
## 2993 Mailed check 34.00 442.45 No
## 2994 Mailed check 20.40 20.40 No
## 2995 Credit card (automatic) 38.60 2345.55 No
## 2996 Bank transfer (automatic) 25.25 25.25 No
## 2997 Mailed check 60.60 1156.35 No
## 2998 Electronic check 89.95 6143.15 Yes
## 2999 Electronic check 74.75 144.80 No
## 3000 Mailed check 20.60 414.95 No
## 3001 Electronic check 84.45 1059.55 Yes
## 3002 Mailed check 20.40 181.80 No
## 3003 Electronic check 81.70 2212.55 No
## 3004 Electronic check 79.50 2180.55 Yes
## 3005 Mailed check 89.15 89.15 Yes
## 3006 Mailed check 20.30 459.95 No
## 3007 Electronic check 74.95 1036.75 Yes
## 3008 Electronic check 74.40 2276.95 Yes
## 3009 Mailed check 20.00 211.95 No
## 3010 Mailed check 25.00 25.00 No
## 3011 Mailed check 80.45 3162.65 No
## 3012 Mailed check 19.75 210.65 No
## 3013 Credit card (automatic) 65.65 3566.70 No
## 3014 Credit card (automatic) 71.00 2080.10 No
## 3015 Electronic check 89.20 4040.20 No
## 3016 Electronic check 86.75 5186.00 No
## 3017 Electronic check 55.30 196.15 Yes
## 3018 Mailed check 61.50 1087.45 No
## 3019 Credit card (automatic) 25.10 1672.15 No
## 3020 Electronic check 55.15 1206.05 Yes
## 3021 Credit card (automatic) 34.05 1113.95 No
## 3022 Mailed check 19.95 107.05 No
## 3023 Mailed check 19.95 38.15 No
## 3024 Credit card (automatic) 89.70 6339.30 No
## 3025 Mailed check 20.40 184.10 No
## 3026 Mailed check 26.30 1688.90 No
## 3027 Electronic check 84.95 1378.25 Yes
## 3028 Mailed check 20.70 137.60 No
## 3029 Mailed check 43.25 219.00 Yes
## 3030 Credit card (automatic) 48.35 1067.15 Yes
## 3031 Electronic check 79.55 79.55 Yes
## 3032 Electronic check 71.05 3444.85 Yes
## 3033 Credit card (automatic) 19.45 369.05 No
## 3034 Bank transfer (automatic) 110.80 7553.60 No
## 3035 Electronic check 84.50 84.50 Yes
## 3036 Electronic check 69.30 1813.10 No
## 3037 Bank transfer (automatic) 49.35 3321.35 No
## 3038 Credit card (automatic) 20.35 707.50 No
## 3039 Electronic check 105.60 7112.15 No
## 3040 Credit card (automatic) 64.45 4641.10 No
## 3041 Credit card (automatic) 108.60 7690.90 Yes
## 3042 Electronic check 49.90 49.90 No
## 3043 Bank transfer (automatic) 30.30 1380.10 Yes
## 3044 Electronic check 30.40 78.65 Yes
## 3045 Mailed check 45.40 45.40 Yes
## 3046 Electronic check 65.65 3094.65 No
## 3047 Bank transfer (automatic) 103.30 6518.35 No
## 3048 Bank transfer (automatic) 84.15 2585.95 Yes
## 3049 Electronic check 44.45 82.70 No
## 3050 Electronic check 19.75 58.85 Yes
## 3051 Credit card (automatic) 85.40 425.90 Yes
## 3052 Bank transfer (automatic) 89.90 6342.70 No
## 3053 Mailed check 55.05 2030.75 No
## 3054 Bank transfer (automatic) 104.10 6700.05 No
## 3055 Bank transfer (automatic) 106.60 7244.70 No
## 3056 Credit card (automatic) 75.20 3678.30 Yes
## 3057 Credit card (automatic) 70.50 3486.65 No
## 3058 Electronic check 19.60 411.15 No
## 3059 Mailed check 55.85 937.50 Yes
## 3060 Mailed check 24.05 1559.15 No
## 3061 Credit card (automatic) 38.10 970.40 No
## 3062 Electronic check 106.40 2483.50 Yes
## 3063 Mailed check 34.25 828.20 No
## 3064 Electronic check 100.05 3810.55 No
## 3065 Electronic check 68.65 1493.20 No
## 3066 Mailed check 45.80 45.80 No
## 3067 Mailed check 75.75 777.30 No
## 3068 Electronic check 84.40 556.35 Yes
## 3069 Credit card (automatic) 96.40 4911.05 No
## 3070 Mailed check 20.55 187.35 No
## 3071 Credit card (automatic) 50.95 307.60 No
## 3072 Mailed check 90.50 4318.35 No
## 3073 Electronic check 79.40 4820.55 No
## 3074 Bank transfer (automatic) 58.75 3038.55 No
## 3075 Credit card (automatic) 59.45 2136.90 No
## 3076 Bank transfer (automatic) 105.70 7472.15 No
## 3077 Electronic check 56.25 389.10 Yes
## 3078 Credit card (automatic) 53.30 2296.25 No
## 3079 Electronic check 85.55 187.45 Yes
## 3080 Bank transfer (automatic) 68.65 261.25 Yes
## 3081 Mailed check 24.30 38.45 No
## 3082 Electronic check 77.85 299.20 Yes
## 3083 Credit card (automatic) 59.90 3043.60 No
## 3084 Credit card (automatic) 23.95 1506.40 No
## 3085 Mailed check 20.15 163.70 No
## 3086 Bank transfer (automatic) 105.35 323.25 Yes
## 3087 Bank transfer (automatic) 95.65 1640.00 No
## 3088 Electronic check 87.05 762.10 Yes
## 3089 Mailed check 81.00 3846.35 No
## 3090 Credit card (automatic) 82.45 5646.60 No
## 3091 Mailed check 53.50 53.50 Yes
## 3092 Bank transfer (automatic) 20.50 79.05 No
## 3093 Mailed check 25.10 25.10 Yes
## 3094 Credit card (automatic) 54.40 1516.60 No
## 3095 Credit card (automatic) 58.60 2224.50 No
## 3096 Electronic check 84.80 888.75 No
## 3097 Credit card (automatic) 61.40 4310.35 No
## 3098 Mailed check 20.40 42.90 No
## 3099 Mailed check 79.65 2365.15 Yes
## 3100 Mailed check 20.15 353.65 No
## 3101 Credit card (automatic) 94.45 5073.10 No
## 3102 Bank transfer (automatic) 79.80 4526.85 No
## 3103 Electronic check 54.20 308.25 Yes
## 3104 Electronic check 19.45 19.45 Yes
## 3105 Electronic check 74.05 678.45 No
## 3106 Bank transfer (automatic) 49.15 1237.30 No
## 3107 Credit card (automatic) 19.40 1023.95 No
## 3108 Bank transfer (automatic) 113.65 8182.75 No
## 3109 Credit card (automatic) 106.00 4532.30 No
## 3110 Bank transfer (automatic) 25.95 1444.05 No
## 3111 Mailed check 19.10 19.10 No
## 3112 Electronic check 103.40 7372.65 Yes
## 3113 Bank transfer (automatic) 100.55 7325.10 No
## 3114 Electronic check 95.40 3474.20 No
## 3115 Bank transfer (automatic) 75.15 392.65 No
## 3116 Electronic check 84.45 1058.60 Yes
## 3117 Credit card (automatic) 89.15 3990.75 No
## 3118 Electronic check 107.90 7475.85 No
## 3119 Credit card (automatic) 19.50 835.50 No
## 3120 Credit card (automatic) 85.95 2628.60 Yes
## 3121 Credit card (automatic) 24.95 1718.35 No
## 3122 Electronic check 59.40 1023.90 Yes
## 3123 Bank transfer (automatic) 19.50 1193.55 No
## 3124 Credit card (automatic) 69.95 1205.50 No
## 3125 Bank transfer (automatic) 82.85 5776.45 No
## 3126 Mailed check 19.00 78.90 No
## 3127 Credit card (automatic) 38.85 1025.15 No
## 3128 Electronic check 30.60 856.35 Yes
## 3129 Credit card (automatic) 20.35 122.00 No
## 3130 Bank transfer (automatic) 95.00 6602.90 No
## 3131 Bank transfer (automatic) 74.40 1712.90 No
## 3132 Bank transfer (automatic) 78.45 5682.25 No
## 3133 Mailed check 74.30 74.30 No
## 3134 Bank transfer (automatic) 51.05 3635.15 No
## 3135 Bank transfer (automatic) 19.20 702.90 No
## 3136 Electronic check 99.55 3734.25 Yes
## 3137 Electronic check 70.00 1144.50 Yes
## 3138 Bank transfer (automatic) 109.10 4454.25 No
## 3139 Electronic check 45.30 45.30 Yes
## 3140 Bank transfer (automatic) 29.85 75.60 Yes
## 3141 Electronic check 76.45 1117.55 No
## 3142 Credit card (automatic) 95.10 180.25 Yes
## 3143 Mailed check 19.80 19.80 Yes
## 3144 Electronic check 72.80 930.05 No
## 3145 Mailed check 18.95 110.15 No
## 3146 Bank transfer (automatic) 76.65 333.60 Yes
## 3147 Mailed check 99.15 465.05 Yes
## 3148 Electronic check 101.75 1669.40 No
## 3149 Credit card (automatic) 75.45 3545.10 No
## 3150 Mailed check 64.10 504.05 No
## 3151 Mailed check 25.65 440.20 No
## 3152 Mailed check 75.10 1151.55 No
## 3153 Bank transfer (automatic) 95.85 2475.35 No
## 3154 Electronic check 54.40 1249.25 No
## 3155 Electronic check 72.75 317.75 No
## 3156 Mailed check 19.85 535.05 No
## 3157 Mailed check 19.05 461.30 No
## 3158 Mailed check 44.95 431.00 Yes
## 3159 Mailed check 49.55 878.35 Yes
## 3160 Electronic check 94.85 335.75 No
## 3161 Bank transfer (automatic) 46.25 3121.40 No
## 3162 Mailed check 19.35 324.80 No
## 3163 Mailed check 69.60 1394.55 No
## 3164 Electronic check 90.70 3413.25 No
## 3165 Electronic check 101.40 3143.65 No
## 3166 Mailed check 20.25 439.75 No
## 3167 Bank transfer (automatic) 48.80 664.40 No
## 3168 Mailed check 74.35 4759.55 No
## 3169 Mailed check 19.35 1033.00 No
## 3170 Electronic check 68.75 3482.85 No
## 3171 Electronic check 100.20 2688.45 No
## 3172 Credit card (automatic) 20.85 435.25 No
## 3173 Electronic check 95.90 2448.75 Yes
## 3174 Mailed check 19.35 307.00 No
## 3175 Credit card (automatic) 45.00 2689.35 No
## 3176 Bank transfer (automatic) 81.50 1329.20 Yes
## 3177 Mailed check 25.50 1281.25 No
## 3178 Mailed check 48.90 3527.00 No
## 3179 Electronic check 84.10 4348.65 Yes
## 3180 Mailed check 19.60 561.15 No
## 3181 Mailed check 20.00 63.60 No
## 3182 Mailed check 81.30 5129.30 No
## 3183 Credit card (automatic) 95.20 4285.80 No
## 3184 Mailed check 36.45 93.70 Yes
## 3185 Credit card (automatic) 83.30 5894.50 No
## 3186 Mailed check 25.05 25.05 Yes
## 3187 Credit card (automatic) 20.30 1160.75 No
## 3188 Electronic check 89.85 3091.75 No
## 3189 Electronic check 49.85 365.55 Yes
## 3190 Mailed check 19.80 272.95 No
## 3191 Bank transfer (automatic) 54.65 3632.00 No
## 3192 Credit card (automatic) 29.35 381.20 No
## 3193 Bank transfer (automatic) 19.15 1035.50 No
## 3194 Mailed check 19.10 52.00 No
## 3195 Credit card (automatic) 55.55 2342.20 Yes
## 3196 Electronic check 80.55 653.90 No
## 3197 Mailed check 20.25 71.20 No
## 3198 Bank transfer (automatic) 69.50 1498.20 Yes
## 3199 Bank transfer (automatic) 106.00 4178.65 No
## 3200 Bank transfer (automatic) 25.50 1821.80 No
## 3201 Electronic check 104.30 5278.15 Yes
## 3202 Mailed check 79.60 4024.20 No
## 3203 Electronic check 55.25 55.25 No
## 3204 Bank transfer (automatic) 88.05 6520.80 No
## 3205 Bank transfer (automatic) 20.40 854.90 No
## 3206 Bank transfer (automatic) 117.60 8308.90 No
## 3207 Mailed check 20.00 109.20 No
## 3208 Credit card (automatic) 19.65 92.05 No
## 3209 Credit card (automatic) 70.55 3420.50 No
## 3210 Electronic check 93.85 93.85 Yes
## 3211 Mailed check 65.80 4068.00 No
## 3212 Credit card (automatic) 20.05 337.90 No
## 3213 Electronic check 80.00 3168.75 No
## 3214 Credit card (automatic) 35.40 1412.40 No
## 3215 Bank transfer (automatic) 79.60 3974.70 No
## 3216 Electronic check 80.25 3439.00 No
## 3217 Mailed check 50.45 50.45 Yes
## 3218 Mailed check 20.45 42.45 No
## 3219 Credit card (automatic) 79.60 5461.45 No
## 3220 Mailed check 24.70 571.75 No
## 3221 Credit card (automatic) 77.30 5498.20 No
## 3222 Electronic check 29.75 96.85 No
## 3223 Bank transfer (automatic) 44.90 111.05 No
## 3224 Credit card (automatic) 29.80 94.40 No
## 3225 Electronic check 74.65 521.10 Yes
## 3226 Electronic check 71.95 923.85 No
## 3227 Mailed check 20.75 141.10 No
## 3228 Mailed check 56.30 628.65 No
## 3229 Electronic check 105.25 5576.30 No
## 3230 Electronic check 94.20 1046.10 Yes
## 3231 Mailed check 19.55 1245.60 No
## 3232 Mailed check 84.45 1287.85 No
## 3233 Mailed check 53.65 1939.35 No
## 3234 Electronic check 29.90 118.25 No
## 3235 Mailed check 19.70 452.55 No
## 3236 Credit card (automatic) 43.70 2696.55 No
## 3237 Electronic check 55.30 875.35 No
## 3238 Credit card (automatic) 19.85 1267.05 No
## 3239 Credit card (automatic) 19.65 494.90 No
## 3240 Mailed check 49.45 799.00 No
## 3241 Bank transfer (automatic) 106.55 5763.30 Yes
## 3242 Mailed check 20.10 20.10 Yes
## 3243 Mailed check 20.45 106.90 No
## 3244 Electronic check 39.70 710.05 No
## 3245 Credit card (automatic) 54.50 568.20 No
## 3246 Electronic check 83.80 1900.25 Yes
## 3247 Mailed check 55.15 159.15 Yes
## 3248 Bank transfer (automatic) 111.60 8012.75 No
## 3249 Electronic check 86.65 856.65 Yes
## 3250 Mailed check 55.55 551.30 No
## 3251 Mailed check 20.55 184.95 No
## 3252 Bank transfer (automatic) 106.75 4056.75 Yes
## 3253 Mailed check 62.10 1096.65 No
## 3254 Credit card (automatic) 104.50 3684.95 No
## 3255 Electronic check 101.80 1752.45 No
## 3256 Credit card (automatic) 110.60 7210.85 No
## 3257 Bank transfer (automatic) 84.90 5264.50 No
## 3258 Mailed check 93.20 2157.30 No
## 3259 Electronic check 24.40 24.40 No
## 3260 Credit card (automatic) 70.55 433.95 No
## 3261 Electronic check 78.45 2435.15 Yes
## 3262 Credit card (automatic) 85.00 5607.75 No
## 3263 Electronic check 87.45 2874.15 Yes
## 3264 Bank transfer (automatic) 85.80 4433.30 No
## 3265 Electronic check 91.10 964.35 No
## 3266 Electronic check 70.75 1974.80 Yes
## 3267 Bank transfer (automatic) 20.10 1460.85 No
## 3268 Mailed check 20.05 951.55 No
## 3269 Mailed check 74.80 1821.20 No
## 3270 Credit card (automatic) 24.80 1600.95 No
## 3271 Mailed check 100.85 399.25 No
## 3272 Electronic check 101.35 1218.55 Yes
## 3273 Electronic check 81.70 81.70 Yes
## 3274 Electronic check 68.25 2171.15 Yes
## 3275 Electronic check 105.10 3634.80 No
## 3276 Mailed check 20.40 292.40 No
## 3277 Electronic check 79.15 317.25 Yes
## 3278 Mailed check 20.00 218.55 No
## 3279 Bank transfer (automatic) 79.40 5071.90 No
## 3280 Credit card (automatic) 57.20 1423.35 No
## 3281 Electronic check 58.60 3068.60 No
## 3282 Electronic check 94.80 4690.65 No
## 3283 Bank transfer (automatic) 102.50 6157.60 No
## 3284 Credit card (automatic) 20.35 1442.65 No
## 3285 Electronic check 84.90 3369.05 No
## 3286 Credit card (automatic) 69.20 4671.65 No
## 3287 Electronic check 95.45 3474.05 Yes
## 3288 Electronic check 100.95 1875.55 Yes
## 3289 Mailed check 20.85 272.35 No
## 3290 Bank transfer (automatic) 88.50 3645.05 No
## 3291 Mailed check 35.00 135.75 No
## 3292 Electronic check 55.15 1319.85 No
## 3293 Credit card (automatic) 50.95 229.40 No
## 3294 Electronic check 64.00 370.25 No
## 3295 Mailed check 69.10 69.10 Yes
## 3296 Bank transfer (automatic) 80.20 5714.20 No
## 3297 Credit card (automatic) 49.30 1233.25 No
## 3298 Credit card (automatic) 84.35 3571.60 No
## 3299 Mailed check 20.05 83.30 No
## 3300 Credit card (automatic) 117.20 8035.95 No
## 3301 Mailed check 20.10 579.40 No
## 3302 Electronic check 69.60 69.60 Yes
## 3303 Electronic check 103.45 3066.45 Yes
## 3304 Bank transfer (automatic) 77.95 305.55 Yes
## 3305 Electronic check 109.95 7634.25 No
## 3306 Electronic check 94.75 3653.00 No
## 3307 Electronic check 80.00 241.30 No
## 3308 Electronic check 79.65 3870.30 No
## 3309 Mailed check 25.20 387.90 No
## 3310 Credit card (automatic) 19.90 527.50 No
## 3311 Electronic check 78.45 78.45 Yes
## 3312 Electronic check 44.80 2104.55 No
## 3313 Mailed check 20.30 20.30 No
## 3314 Electronic check 19.20 19.20 No
## 3315 Electronic check 80.05 3019.10 No
## 3316 Bank transfer (automatic) 107.35 7051.95 No
## 3317 Bank transfer (automatic) 47.85 1190.50 No
## 3318 Credit card (automatic) 70.80 4448.80 No
## 3319 Mailed check 29.50 255.25 Yes
## 3320 Electronic check 70.75 146.90 Yes
## 3321 Credit card (automatic) 59.10 1011.05 No
## 3322 Mailed check 25.55 1714.95 No
## 3323 Electronic check 84.45 762.50 Yes
## 3324 Mailed check 20.25 535.35 No
## 3325 Electronic check 75.55 75.55 No
## 3326 Electronic check 85.65 338.90 Yes
## 3327 Credit card (automatic) 70.15 2497.35 Yes
## 3328 Electronic check 95.30 6273.40 No
## 3329 Electronic check 70.25 70.25 No
## 3330 Mailed check 50.30 908.75 No
## 3331 Electronic check 97.80 4913.30 Yes
## 3332 Mailed check 19.85 NA No
## 3333 Mailed check 46.30 46.30 Yes
## 3334 Bank transfer (automatic) 19.35 212.30 No
## 3335 Electronic check 106.30 4443.45 Yes
## 3336 Electronic check 25.00 316.20 No
## 3337 Mailed check 20.30 1079.05 No
## 3338 Electronic check 75.35 564.65 No
## 3339 Electronic check 89.40 1095.65 Yes
## 3340 Credit card (automatic) 88.00 6161.90 No
## 3341 Credit card (automatic) 83.15 446.05 Yes
## 3342 Mailed check 43.80 2106.05 No
## 3343 Credit card (automatic) 62.05 2511.55 No
## 3344 Bank transfer (automatic) 20.10 318.60 No
## 3345 Mailed check 74.15 811.80 Yes
## 3346 Electronic check 101.35 7323.15 No
## 3347 Electronic check 84.05 186.05 No
## 3348 Mailed check 20.90 454.00 No
## 3349 Electronic check 105.90 7521.95 No
## 3350 Electronic check 99.50 1056.95 Yes
## 3351 Mailed check 44.15 44.15 Yes
## 3352 Mailed check 53.90 834.15 Yes
## 3353 Mailed check 85.45 85.45 Yes
## 3354 Credit card (automatic) 85.05 999.80 No
## 3355 Bank transfer (automatic) 44.10 2369.70 No
## 3356 Credit card (automatic) 90.20 6297.65 No
## 3357 Mailed check 50.85 239.55 Yes
## 3358 Electronic check 59.20 59.20 Yes
## 3359 Mailed check 53.45 1461.45 No
## 3360 Mailed check 19.95 416.40 No
## 3361 Electronic check 83.20 1060.60 Yes
## 3362 Credit card (automatic) 74.65 4869.35 No
## 3363 Electronic check 54.90 54.90 Yes
## 3364 Bank transfer (automatic) 57.50 3265.95 No
## 3365 Electronic check 103.90 2254.20 Yes
## 3366 Mailed check 19.65 358.15 No
## 3367 Electronic check 93.80 2939.80 No
## 3368 Mailed check 89.25 4652.40 No
## 3369 Electronic check 94.15 4408.45 No
## 3370 Electronic check 55.60 580.80 No
## 3371 Bank transfer (automatic) 48.70 2495.20 No
## 3372 Mailed check 19.25 180.30 Yes
## 3373 Bank transfer (automatic) 104.90 5913.95 No
## 3374 Mailed check 75.45 158.40 Yes
## 3375 Mailed check 54.85 104.20 Yes
## 3376 Bank transfer (automatic) 19.90 1389.35 No
## 3377 Mailed check 19.40 19.40 No
## 3378 Credit card (automatic) 25.05 1629.20 No
## 3379 Mailed check 84.45 6033.10 No
## 3380 Mailed check 19.30 44.40 No
## 3381 Electronic check 95.10 95.10 Yes
## 3382 Bank transfer (automatic) 79.85 3320.75 No
## 3383 Credit card (automatic) 25.55 1867.70 No
## 3384 Electronic check 75.50 438.00 Yes
## 3385 Electronic check 73.75 325.45 Yes
## 3386 Electronic check 96.05 1148.10 Yes
## 3387 Electronic check 68.40 3972.25 No
## 3388 Mailed check 20.65 155.90 No
## 3389 Mailed check 55.15 3673.15 No
## 3390 Mailed check 70.60 70.60 No
## 3391 Credit card (automatic) 19.95 1126.75 No
## 3392 Mailed check 19.00 73.45 No
## 3393 Mailed check 44.10 2413.05 No
## 3394 Bank transfer (automatic) 107.60 6912.70 No
## 3395 Electronic check 61.55 1581.95 No
## 3396 Bank transfer (automatic) 90.70 5586.45 No
## 3397 Credit card (automatic) 99.25 5846.65 No
## 3398 Electronic check 91.70 6424.70 No
## 3399 Credit card (automatic) 100.70 6018.65 No
## 3400 Credit card (automatic) 78.45 3373.40 No
## 3401 Bank transfer (automatic) 84.30 1537.90 No
## 3402 Bank transfer (automatic) 19.55 1080.55 No
## 3403 Electronic check 88.95 355.20 Yes
## 3404 Credit card (automatic) 20.45 82.85 No
## 3405 Credit card (automatic) 55.60 2016.45 No
## 3406 Bank transfer (automatic) 86.80 5327.25 No
## 3407 Mailed check 20.95 683.25 No
## 3408 Bank transfer (automatic) 20.05 1263.05 No
## 3409 Credit card (automatic) 50.70 151.30 Yes
## 3410 Electronic check 113.65 7714.65 No
## 3411 Credit card (automatic) 53.40 188.70 Yes
## 3412 Electronic check 101.90 5549.40 Yes
## 3413 Mailed check 59.50 130.50 No
## 3414 Credit card (automatic) 87.80 2621.75 No
## 3415 Mailed check 41.90 1875.25 No
## 3416 Electronic check 83.00 5685.80 Yes
## 3417 Mailed check 69.85 837.50 No
## 3418 Bank transfer (automatic) 56.30 401.50 No
## 3419 Electronic check 109.55 6118.95 No
## 3420 Mailed check 92.15 6480.90 No
## 3421 Bank transfer (automatic) 69.50 1800.05 No
## 3422 Bank transfer (automatic) 97.00 7104.20 No
## 3423 Bank transfer (automatic) 58.35 4214.25 No
## 3424 Mailed check 50.60 50.60 Yes
## 3425 Electronic check 89.50 863.10 Yes
## 3426 Bank transfer (automatic) 70.40 1992.20 No
## 3427 Electronic check 69.80 69.80 Yes
## 3428 Electronic check 94.30 1948.35 No
## 3429 Bank transfer (automatic) 93.80 4750.95 Yes
## 3430 Bank transfer (automatic) 19.55 1007.90 No
## 3431 Electronic check 95.95 5036.90 No
## 3432 Electronic check 101.05 2391.80 Yes
## 3433 Credit card (automatic) 94.80 6859.05 No
## 3434 Electronic check 107.75 6521.90 No
## 3435 Mailed check 54.60 617.85 No
## 3436 Credit card (automatic) 71.30 157.75 No
## 3437 Bank transfer (automatic) 19.50 516.30 No
## 3438 Credit card (automatic) 56.30 2364.00 No
## 3439 Electronic check 94.70 1687.95 Yes
## 3440 Bank transfer (automatic) 104.15 7689.95 Yes
## 3441 Credit card (automatic) 90.55 6239.05 No
## 3442 Mailed check 60.80 2042.05 No
## 3443 Credit card (automatic) 98.80 2807.10 No
## 3444 Credit card (automatic) 98.15 4116.80 No
## 3445 Mailed check 35.35 1317.95 No
## 3446 Electronic check 103.15 4594.65 No
## 3447 Electronic check 107.75 6332.75 No
## 3448 Credit card (automatic) 81.40 3213.75 No
## 3449 Credit card (automatic) 61.45 229.55 Yes
## 3450 Credit card (automatic) 95.70 4976.15 No
## 3451 Electronic check 104.80 7308.95 No
## 3452 Bank transfer (automatic) 70.95 4555.20 No
## 3453 Mailed check 44.95 44.95 No
## 3454 Electronic check 97.65 6982.50 No
## 3455 Mailed check 35.65 1025.15 No
## 3456 Electronic check 90.55 90.55 Yes
## 3457 Mailed check 85.25 5714.20 No
## 3458 Mailed check 19.50 19.50 No
## 3459 Bank transfer (automatic) 88.80 2274.35 Yes
## 3460 Mailed check 25.10 789.55 No
## 3461 Credit card (automatic) 100.05 4834.00 No
## 3462 Electronic check 55.70 3131.80 No
## 3463 Mailed check 85.20 602.55 Yes
## 3464 Electronic check 91.15 3369.25 No
## 3465 Bank transfer (automatic) 83.85 2674.15 No
## 3466 Electronic check 45.90 199.75 No
## 3467 Credit card (automatic) 25.10 1790.80 No
## 3468 Electronic check 91.40 449.75 Yes
## 3469 Mailed check 19.70 19.70 No
## 3470 Electronic check 91.50 1400.30 No
## 3471 Credit card (automatic) 51.30 411.60 No
## 3472 Mailed check 21.10 741.00 No
## 3473 Electronic check 104.75 5841.35 No
## 3474 Bank transfer (automatic) 106.15 4512.70 Yes
## 3475 Electronic check 85.75 5688.45 No
## 3476 Mailed check 20.30 31.90 No
## 3477 Electronic check 100.75 6674.65 No
## 3478 Electronic check 74.15 1345.75 No
## 3479 Electronic check 78.55 1843.05 No
## 3480 Mailed check 45.30 196.95 Yes
## 3481 Credit card (automatic) 19.85 1433.80 No
## 3482 Electronic check 50.70 214.55 No
## 3483 Bank transfer (automatic) 45.00 865.85 No
## 3484 Electronic check 77.80 1358.60 No
## 3485 Electronic check 83.45 3147.15 No
## 3486 Credit card (automatic) 73.25 131.05 Yes
## 3487 Bank transfer (automatic) 94.80 4535.85 No
## 3488 Bank transfer (automatic) 20.10 1078.75 No
## 3489 Mailed check 59.90 542.40 No
## 3490 Credit card (automatic) 90.10 2312.55 No
## 3491 Electronic check 51.05 415.05 Yes
## 3492 Electronic check 70.95 3250.45 No
## 3493 Mailed check 29.20 98.50 No
## 3494 Bank transfer (automatic) 46.60 87.90 No
## 3495 Bank transfer (automatic) 85.35 754.65 Yes
## 3496 Electronic check 75.35 75.35 Yes
## 3497 Bank transfer (automatic) 74.30 1952.25 No
## 3498 Electronic check 69.30 153.80 No
## 3499 Electronic check 75.20 3198.60 Yes
## 3500 Mailed check 20.90 20.90 Yes
## 3501 Electronic check 94.30 5610.15 No
## 3502 Mailed check 76.45 4519.50 No
## 3503 Electronic check 54.00 2440.25 No
## 3504 Electronic check 104.25 6860.60 No
## 3505 Bank transfer (automatic) 19.95 1377.70 No
## 3506 Electronic check 24.95 190.25 No
## 3507 Electronic check 84.75 1651.95 No
## 3508 Mailed check 19.75 78.30 No
## 3509 Bank transfer (automatic) 113.65 7939.25 No
## 3510 Mailed check 44.90 44.90 No
## 3511 Electronic check 75.25 576.70 No
## 3512 Mailed check 24.60 1279.00 No
## 3513 Bank transfer (automatic) 25.00 1260.70 No
## 3514 Bank transfer (automatic) 20.95 267.35 No
## 3515 Electronic check 110.60 6586.85 No
## 3516 Credit card (automatic) 55.50 934.15 No
## 3517 Electronic check 43.30 123.65 Yes
## 3518 Bank transfer (automatic) 109.50 7534.65 Yes
## 3519 Mailed check 19.45 19.45 No
## 3520 Electronic check 84.85 3645.60 No
## 3521 Mailed check 19.60 314.45 No
## 3522 Electronic check 53.45 3053.00 No
## 3523 Credit card (automatic) 19.80 677.05 No
## 3524 Credit card (automatic) 112.10 7965.95 No
## 3525 Credit card (automatic) 84.80 906.85 Yes
## 3526 Electronic check 95.05 4888.70 Yes
## 3527 Electronic check 50.35 237.25 Yes
## 3528 Bank transfer (automatic) 74.60 74.60 Yes
## 3529 Mailed check 19.70 342.40 Yes
## 3530 Electronic check 74.20 140.10 No
## 3531 Mailed check 69.00 1108.00 No
## 3532 Credit card (automatic) 19.35 295.55 No
## 3533 Electronic check 59.45 892.65 Yes
## 3534 Mailed check 19.80 198.25 No
## 3535 Bank transfer (automatic) 105.20 4822.85 Yes
## 3536 Credit card (automatic) 109.20 6741.15 No
## 3537 Mailed check 79.15 79.15 No
## 3538 Mailed check 53.65 1355.45 No
## 3539 Credit card (automatic) 100.20 7209.00 No
## 3540 Mailed check 45.15 438.40 Yes
## 3541 Bank transfer (automatic) 108.65 7726.35 No
## 3542 Bank transfer (automatic) 40.65 2070.75 No
## 3543 Credit card (automatic) 55.35 1636.95 No
## 3544 Bank transfer (automatic) 105.60 7581.50 No
## 3545 Electronic check 93.80 3019.50 Yes
## 3546 Electronic check 95.70 4729.75 No
## 3547 Electronic check 83.20 6126.10 No
## 3548 Credit card (automatic) 90.05 6333.40 No
## 3549 Credit card (automatic) 97.65 6687.85 No
## 3550 Bank transfer (automatic) 68.05 4158.25 No
## 3551 Electronic check 96.20 3183.40 Yes
## 3552 Electronic check 79.60 79.60 Yes
## 3553 Bank transfer (automatic) 102.10 7149.35 No
## 3554 Bank transfer (automatic) 23.40 1429.65 No
## 3555 Electronic check 71.05 472.65 No
## 3556 Electronic check 85.25 1734.50 Yes
## 3557 Mailed check 19.45 113.50 No
## 3558 Bank transfer (automatic) 59.45 1884.65 No
## 3559 Bank transfer (automatic) 92.20 2568.15 No
## 3560 Credit card (automatic) 19.85 470.00 No
## 3561 Mailed check 43.90 278.40 No
## 3562 Electronic check 80.50 2088.80 Yes
## 3563 Electronic check 89.80 502.60 Yes
## 3564 Credit card (automatic) 90.50 2595.85 No
## 3565 Credit card (automatic) 90.45 5825.50 No
## 3566 Electronic check 50.75 50.75 Yes
## 3567 Electronic check 84.60 4449.75 No
## 3568 Credit card (automatic) 89.65 1208.35 Yes
## 3569 Bank transfer (automatic) 99.15 1956.40 No
## 3570 Mailed check 19.95 310.60 No
## 3571 Mailed check 20.50 290.55 No
## 3572 Electronic check 62.10 2096.10 No
## 3573 Electronic check 79.50 2665.00 No
## 3574 Bank transfer (automatic) 19.55 543.80 No
## 3575 Mailed check 20.35 20.35 No
## 3576 Electronic check 51.70 3005.80 No
## 3577 Bank transfer (automatic) 23.30 1623.15 No
## 3578 Mailed check 65.40 2498.40 Yes
## 3579 Mailed check 65.10 2586.00 No
## 3580 Electronic check 81.20 3292.30 No
## 3581 Mailed check 72.90 651.40 Yes
## 3582 Credit card (automatic) 74.50 4674.55 No
## 3583 Electronic check 80.50 232.35 No
## 3584 Mailed check 60.30 2448.50 No
## 3585 Mailed check 75.00 658.10 No
## 3586 Mailed check 90.15 3128.80 No
## 3587 Mailed check 40.00 223.45 Yes
## 3588 Credit card (automatic) 99.45 919.40 Yes
## 3589 Credit card (automatic) 69.05 653.95 No
## 3590 Bank transfer (automatic) 59.70 1825.50 No
## 3591 Bank transfer (automatic) 19.85 943.10 No
## 3592 Electronic check 86.25 181.65 Yes
## 3593 Electronic check 45.65 45.65 Yes
## 3594 Mailed check 70.10 551.35 Yes
## 3595 Electronic check 40.75 359.40 No
## 3596 Bank transfer (automatic) 70.20 115.95 Yes
## 3597 Electronic check 55.35 165.20 Yes
## 3598 Credit card (automatic) 95.70 2338.35 No
## 3599 Electronic check 46.30 46.30 No
## 3600 Mailed check 81.30 3541.10 No
## 3601 Electronic check 84.20 4146.05 Yes
## 3602 Credit card (automatic) 20.00 1087.25 No
## 3603 Bank transfer (automatic) 66.15 2522.40 No
## 3604 Mailed check 45.85 81.00 Yes
## 3605 Electronic check 19.60 717.30 No
## 3606 Electronic check 49.80 1734.20 No
## 3607 Electronic check 101.75 7069.30 No
## 3608 Mailed check 55.15 742.90 No
## 3609 Electronic check 75.25 3017.65 Yes
## 3610 Electronic check 103.95 6423.00 No
## 3611 Bank transfer (automatic) 100.15 1164.30 Yes
## 3612 Credit card (automatic) 99.65 4220.35 No
## 3613 Electronic check 73.70 1558.70 No
## 3614 Bank transfer (automatic) 50.05 2743.45 No
## 3615 Bank transfer (automatic) 60.25 4055.50 No
## 3616 Electronic check 105.75 2710.25 Yes
## 3617 Credit card (automatic) 87.30 6055.55 No
## 3618 Electronic check 48.35 810.70 Yes
## 3619 Electronic check 54.25 2538.20 No
## 3620 Bank transfer (automatic) 85.30 6129.20 No
## 3621 Electronic check 50.00 1750.85 No
## 3622 Mailed check 24.40 36.55 Yes
## 3623 Credit card (automatic) 90.95 6652.45 No
## 3624 Bank transfer (automatic) 72.25 2575.45 No
## 3625 Credit card (automatic) 96.10 6019.35 No
## 3626 Credit card (automatic) 19.85 1379.60 No
## 3627 Bank transfer (automatic) 55.30 1284.20 No
## 3628 Mailed check 20.10 296.15 No
## 3629 Mailed check 69.50 653.25 No
## 3630 Mailed check 25.15 412.60 No
## 3631 Bank transfer (automatic) 20.95 85.50 Yes
## 3632 Electronic check 49.55 49.55 Yes
## 3633 Mailed check 79.65 1928.70 No
## 3634 Electronic check 71.25 71.25 No
## 3635 Bank transfer (automatic) 113.80 7845.80 No
## 3636 Electronic check 24.55 1750.70 No
## 3637 Credit card (automatic) 19.70 216.20 No
## 3638 Mailed check 20.25 178.50 Yes
## 3639 Credit card (automatic) 50.15 115.10 Yes
## 3640 Credit card (automatic) 100.50 6029.00 No
## 3641 Electronic check 95.90 2745.20 Yes
## 3642 Bank transfer (automatic) 74.45 3721.90 No
## 3643 Electronic check 104.10 3121.10 No
## 3644 Credit card (automatic) 19.05 990.45 No
## 3645 Mailed check 25.00 1004.35 No
## 3646 Mailed check 19.05 157.65 No
## 3647 Electronic check 81.90 3219.75 No
## 3648 Electronic check 69.70 572.85 No
## 3649 Electronic check 90.15 4554.85 No
## 3650 Credit card (automatic) 25.35 1847.55 No
## 3651 Mailed check 24.65 1766.75 No
## 3652 Credit card (automatic) 19.55 1462.05 No
## 3653 Electronic check 25.25 25.25 Yes
## 3654 Bank transfer (automatic) 60.00 2193.20 No
## 3655 Credit card (automatic) 89.90 2433.50 No
## 3656 Bank transfer (automatic) 19.40 641.15 No
## 3657 Mailed check 49.80 2398.40 No
## 3658 Bank transfer (automatic) 24.10 861.85 No
## 3659 Electronic check 54.25 583.00 No
## 3660 Credit card (automatic) 109.90 7332.40 No
## 3661 Credit card (automatic) 35.50 249.55 No
## 3662 Credit card (automatic) 87.55 4475.90 No
## 3663 Electronic check 45.15 416.45 Yes
## 3664 Mailed check 88.40 788.60 No
## 3665 Mailed check 50.80 202.30 No
## 3666 Electronic check 99.00 6994.60 No
## 3667 Bank transfer (automatic) 84.40 4116.15 Yes
## 3668 Electronic check 96.55 2263.45 No
## 3669 Bank transfer (automatic) 59.75 1374.35 No
## 3670 Electronic check 111.50 4915.15 No
## 3671 Bank transfer (automatic) 24.25 838.50 No
## 3672 Electronic check 75.10 75.10 Yes
## 3673 Credit card (automatic) 70.15 3715.65 Yes
## 3674 Electronic check 101.75 4273.45 Yes
## 3675 Electronic check 45.80 45.80 Yes
## 3676 Mailed check 20.50 20.50 No
## 3677 Electronic check 70.40 2044.75 No
## 3678 Mailed check 30.55 30.55 No
## 3679 Electronic check 84.90 1398.25 No
## 3680 Mailed check 20.10 20.10 Yes
## 3681 Mailed check 40.65 328.95 Yes
## 3682 Electronic check 101.00 4680.05 Yes
## 3683 Electronic check 69.10 69.10 Yes
## 3684 Bank transfer (automatic) 54.50 3778.20 No
## 3685 Credit card (automatic) 75.35 3161.40 No
## 3686 Bank transfer (automatic) 44.45 2188.45 No
## 3687 Mailed check 75.00 999.45 Yes
## 3688 Bank transfer (automatic) 100.00 1888.65 Yes
## 3689 Bank transfer (automatic) 98.05 3990.60 No
## 3690 Electronic check 71.15 71.15 Yes
## 3691 Credit card (automatic) 54.15 1240.25 Yes
## 3692 Bank transfer (automatic) 63.90 2635.00 No
## 3693 Bank transfer (automatic) 69.15 235.00 No
## 3694 Bank transfer (automatic) 64.65 2347.85 No
## 3695 Credit card (automatic) 108.75 7156.20 Yes
## 3696 Electronic check 98.85 3089.60 No
## 3697 Electronic check 49.15 270.80 Yes
## 3698 Electronic check 89.60 2901.80 No
## 3699 Electronic check 83.25 4949.10 No
## 3700 Bank transfer (automatic) 70.25 2198.90 No
## 3701 Electronic check 19.40 374.50 Yes
## 3702 Electronic check 24.50 761.95 No
## 3703 Electronic check 79.15 1520.90 Yes
## 3704 Mailed check 20.10 190.25 No
## 3705 Credit card (automatic) 73.00 5163.00 No
## 3706 Credit card (automatic) 61.40 4059.85 No
## 3707 Mailed check 84.30 2281.60 No
## 3708 Bank transfer (automatic) 19.90 1356.70 No
## 3709 Mailed check 20.40 231.45 No
## 3710 Mailed check 50.75 50.75 No
## 3711 Mailed check 20.45 242.40 No
## 3712 Bank transfer (automatic) 75.75 4264.25 No
## 3713 Electronic check 65.40 2774.55 No
## 3714 Electronic check 80.40 3605.20 Yes
## 3715 Bank transfer (automatic) 59.75 4069.90 No
## 3716 Electronic check 78.50 874.20 No
## 3717 Electronic check 102.00 1145.35 Yes
## 3718 Bank transfer (automatic) 48.95 1323.70 No
## 3719 Electronic check 99.65 5497.05 No
## 3720 Credit card (automatic) 18.25 534.70 No
## 3721 Credit card (automatic) 54.55 2455.05 No
## 3722 Mailed check 20.65 38.70 Yes
## 3723 Bank transfer (automatic) 40.65 947.40 No
## 3724 Mailed check 20.45 357.00 No
## 3725 Bank transfer (automatic) 24.80 1476.25 No
## 3726 Mailed check 70.80 70.80 Yes
## 3727 Credit card (automatic) 89.05 1448.60 Yes
## 3728 Electronic check 96.60 291.90 Yes
## 3729 Bank transfer (automatic) 88.80 5903.15 No
## 3730 Credit card (automatic) 20.05 1201.65 No
## 3731 Credit card (automatic) 104.50 5921.35 Yes
## 3732 Electronic check 69.80 146.65 No
## 3733 Bank transfer (automatic) 77.15 1759.40 No
## 3734 Bank transfer (automatic) 35.05 844.45 No
## 3735 Bank transfer (automatic) 108.10 7774.05 No
## 3736 Electronic check 84.05 134.05 No
## 3737 Bank transfer (automatic) 20.20 140.95 No
## 3738 Mailed check 50.60 249.95 Yes
## 3739 Electronic check 49.20 1701.65 No
## 3740 Electronic check 24.60 592.65 No
## 3741 Electronic check 71.65 135.75 No
## 3742 Credit card (automatic) 104.90 7732.65 No
## 3743 Electronic check 106.50 4282.40 No
## 3744 Electronic check 49.35 219.65 Yes
## 3745 Bank transfer (automatic) 75.50 2018.10 No
## 3746 Electronic check 94.25 669.00 Yes
## 3747 Electronic check 68.95 68.95 Yes
## 3748 Mailed check 58.50 224.85 No
## 3749 Credit card (automatic) 78.90 3771.50 No
## 3750 Electronic check 93.85 196.75 Yes
## 3751 Electronic check 79.20 943.85 No
## 3752 Bank transfer (automatic) 109.45 6572.85 No
## 3753 Electronic check 59.20 3175.85 No
## 3754 Mailed check 29.15 29.15 No
## 3755 Mailed check 20.05 20.05 No
## 3756 Electronic check 76.05 318.90 Yes
## 3757 Mailed check 24.45 24.45 Yes
## 3758 Credit card (automatic) 66.50 2762.75 No
## 3759 Bank transfer (automatic) 49.55 49.55 No
## 3760 Credit card (automatic) 89.35 631.85 Yes
## 3761 Credit card (automatic) 73.60 232.50 No
## 3762 Credit card (automatic) 82.65 5919.35 No
## 3763 Electronic check 49.00 749.25 No
## 3764 Electronic check 80.35 307.40 Yes
## 3765 Electronic check 25.20 245.15 No
## 3766 Mailed check 25.45 134.75 No
## 3767 Electronic check 55.80 55.80 Yes
## 3768 Credit card (automatic) 110.90 8240.85 No
## 3769 Credit card (automatic) 77.75 4266.40 No
## 3770 Electronic check 26.20 1077.50 No
## 3771 Bank transfer (automatic) 19.90 1115.60 No
## 3772 Electronic check 79.05 79.05 Yes
## 3773 Electronic check 95.00 95.00 Yes
## 3774 Mailed check 25.20 25.20 Yes
## 3775 Electronic check 80.85 4079.55 No
## 3776 Electronic check 98.40 4187.75 Yes
## 3777 Mailed check 56.35 2391.15 No
## 3778 Bank transfer (automatic) 19.30 890.50 No
## 3779 Bank transfer (automatic) 50.40 137.25 No
## 3780 Credit card (automatic) 79.40 5154.60 Yes
## 3781 Credit card (automatic) 55.25 3119.90 No
## 3782 Mailed check 19.10 529.50 No
## 3783 Electronic check 84.05 966.55 No
## 3784 Electronic check 105.20 6936.85 No
## 3785 Electronic check 101.40 3496.30 Yes
## 3786 Electronic check 89.80 914.30 Yes
## 3787 Bank transfer (automatic) 75.75 1929.00 No
## 3788 Electronic check 95.30 5817.70 No
## 3789 Bank transfer (automatic) 109.75 6110.20 Yes
## 3790 Mailed check 19.85 178.80 No
## 3791 Credit card (automatic) 19.30 28.30 Yes
## 3792 Electronic check 69.10 435.00 No
## 3793 Electronic check 91.25 2351.80 Yes
## 3794 Mailed check 20.25 186.15 No
## 3795 Mailed check 54.75 445.85 No
## 3796 Electronic check 81.45 912.00 No
## 3797 Electronic check 49.10 679.55 Yes
## 3798 Electronic check 80.20 3581.60 No
## 3799 Electronic check 100.30 4222.95 No
## 3800 Credit card (automatic) 65.25 1994.30 Yes
## 3801 Credit card (automatic) 90.95 5930.05 No
## 3802 Electronic check 85.45 1505.85 Yes
## 3803 Mailed check 20.00 20.00 No
## 3804 Electronic check 94.10 5638.30 Yes
## 3805 Electronic check 79.85 797.25 No
## 3806 Electronic check 71.65 71.65 Yes
## 3807 Electronic check 73.55 1359.45 No
## 3808 Electronic check 104.65 2542.45 Yes
## 3809 Mailed check 19.30 54.70 No
## 3810 Credit card (automatic) 20.15 989.05 No
## 3811 Electronic check 44.55 44.55 No
## 3812 Mailed check 54.45 87.30 No
## 3813 Bank transfer (automatic) 19.65 351.55 No
## 3814 Electronic check 105.00 7297.75 No
## 3815 Credit card (automatic) 88.70 6301.70 No
## 3816 Electronic check 74.25 210.30 Yes
## 3817 Bank transfer (automatic) 75.15 3822.45 No
## 3818 Mailed check 20.25 1048.45 No
## 3819 Credit card (automatic) 109.10 6393.65 No
## 3820 Bank transfer (automatic) 30.75 1489.30 No
## 3821 Credit card (automatic) 112.90 8061.50 No
## 3822 Electronic check 74.20 74.20 Yes
## 3823 Mailed check 94.05 518.75 No
## 3824 Bank transfer (automatic) 78.85 5763.15 No
## 3825 Mailed check 55.30 238.50 No
## 3826 Mailed check 19.35 1031.70 No
## 3827 Mailed check 25.35 NA No
## 3828 Mailed check 20.45 34.80 No
## 3829 Bank transfer (automatic) 19.35 1319.95 No
## 3830 Electronic check 101.00 4388.40 Yes
## 3831 Electronic check 100.20 420.20 Yes
## 3832 Electronic check 89.05 2177.45 Yes
## 3833 Credit card (automatic) 78.65 3950.85 No
## 3834 Bank transfer (automatic) 74.75 827.05 No
## 3835 Bank transfer (automatic) 70.10 3913.30 Yes
## 3836 Mailed check 19.90 533.50 No
## 3837 Bank transfer (automatic) 58.35 3756.45 No
## 3838 Electronic check 105.65 443.90 Yes
## 3839 Bank transfer (automatic) 100.50 2599.95 No
## 3840 Mailed check 20.05 284.30 No
## 3841 Credit card (automatic) 25.65 1740.80 No
## 3842 Electronic check 96.50 3436.10 Yes
## 3843 Credit card (automatic) 95.00 2462.55 No
## 3844 Mailed check 70.85 70.85 Yes
## 3845 Credit card (automatic) 85.95 3110.10 Yes
## 3846 Electronic check 73.90 280.85 Yes
## 3847 Electronic check 45.45 411.75 No
## 3848 Credit card (automatic) 20.00 198.60 No
## 3849 Mailed check 49.20 103.70 No
## 3850 Bank transfer (automatic) 109.45 6144.55 Yes
## 3851 Credit card (automatic) 83.25 4089.45 No
## 3852 Mailed check 19.25 864.20 No
## 3853 Bank transfer (automatic) 19.65 19.65 No
## 3854 Bank transfer (automatic) 72.80 3249.40 No
## 3855 Bank transfer (automatic) 109.65 5405.80 No
## 3856 Credit card (automatic) 65.00 3363.80 No
## 3857 Electronic check 114.10 7132.15 No
## 3858 Bank transfer (automatic) 20.65 93.55 No
## 3859 Bank transfer (automatic) 86.95 4138.90 No
## 3860 Bank transfer (automatic) 94.75 5121.75 No
## 3861 Credit card (automatic) 25.35 566.10 No
## 3862 Electronic check 105.45 2715.30 No
## 3863 Mailed check 25.40 1782.05 No
## 3864 Electronic check 102.55 1742.50 No
## 3865 Electronic check 100.20 2983.80 Yes
## 3866 Mailed check 24.00 24.00 No
## 3867 Mailed check 25.60 485.90 No
## 3868 Credit card (automatic) 73.50 1905.70 No
## 3869 Bank transfer (automatic) 74.05 1565.70 Yes
## 3870 Electronic check 98.25 4858.70 No
## 3871 Electronic check 54.40 3723.65 No
## 3872 Bank transfer (automatic) 101.55 298.35 Yes
## 3873 Electronic check 103.10 970.45 No
## 3874 Bank transfer (automatic) 34.20 1782.00 No
## 3875 Electronic check 43.75 405.70 No
## 3876 Electronic check 111.95 4534.90 Yes
## 3877 Electronic check 100.65 2415.95 No
## 3878 Electronic check 55.95 1157.05 Yes
## 3879 Bank transfer (automatic) 116.05 8297.50 No
## 3880 Electronic check 45.75 45.75 Yes
## 3881 Credit card (automatic) 82.00 2083.10 No
## 3882 Bank transfer (automatic) 65.15 4681.75 No
## 3883 Credit card (automatic) 44.80 176.20 No
## 3884 Electronic check 79.80 1001.20 No
## 3885 Electronic check 88.85 1594.75 No
## 3886 Electronic check 74.95 212.40 No
## 3887 Bank transfer (automatic) 106.85 7677.40 No
## 3888 Electronic check 74.95 815.50 Yes
## 3889 Credit card (automatic) 80.15 80.15 Yes
## 3890 Credit card (automatic) 19.30 259.65 No
## 3891 Electronic check 109.25 8109.80 Yes
## 3892 Credit card (automatic) 56.10 2386.85 No
## 3893 Credit card (automatic) 19.70 340.35 No
## 3894 Mailed check 51.30 419.35 No
## 3895 Mailed check 118.60 7990.05 No
## 3896 Bank transfer (automatic) 24.15 1402.25 No
## 3897 Mailed check 20.30 749.35 No
## 3898 Electronic check 115.50 8425.15 No
## 3899 Credit card (automatic) 25.05 1171.50 No
## 3900 Electronic check 109.10 5647.95 No
## 3901 Mailed check 19.65 708.80 No
## 3902 Bank transfer (automatic) 111.30 7567.20 No
## 3903 Mailed check 29.90 29.90 No
## 3904 Mailed check 80.60 4348.10 No
## 3905 Mailed check 20.80 635.90 No
## 3906 Credit card (automatic) 35.20 108.95 Yes
## 3907 Electronic check 78.80 78.80 Yes
## 3908 Mailed check 89.95 1682.40 No
## 3909 Bank transfer (automatic) 116.05 6925.90 No
## 3910 Credit card (automatic) 19.55 223.15 No
## 3911 Electronic check 106.40 5127.95 Yes
## 3912 Electronic check 49.40 874.80 Yes
## 3913 Credit card (automatic) 115.25 6758.45 No
## 3914 Credit card (automatic) 24.80 1874.30 No
## 3915 Mailed check 19.90 791.15 No
## 3916 Credit card (automatic) 81.25 4639.45 No
## 3917 Mailed check 69.95 143.90 No
## 3918 Electronic check 69.10 69.10 Yes
## 3919 Electronic check 90.20 1776.55 Yes
## 3920 Bank transfer (automatic) 93.55 536.40 Yes
## 3921 Credit card (automatic) 86.40 6172.00 No
## 3922 Mailed check 66.30 1559.45 No
## 3923 Credit card (automatic) 94.65 6079.00 No
## 3924 Mailed check 80.85 80.85 Yes
## 3925 Mailed check 82.05 4029.95 Yes
## 3926 Mailed check 72.10 2658.40 No
## 3927 Mailed check 34.70 383.55 No
## 3928 Credit card (automatic) 20.55 51.15 Yes
## 3929 Credit card (automatic) 95.95 1745.50 No
## 3930 Bank transfer (automatic) 44.80 2230.85 No
## 3931 Electronic check 109.40 7281.60 No
## 3932 Mailed check 71.05 1837.70 No
## 3933 Electronic check 78.55 149.55 Yes
## 3934 Credit card (automatic) 19.70 180.70 No
## 3935 Mailed check 40.25 411.45 No
## 3936 Credit card (automatic) 19.85 1328.35 No
## 3937 Bank transfer (automatic) 68.25 576.95 No
## 3938 Credit card (automatic) 20.15 68.45 No
## 3939 Mailed check 50.95 123.05 No
## 3940 Electronic check 78.65 78.65 Yes
## 3941 Bank transfer (automatic) 25.15 468.35 No
## 3942 Bank transfer (automatic) 20.25 174.70 No
## 3943 Electronic check 42.90 42.90 Yes
## 3944 Electronic check 44.00 44.00 No
## 3945 Mailed check 20.25 172.35 No
## 3946 Mailed check 34.25 139.35 Yes
## 3947 Mailed check 58.50 539.85 Yes
## 3948 Credit card (automatic) 55.80 300.40 No
## 3949 Bank transfer (automatic) 88.90 4968.00 No
## 3950 Mailed check 57.65 992.70 No
## 3951 Electronic check 96.20 4718.25 Yes
## 3952 Mailed check 79.15 5536.50 No
## 3953 Credit card (automatic) 108.05 7806.60 No
## 3954 Electronic check 74.40 434.10 Yes
## 3955 Electronic check 94.80 1563.90 No
## 3956 Electronic check 45.90 1332.40 No
## 3957 Electronic check 105.30 545.20 Yes
## 3958 Electronic check 102.60 6296.75 No
## 3959 Bank transfer (automatic) 73.85 1284.20 Yes
## 3960 Bank transfer (automatic) 61.35 3645.50 No
## 3961 Electronic check 57.55 161.45 No
## 3962 Mailed check 29.25 226.95 No
## 3963 Electronic check 84.55 646.85 Yes
## 3964 Credit card (automatic) 19.60 1441.65 No
## 3965 Credit card (automatic) 111.75 7511.30 No
## 3966 Electronic check 106.50 5621.85 No
## 3967 Credit card (automatic) 107.70 7919.80 No
## 3968 Mailed check 19.30 593.20 No
## 3969 Bank transfer (automatic) 20.05 1423.65 No
## 3970 Credit card (automatic) 69.95 69.95 No
## 3971 Credit card (automatic) 63.70 2763.35 No
## 3972 Credit card (automatic) 24.75 692.10 Yes
## 3973 Bank transfer (automatic) 50.90 2298.55 No
## 3974 Credit card (automatic) 60.40 2640.55 No
## 3975 Mailed check 79.25 2911.80 No
## 3976 Credit card (automatic) 85.80 1727.50 Yes
## 3977 Electronic check 24.45 86.60 Yes
## 3978 Credit card (automatic) 110.10 6705.70 No
## 3979 Mailed check 90.70 237.65 No
## 3980 Credit card (automatic) 25.30 1672.35 No
## 3981 Electronic check 105.70 2979.50 Yes
## 3982 Electronic check 85.20 695.75 No
## 3983 Mailed check 24.35 1654.60 No
## 3984 Electronic check 24.25 24.25 Yes
## 3985 Bank transfer (automatic) 25.10 1857.85 No
## 3986 Bank transfer (automatic) 54.55 825.10 No
## 3987 Mailed check 96.60 6424.25 No
## 3988 Electronic check 76.50 837.95 Yes
## 3989 Credit card (automatic) 81.15 4126.20 No
## 3990 Electronic check 38.50 330.80 No
## 3991 Electronic check 92.90 1337.45 No
## 3992 Electronic check 93.50 362.20 Yes
## 3993 Mailed check 84.70 5991.05 No
## 3994 Electronic check 66.00 4891.50 No
## 3995 Credit card (automatic) 101.50 5373.10 Yes
## 3996 Bank transfer (automatic) 74.90 2068.55 Yes
## 3997 Mailed check 20.75 487.05 No
## 3998 Credit card (automatic) 61.45 4131.20 No
## 3999 Mailed check 54.50 2301.15 No
## 4000 Electronic check 69.60 131.65 Yes
## 4001 Electronic check 99.75 4036.00 No
## 4002 Bank transfer (automatic) 109.75 4900.65 No
## 4003 Bank transfer (automatic) 80.85 5727.45 No
## 4004 Mailed check 20.30 743.05 No
## 4005 Bank transfer (automatic) 67.80 4804.65 No
## 4006 Mailed check 24.05 24.05 Yes
## 4007 Credit card (automatic) 19.80 1414.65 No
## 4008 Bank transfer (automatic) 25.70 1443.65 No
## 4009 Electronic check 56.15 2898.95 No
## 4010 Bank transfer (automatic) 86.70 5309.50 No
## 4011 Mailed check 20.40 20.40 No
## 4012 Mailed check 19.65 451.55 No
## 4013 Electronic check 50.55 50.55 Yes
## 4014 Mailed check 54.35 117.05 No
## 4015 Credit card (automatic) 108.10 5839.30 No
## 4016 Mailed check 54.45 1893.50 No
## 4017 Mailed check 45.35 45.35 No
## 4018 Mailed check 59.00 1654.45 No
## 4019 Electronic check 69.45 477.05 No
## 4020 Electronic check 100.55 1415.55 Yes
## 4021 Credit card (automatic) 64.95 4546.00 No
## 4022 Mailed check 20.50 20.50 Yes
## 4023 Mailed check 18.85 163.20 No
## 4024 Bank transfer (automatic) 19.80 849.90 No
## 4025 Bank transfer (automatic) 25.05 189.95 No
## 4026 Bank transfer (automatic) 74.80 321.90 Yes
## 4027 Credit card (automatic) 114.30 8058.55 No
## 4028 Electronic check 24.45 482.80 Yes
## 4029 Credit card (automatic) 109.20 7049.75 No
## 4030 Bank transfer (automatic) 45.05 2560.10 No
## 4031 Mailed check 51.00 286.80 No
## 4032 Bank transfer (automatic) 110.45 7982.50 No
## 4033 Electronic check 84.65 5683.60 No
## 4034 Mailed check 60.05 3994.05 No
## 4035 Bank transfer (automatic) 44.65 369.15 No
## 4036 Bank transfer (automatic) 93.25 4631.70 No
## 4037 Mailed check 20.25 401.95 No
## 4038 Mailed check 25.45 1534.05 No
## 4039 Mailed check 20.60 1093.00 No
## 4040 Electronic check 94.10 701.30 No
## 4041 Mailed check 34.80 1980.30 No
## 4042 Bank transfer (automatic) 60.75 2893.40 No
## 4043 Electronic check 51.35 262.30 No
## 4044 Credit card (automatic) 64.05 3886.85 No
## 4045 Bank transfer (automatic) 84.80 5917.55 No
## 4046 Credit card (automatic) 71.00 914.00 Yes
## 4047 Mailed check 50.15 2139.10 No
## 4048 Credit card (automatic) 94.60 5948.70 No
## 4049 Mailed check 59.75 3624.35 No
## 4050 Electronic check 100.25 4753.85 No
## 4051 Electronic check 98.90 5780.70 No
## 4052 Credit card (automatic) 97.70 6869.70 No
## 4053 Electronic check 40.30 1172.95 Yes
## 4054 Bank transfer (automatic) 60.25 662.95 No
## 4055 Electronic check 56.25 1765.95 No
## 4056 Bank transfer (automatic) 46.20 2431.95 No
## 4057 Electronic check 50.60 155.35 Yes
## 4058 Mailed check 24.90 1859.20 No
## 4059 Electronic check 84.85 3303.05 Yes
## 4060 Mailed check 65.70 134.35 Yes
## 4061 Credit card (automatic) 63.35 3409.10 No
## 4062 Bank transfer (automatic) 50.10 709.50 No
## 4063 Electronic check 70.50 70.50 Yes
## 4064 Electronic check 94.85 953.45 Yes
## 4065 Electronic check 50.15 50.15 No
## 4066 Mailed check 19.75 19.75 Yes
## 4067 Bank transfer (automatic) 64.65 3665.55 No
## 4068 Bank transfer (automatic) 79.60 5515.80 No
## 4069 Mailed check 19.50 272.00 No
## 4070 Electronic check 99.55 6668.00 No
## 4071 Electronic check 74.00 4052.40 No
## 4072 Electronic check 38.90 664.40 No
## 4073 Electronic check 79.55 718.55 No
## 4074 Electronic check 65.45 937.60 Yes
## 4075 Electronic check 98.70 5812.60 Yes
## 4076 Bank transfer (automatic) 46.30 2546.85 No
## 4077 Credit card (automatic) 99.35 6944.50 No
## 4078 Electronic check 95.80 1346.30 No
## 4079 Bank transfer (automatic) 67.50 1544.05 Yes
## 4080 Credit card (automatic) 78.15 765.15 No
## 4081 Mailed check 26.10 692.55 No
## 4082 Electronic check 69.60 69.60 Yes
## 4083 Electronic check 84.35 4059.35 Yes
## 4084 Electronic check 100.20 6851.65 Yes
## 4085 Electronic check 78.05 78.05 Yes
## 4086 Credit card (automatic) 40.35 1187.05 No
## 4087 Credit card (automatic) 79.20 5401.90 No
## 4088 Mailed check 20.90 247.00 No
## 4089 Electronic check 73.60 520.00 Yes
## 4090 Electronic check 74.75 706.60 Yes
## 4091 Mailed check 49.90 49.90 No
## 4092 Credit card (automatic) 68.90 1370.35 No
## 4093 Mailed check 20.25 20.25 No
## 4094 Credit card (automatic) 76.00 2215.25 No
## 4095 Electronic check 74.00 74.00 No
## 4096 Mailed check 82.30 214.40 No
## 4097 Bank transfer (automatic) 89.40 1871.15 No
## 4098 Credit card (automatic) 99.15 6171.20 No
## 4099 Mailed check 20.20 20.20 Yes
## 4100 Bank transfer (automatic) 29.45 161.45 No
## 4101 Electronic check 19.80 1013.20 No
## 4102 Bank transfer (automatic) 59.15 336.70 No
## 4103 Electronic check 44.75 333.65 No
## 4104 Credit card (automatic) 90.80 6511.80 No
## 4105 Bank transfer (automatic) 49.55 393.45 No
## 4106 Credit card (automatic) 106.70 7009.50 No
## 4107 Electronic check 93.55 2264.05 Yes
## 4108 Credit card (automatic) 94.45 6921.70 No
## 4109 Bank transfer (automatic) 19.45 600.25 No
## 4110 Electronic check 25.05 56.35 Yes
## 4111 Mailed check 67.95 4664.15 No
## 4112 Bank transfer (automatic) 65.25 1441.80 No
## 4113 Bank transfer (automatic) 99.45 5623.70 No
## 4114 Credit card (automatic) 20.35 695.85 No
## 4115 Mailed check 19.95 1028.75 No
## 4116 Bank transfer (automatic) 77.40 4155.95 No
## 4117 Bank transfer (automatic) 19.70 395.60 No
## 4118 Credit card (automatic) 99.70 6330.40 No
## 4119 Credit card (automatic) 74.80 2971.70 No
## 4120 Mailed check 19.15 638.00 No
## 4121 Bank transfer (automatic) 78.95 2034.25 No
## 4122 Electronic check 95.55 2510.20 Yes
## 4123 Credit card (automatic) 62.85 3419.50 No
## 4124 Credit card (automatic) 71.55 2427.35 No
## 4125 Electronic check 94.95 1760.25 No
## 4126 Credit card (automatic) 86.10 3551.65 No
## 4127 Mailed check 19.55 122.90 No
## 4128 Mailed check 24.80 1424.20 No
## 4129 Electronic check 39.30 2111.45 Yes
## 4130 Mailed check 84.05 2909.95 No
## 4131 Electronic check 36.25 374.00 No
## 4132 Mailed check 20.25 20.25 Yes
## 4133 Electronic check 23.90 300.80 Yes
## 4134 Electronic check 98.60 5581.05 No
## 4135 Credit card (automatic) 103.65 5676.65 No
## 4136 Credit card (automatic) 92.90 3379.25 No
## 4137 Bank transfer (automatic) 19.90 942.95 No
## 4138 Credit card (automatic) 20.10 232.40 No
## 4139 Electronic check 85.45 85.45 Yes
## 4140 Electronic check 80.50 2088.45 No
## 4141 Bank transfer (automatic) 99.90 6137.00 Yes
## 4142 Electronic check 39.85 1434.60 No
## 4143 Credit card (automatic) 60.50 3870.00 No
## 4144 Electronic check 84.80 2043.45 Yes
## 4145 Mailed check 103.85 2215.00 No
## 4146 Bank transfer (automatic) 67.80 842.25 No
## 4147 Electronic check 75.20 2576.20 Yes
## 4148 Bank transfer (automatic) 24.85 1901.00 No
## 4149 Credit card (automatic) 19.35 601.60 No
## 4150 Electronic check 49.35 3515.25 Yes
## 4151 Electronic check 89.00 605.45 No
## 4152 Electronic check 55.00 3094.05 No
## 4153 Bank transfer (automatic) 76.15 4929.55 No
## 4154 Mailed check 20.30 595.05 No
## 4155 Electronic check 74.90 469.80 Yes
## 4156 Credit card (automatic) 117.35 8436.25 No
## 4157 Mailed check 19.75 19.75 No
## 4158 Credit card (automatic) 45.20 492.00 No
## 4159 Mailed check 25.20 987.95 No
## 4160 Electronic check 89.75 5496.90 No
## 4161 Bank transfer (automatic) 75.00 1908.35 No
## 4162 Mailed check 49.95 107.10 No
## 4163 Bank transfer (automatic) 65.70 4575.35 No
## 4164 Credit card (automatic) 67.05 4309.55 No
## 4165 Credit card (automatic) 110.90 7922.75 No
## 4166 Bank transfer (automatic) 87.95 522.35 No
## 4167 Credit card (automatic) 19.80 587.70 No
## 4168 Bank transfer (automatic) 75.70 3876.20 No
## 4169 Mailed check 62.15 3778.85 No
## 4170 Electronic check 101.25 1457.25 Yes
## 4171 Bank transfer (automatic) 115.15 8349.45 No
## 4172 Mailed check 18.95 185.60 Yes
## 4173 Mailed check 19.50 19.50 No
## 4174 Electronic check 86.55 1066.90 No
## 4175 Credit card (automatic) 28.60 973.55 Yes
## 4176 Mailed check 20.40 1226.45 No
## 4177 Bank transfer (automatic) 19.80 342.30 No
## 4178 Mailed check 45.65 985.05 No
## 4179 Mailed check 56.40 3948.45 No
## 4180 Credit card (automatic) 73.30 828.05 No
## 4181 Electronic check 24.35 41.85 Yes
## 4182 Electronic check 101.35 6164.70 No
## 4183 Electronic check 98.65 2862.75 Yes
## 4184 Mailed check 33.60 33.60 No
## 4185 Bank transfer (automatic) 79.90 343.95 Yes
## 4186 Electronic check 20.70 20.70 No
## 4187 Electronic check 104.05 6590.50 No
## 4188 Bank transfer (automatic) 20.25 717.95 No
## 4189 Electronic check 103.30 2890.65 Yes
## 4190 Credit card (automatic) 73.70 4885.85 No
## 4191 Credit card (automatic) 96.20 1222.05 Yes
## 4192 Electronic check 108.75 6871.70 No
## 4193 Bank transfer (automatic) 20.15 405.60 No
## 4194 Credit card (automatic) 19.75 208.25 No
## 4195 Credit card (automatic) 25.95 1801.90 No
## 4196 Electronic check 70.05 3062.45 No
## 4197 Mailed check 24.05 1764.75 No
## 4198 Electronic check 84.75 1816.75 No
## 4199 Mailed check 23.05 1255.10 No
## 4200 Electronic check 104.15 5743.05 Yes
## 4201 Credit card (automatic) 59.95 3921.10 No
## 4202 Bank transfer (automatic) 19.55 1463.45 No
## 4203 Bank transfer (automatic) 19.60 189.45 No
## 4204 Mailed check 20.05 96.80 No
## 4205 Electronic check 85.55 408.50 No
## 4206 Credit card (automatic) 78.60 1846.65 No
## 4207 Credit card (automatic) 116.80 8456.75 No
## 4208 Mailed check 43.55 1011.50 No
## 4209 Credit card (automatic) 60.80 4263.40 No
## 4210 Bank transfer (automatic) 54.90 2549.10 No
## 4211 Electronic check 65.20 3965.05 No
## 4212 Credit card (automatic) 102.95 2496.70 Yes
## 4213 Electronic check 90.60 90.60 Yes
## 4214 Bank transfer (automatic) 50.80 288.05 Yes
## 4215 Electronic check 90.05 368.10 Yes
## 4216 Electronic check 108.20 7840.60 No
## 4217 Bank transfer (automatic) 92.00 6632.75 No
## 4218 Electronic check 75.10 1013.35 No
## 4219 Bank transfer (automatic) 25.05 152.95 No
## 4220 Electronic check 75.15 3772.65 No
## 4221 Mailed check 19.50 1026.35 No
## 4222 Credit card (automatic) 19.30 19.30 No
## 4223 Credit card (automatic) 112.20 5031.85 No
## 4224 Mailed check 70.30 220.40 No
## 4225 Mailed check 19.60 1416.50 No
## 4226 Mailed check 20.25 158.35 No
## 4227 Electronic check 75.85 256.60 Yes
## 4228 Bank transfer (automatic) 80.65 5542.55 No
## 4229 Electronic check 68.50 68.50 Yes
## 4230 Credit card (automatic) 115.75 8443.70 No
## 4231 Electronic check 73.50 791.75 Yes
## 4232 Bank transfer (automatic) 80.60 5708.20 No
## 4233 Mailed check 69.95 69.95 Yes
## 4234 Bank transfer (automatic) 59.55 2016.30 No
## 4235 Mailed check 19.05 326.65 No
## 4236 Electronic check 95.65 5471.75 No
## 4237 Credit card (automatic) 19.95 19.95 No
## 4238 Electronic check 70.05 346.40 Yes
## 4239 Mailed check 19.40 1061.60 No
## 4240 Credit card (automatic) 36.10 1971.50 No
## 4241 Electronic check 94.00 773.65 Yes
## 4242 Mailed check 61.15 1422.05 Yes
## 4243 Mailed check 19.75 19.75 No
## 4244 Credit card (automatic) 64.10 2460.35 No
## 4245 Credit card (automatic) 19.75 856.50 No
## 4246 Mailed check 19.70 1275.85 No
## 4247 Electronic check 110.20 7467.50 No
## 4248 Credit card (automatic) 106.35 7261.75 No
## 4249 Electronic check 90.55 5116.60 No
## 4250 Mailed check 65.90 660.05 No
## 4251 Credit card (automatic) 104.50 6590.80 No
## 4252 Mailed check 52.50 1208.15 No
## 4253 Mailed check 56.10 1033.90 No
## 4254 Electronic check 88.75 1885.15 No
## 4255 Electronic check 84.45 2467.10 Yes
## 4256 Mailed check 75.30 989.45 Yes
## 4257 Bank transfer (automatic) 26.00 2006.95 No
## 4258 Electronic check 99.40 5025.00 No
## 4259 Mailed check 109.55 4830.25 Yes
## 4260 Mailed check 19.60 59.75 Yes
## 4261 Electronic check 73.15 3088.25 No
## 4262 Mailed check 54.65 3134.70 No
## 4263 Bank transfer (automatic) 66.40 94.55 Yes
## 4264 Credit card (automatic) 115.55 8312.40 No
## 4265 Electronic check 104.45 4863.85 No
## 4266 Credit card (automatic) 100.05 6871.90 Yes
## 4267 Electronic check 102.00 6529.25 Yes
## 4268 Bank transfer (automatic) 91.15 6637.90 No
## 4269 Electronic check 89.70 3165.60 No
## 4270 Credit card (automatic) 90.20 1454.15 Yes
## 4271 Electronic check 92.40 6786.10 No
## 4272 Mailed check 19.90 543.00 No
## 4273 Credit card (automatic) 25.15 1327.15 Yes
## 4274 Credit card (automatic) 79.85 2404.15 Yes
## 4275 Bank transfer (automatic) 18.85 867.30 No
## 4276 Mailed check 25.75 25.75 No
## 4277 Mailed check 49.60 114.70 Yes
## 4278 Mailed check 20.95 109.50 No
## 4279 Electronic check 97.05 4692.95 No
## 4280 Bank transfer (automatic) 25.40 546.85 No
## 4281 Bank transfer (automatic) 19.70 1274.05 No
## 4282 Mailed check 35.00 1782.40 No
## 4283 Bank transfer (automatic) 101.25 5301.10 No
## 4284 Electronic check 70.20 280.35 No
## 4285 Electronic check 90.95 2897.95 No
## 4286 Credit card (automatic) 73.85 3371.00 No
## 4287 Electronic check 88.05 801.30 No
## 4288 Credit card (automatic) 105.95 6975.25 Yes
## 4289 Electronic check 91.85 257.05 Yes
## 4290 Mailed check 20.10 1079.45 No
## 4291 Electronic check 40.10 40.10 Yes
## 4292 Bank transfer (automatic) 110.30 6997.30 No
## 4293 Electronic check 73.90 2217.15 Yes
## 4294 Mailed check 89.80 1129.10 Yes
## 4295 Credit card (automatic) 85.15 979.05 No
## 4296 Bank transfer (automatic) 60.95 4119.40 No
## 4297 Electronic check 72.25 2568.55 Yes
## 4298 Mailed check 73.55 3349.10 No
## 4299 Mailed check 46.00 492.10 No
## 4300 Bank transfer (automatic) 58.55 1718.95 No
## 4301 Bank transfer (automatic) 24.60 605.25 No
## 4302 Mailed check 19.75 1344.50 No
## 4303 Mailed check 86.35 4267.15 No
## 4304 Mailed check 25.50 1121.05 No
## 4305 Credit card (automatic) 19.00 918.70 No
## 4306 Mailed check 19.55 521.80 No
## 4307 Credit card (automatic) 110.10 4469.10 No
## 4308 Electronic check 96.55 3580.30 Yes
## 4309 Electronic check 69.75 1729.35 No
## 4310 Electronic check 50.60 1073.30 No
## 4311 Bank transfer (automatic) 65.60 4566.50 No
## 4312 Credit card (automatic) 40.10 293.30 Yes
## 4313 Credit card (automatic) 82.10 2603.10 No
## 4314 Mailed check 79.10 1783.75 No
## 4315 Electronic check 101.25 2440.15 Yes
## 4316 Electronic check 79.55 79.55 Yes
## 4317 Mailed check 90.65 6322.10 No
## 4318 Credit card (automatic) 20.55 57.40 No
## 4319 Bank transfer (automatic) 75.75 4284.65 No
## 4320 Credit card (automatic) 110.00 7138.65 No
## 4321 Electronic check 20.85 1539.75 No
## 4322 Bank transfer (automatic) 80.35 1058.10 No
## 4323 Electronic check 70.15 123.80 No
## 4324 Electronic check 84.05 2781.85 Yes
## 4325 Electronic check 67.45 2731.00 No
## 4326 Credit card (automatic) 20.75 20.75 No
## 4327 Electronic check 89.10 89.10 Yes
## 4328 Mailed check 69.90 497.30 No
## 4329 Electronic check 51.10 711.15 No
## 4330 Electronic check 94.40 1607.20 Yes
## 4331 Electronic check 78.25 1490.95 Yes
## 4332 Bank transfer (automatic) 25.55 1898.10 No
## 4333 Bank transfer (automatic) 60.00 3273.95 No
## 4334 Credit card (automatic) 90.55 2929.75 No
## 4335 Electronic check 76.40 838.70 No
## 4336 Electronic check 84.95 1443.65 No
## 4337 Bank transfer (automatic) 110.10 7746.70 No
## 4338 Credit card (automatic) 99.65 6951.15 No
## 4339 Credit card (automatic) 45.40 214.75 No
## 4340 Credit card (automatic) 69.00 2669.45 No
## 4341 Bank transfer (automatic) 48.65 235.20 No
## 4342 Electronic check 44.15 92.65 Yes
## 4343 Bank transfer (automatic) 59.85 3103.25 No
## 4344 Electronic check 75.75 606.25 Yes
## 4345 Electronic check 80.65 5330.20 No
## 4346 Credit card (automatic) 20.55 1403.10 No
## 4347 Credit card (automatic) 66.40 2727.80 No
## 4348 Mailed check 100.20 5038.45 No
## 4349 Mailed check 19.10 19.10 Yes
## 4350 Electronic check 80.30 80.30 Yes
## 4351 Credit card (automatic) 44.55 1462.60 No
## 4352 Mailed check 20.35 150.60 No
## 4353 Electronic check 91.80 5960.50 No
## 4354 Electronic check 74.90 74.90 Yes
## 4355 Bank transfer (automatic) 20.20 1192.30 No
## 4356 Electronic check 50.35 314.55 No
## 4357 Mailed check 18.80 56.00 No
## 4358 Credit card (automatic) 20.45 330.80 No
## 4359 Electronic check 64.75 877.35 No
## 4360 Credit card (automatic) 98.70 2249.10 No
## 4361 Electronic check 89.45 2807.65 No
## 4362 Electronic check 58.75 1696.20 No
## 4363 Credit card (automatic) 20.70 1032.05 No
## 4364 Bank transfer (automatic) 85.60 4902.80 No
## 4365 Credit card (automatic) 80.30 4995.35 No
## 4366 Credit card (automatic) 79.80 5034.05 No
## 4367 Electronic check 79.85 1857.75 No
## 4368 Credit card (automatic) 54.10 1992.85 No
## 4369 Electronic check 80.85 751.65 Yes
## 4370 Electronic check 24.75 66.95 Yes
## 4371 Mailed check 80.90 1714.95 No
## 4372 Bank transfer (automatic) 24.50 343.60 No
## 4373 Bank transfer (automatic) 20.15 20.15 No
## 4374 Mailed check 20.05 520.10 No
## 4375 Bank transfer (automatic) 19.60 1387.45 No
## 4376 Bank transfer (automatic) 114.30 7383.70 No
## 4377 Electronic check 100.30 4483.95 No
## 4378 Credit card (automatic) 80.00 1706.45 No
## 4379 Bank transfer (automatic) 20.85 1327.40 No
## 4380 Bank transfer (automatic) 89.95 5974.30 No
## 4381 Mailed check 20.00 NA No
## 4382 Credit card (automatic) 90.85 4515.85 Yes
## 4383 Mailed check 48.75 179.85 No
## 4384 Credit card (automatic) 80.00 5040.20 No
## 4385 Bank transfer (automatic) 79.70 165.00 Yes
## 4386 Mailed check 20.35 422.70 No
## 4387 Bank transfer (automatic) 57.55 3046.40 Yes
## 4388 Mailed check 20.25 20.25 No
## 4389 Mailed check 19.40 358.05 No
## 4390 Bank transfer (automatic) 100.40 2936.25 No
## 4391 Mailed check 57.95 1271.80 No
## 4392 Bank transfer (automatic) 59.50 530.05 No
## 4393 Mailed check 19.20 19.20 No
## 4394 Electronic check 86.50 1808.70 Yes
## 4395 Electronic check 59.55 1144.60 No
## 4396 Electronic check 103.95 7446.90 Yes
## 4397 Electronic check 25.10 25.10 Yes
## 4398 Bank transfer (automatic) 103.95 7556.90 No
## 4399 Credit card (automatic) 68.95 4858.70 No
## 4400 Bank transfer (automatic) 103.10 6595.00 No
## 4401 Electronic check 24.70 149.05 No
## 4402 Electronic check 110.20 4972.10 No
## 4403 Credit card (automatic) 48.95 1880.85 Yes
## 4404 Bank transfer (automatic) 62.45 2045.55 No
## 4405 Electronic check 89.55 2187.15 No
## 4406 Credit card (automatic) 83.55 477.55 Yes
## 4407 Credit card (automatic) 78.90 2976.95 No
## 4408 Mailed check 20.35 178.70 No
## 4409 Bank transfer (automatic) 71.45 5025.85 No
## 4410 Credit card (automatic) 46.35 3353.40 No
## 4411 Bank transfer (automatic) 94.65 1461.15 No
## 4412 Bank transfer (automatic) 49.90 2782.40 No
## 4413 Bank transfer (automatic) 25.45 1699.15 No
## 4414 Electronic check 89.15 1496.90 Yes
## 4415 Mailed check 20.75 452.20 No
## 4416 Credit card (automatic) 66.10 4428.45 No
## 4417 Bank transfer (automatic) 75.40 1322.55 No
## 4418 Mailed check 70.45 70.45 Yes
## 4419 Credit card (automatic) 60.30 3563.80 Yes
## 4420 Credit card (automatic) 21.05 139.75 No
## 4421 Credit card (automatic) 69.35 1927.30 No
## 4422 Mailed check 88.85 3000.25 No
## 4423 Bank transfer (automatic) 97.00 3021.30 No
## 4424 Credit card (automatic) 66.40 2245.40 No
## 4425 Electronic check 24.75 24.75 Yes
## 4426 Mailed check 69.20 944.65 No
## 4427 Credit card (automatic) 79.50 1264.20 No
## 4428 Credit card (automatic) 100.65 4917.75 No
## 4429 Electronic check 103.30 2012.70 Yes
## 4430 Bank transfer (automatic) 79.70 5743.30 No
## 4431 Bank transfer (automatic) 61.40 1864.65 No
## 4432 Electronic check 69.80 1221.65 No
## 4433 Mailed check 40.55 1390.85 No
## 4434 Electronic check 75.65 302.35 No
## 4435 Electronic check 90.70 1374.90 No
## 4436 Bank transfer (automatic) 80.50 1336.90 No
## 4437 Electronic check 60.60 1297.80 No
## 4438 Credit card (automatic) 101.15 6067.40 No
## 4439 Mailed check 24.95 1222.25 No
## 4440 Credit card (automatic) 20.30 487.95 No
## 4441 Electronic check 60.00 2548.55 No
## 4442 Electronic check 20.25 835.50 No
## 4443 Electronic check 78.50 242.05 Yes
## 4444 Mailed check 44.75 44.75 No
## 4445 Mailed check 19.85 63.75 Yes
## 4446 Credit card (automatic) 98.00 6218.45 No
## 4447 Electronic check 79.90 260.90 Yes
## 4448 Electronic check 107.70 7320.90 No
## 4449 Electronic check 99.70 2967.35 Yes
## 4450 Electronic check 104.70 6333.80 No
## 4451 Credit card (automatic) 58.60 939.70 Yes
## 4452 Bank transfer (automatic) 93.90 4200.25 No
## 4453 Credit card (automatic) 86.45 5950.20 No
## 4454 Electronic check 98.50 1037.75 Yes
## 4455 Mailed check 19.40 93.40 No
## 4456 Mailed check 50.45 50.45 Yes
## 4457 Credit card (automatic) 24.95 1614.90 No
## 4458 Bank transfer (automatic) 75.00 1573.95 No
## 4459 Electronic check 94.65 3624.30 Yes
## 4460 Credit card (automatic) 100.25 100.25 Yes
## 4461 Electronic check 78.20 1468.75 No
## 4462 Electronic check 94.20 2607.60 No
## 4463 Electronic check 88.45 1422.10 Yes
## 4464 Electronic check 69.85 69.85 Yes
## 4465 Bank transfer (automatic) 81.70 858.60 Yes
## 4466 Electronic check 50.05 1523.40 No
## 4467 Electronic check 79.90 324.30 Yes
## 4468 Mailed check 69.55 3435.60 No
## 4469 Credit card (automatic) 25.40 399.60 Yes
## 4470 Credit card (automatic) 90.10 4549.45 No
## 4471 Bank transfer (automatic) 44.65 322.50 No
## 4472 Bank transfer (automatic) 83.75 3273.55 Yes
## 4473 Credit card (automatic) 80.35 5375.15 No
## 4474 Bank transfer (automatic) 98.10 2510.70 No
## 4475 Credit card (automatic) 53.35 3090.05 No
## 4476 Electronic check 19.55 61.05 No
## 4477 Mailed check 20.90 20.90 Yes
## 4478 Bank transfer (automatic) 48.95 955.60 No
## 4479 Electronic check 54.20 140.40 No
## 4480 Electronic check 24.45 1493.10 No
## 4481 Mailed check 69.40 69.40 Yes
## 4482 Bank transfer (automatic) 40.15 1626.05 No
## 4483 Electronic check 74.90 541.15 Yes
## 4484 Credit card (automatic) 25.60 1784.90 No
## 4485 Electronic check 70.35 70.35 No
## 4486 Bank transfer (automatic) 91.70 6075.90 No
## 4487 Mailed check 89.20 5500.60 No
## 4488 Credit card (automatic) 24.10 73.10 No
## 4489 Credit card (automatic) 74.15 3229.40 Yes
## 4490 Bank transfer (automatic) 53.85 3399.85 No
## 4491 Bank transfer (automatic) 115.60 6431.05 No
## 4492 Credit card (automatic) 19.75 19.75 No
## 4493 Bank transfer (automatic) 24.05 1230.90 No
## 4494 Credit card (automatic) 25.30 454.65 No
## 4495 Electronic check 84.30 235.05 No
## 4496 Electronic check 70.10 70.10 Yes
## 4497 Credit card (automatic) 89.75 6595.90 No
## 4498 Electronic check 97.95 5867.00 No
## 4499 Mailed check 20.00 196.35 No
## 4500 Electronic check 78.30 909.25 Yes
## 4501 Credit card (automatic) 103.90 6449.15 No
## 4502 Credit card (automatic) 20.70 762.45 No
## 4503 Electronic check 96.80 5283.95 Yes
## 4504 Electronic check 94.40 1617.50 Yes
## 4505 Credit card (automatic) 20.15 785.75 No
## 4506 Mailed check 26.00 1776.00 No
## 4507 Credit card (automatic) 77.35 5396.25 No
## 4508 Bank transfer (automatic) 66.05 574.50 No
## 4509 Mailed check 19.90 400.30 No
## 4510 Electronic check 84.30 84.30 Yes
## 4511 Credit card (automatic) 68.15 2656.30 No
## 4512 Electronic check 80.85 1445.95 No
## 4513 Bank transfer (automatic) 75.50 5212.65 No
## 4514 Credit card (automatic) 92.45 6440.25 Yes
## 4515 Electronic check 80.60 2244.95 No
## 4516 Bank transfer (automatic) 83.20 1130.00 No
## 4517 Bank transfer (automatic) 87.55 6463.15 No
## 4518 Electronic check 99.55 1131.20 Yes
## 4519 Electronic check 81.25 585.95 Yes
## 4520 Bank transfer (automatic) 109.40 6252.70 No
## 4521 Bank transfer (automatic) 19.95 19.95 Yes
## 4522 Electronic check 45.55 2062.15 No
## 4523 Credit card (automatic) 20.70 587.10 No
## 4524 Electronic check 75.30 720.45 No
## 4525 Electronic check 99.25 2186.40 Yes
## 4526 Credit card (automatic) 93.40 2979.30 No
## 4527 Credit card (automatic) 73.75 956.65 No
## 4528 Electronic check 80.45 3201.55 Yes
## 4529 Credit card (automatic) 88.15 3973.20 No
## 4530 Mailed check 49.20 447.90 No
## 4531 Mailed check 19.65 1335.20 No
## 4532 Bank transfer (automatic) 79.35 661.25 Yes
## 4533 Electronic check 79.75 1111.85 Yes
## 4534 Bank transfer (automatic) 105.15 7555.00 No
## 4535 Credit card (automatic) 49.00 49.00 No
## 4536 Electronic check 100.05 3046.15 Yes
## 4537 Electronic check 69.35 69.35 Yes
## 4538 Mailed check 49.80 836.35 No
## 4539 Electronic check 85.80 272.20 Yes
## 4540 Electronic check 79.70 5293.40 Yes
## 4541 Bank transfer (automatic) 20.95 20.95 No
## 4542 Mailed check 50.55 50.55 Yes
## 4543 Mailed check 79.30 2570.00 No
## 4544 Bank transfer (automatic) 19.50 798.20 No
## 4545 Electronic check 80.55 80.55 Yes
## 4546 Bank transfer (automatic) 44.15 44.15 No
## 4547 Electronic check 84.50 916.90 Yes
## 4548 Electronic check 105.50 6487.20 No
## 4549 Mailed check 84.30 1855.65 Yes
## 4550 Credit card (automatic) 92.70 1556.85 No
## 4551 Bank transfer (automatic) 26.25 1988.05 No
## 4552 Credit card (automatic) 96.95 5432.20 No
## 4553 Credit card (automatic) 20.45 147.55 No
## 4554 Bank transfer (automatic) 115.80 8424.90 No
## 4555 Bank transfer (automatic) 108.20 2203.70 No
## 4556 Mailed check 20.20 387.40 No
## 4557 Electronic check 67.75 116.65 Yes
## 4558 Credit card (automatic) 54.90 3045.75 No
## 4559 Electronic check 85.25 2287.25 Yes
## 4560 Bank transfer (automatic) 20.15 130.50 No
## 4561 Electronic check 90.35 767.90 No
## 4562 Electronic check 55.75 446.80 No
## 4563 Bank transfer (automatic) 114.60 8100.25 No
## 4564 Bank transfer (automatic) 80.05 830.70 Yes
## 4565 Mailed check 20.00 20.00 Yes
## 4566 Bank transfer (automatic) 66.80 4689.15 No
## 4567 Electronic check 100.30 6754.35 No
## 4568 Electronic check 105.35 3540.65 No
## 4569 Electronic check 85.20 2184.60 No
## 4570 Credit card (automatic) 48.80 1054.60 Yes
## 4571 Mailed check 18.95 130.55 No
## 4572 Bank transfer (automatic) 69.80 1540.35 No
## 4573 Electronic check 106.15 6411.25 No
## 4574 Electronic check 20.55 1432.55 No
## 4575 Credit card (automatic) 105.75 7629.85 No
## 4576 Mailed check 25.25 101.90 No
## 4577 Electronic check 19.75 313.40 No
## 4578 Electronic check 104.85 6312.90 No
## 4579 Mailed check 60.95 629.55 No
## 4580 Electronic check 81.15 2640.55 No
## 4581 Credit card (automatic) 19.10 1372.45 No
## 4582 Mailed check 20.80 1212.25 No
## 4583 Credit card (automatic) 90.15 6237.05 No
## 4584 Electronic check 90.10 6310.90 No
## 4585 Credit card (automatic) 74.10 5031.00 No
## 4586 Electronic check 85.05 85.05 Yes
## 4587 Bank transfer (automatic) 118.75 8672.45 No
## 4588 Credit card (automatic) 85.90 2196.45 No
## 4589 Credit card (automatic) 95.00 3008.15 No
## 4590 Mailed check 20.15 220.80 No
## 4591 Credit card (automatic) 101.30 5779.60 No
## 4592 Electronic check 21.20 222.65 No
## 4593 Mailed check 24.20 914.60 No
## 4594 Bank transfer (automatic) 20.30 246.30 No
## 4595 Electronic check 102.80 2110.15 Yes
## 4596 Bank transfer (automatic) 85.30 5560.00 No
## 4597 Credit card (automatic) 89.60 1633.00 No
## 4598 Mailed check 99.95 547.65 Yes
## 4599 Mailed check 56.25 969.85 No
## 4600 Bank transfer (automatic) 50.95 2610.65 No
## 4601 Mailed check 115.85 6567.90 No
## 4602 Bank transfer (automatic) 103.65 4747.85 No
## 4603 Mailed check 26.10 1759.55 No
## 4604 Mailed check 35.10 101.10 No
## 4605 Bank transfer (automatic) 99.10 6496.15 No
## 4606 Mailed check 67.25 4234.15 No
## 4607 Mailed check 25.00 300.70 No
## 4608 Mailed check 59.55 59.55 No
## 4609 Bank transfer (automatic) 77.80 4323.35 No
## 4610 Mailed check 55.10 1466.10 No
## 4611 Bank transfer (automatic) 117.80 8684.80 Yes
## 4612 Credit card (automatic) 24.15 1776.45 No
## 4613 Mailed check 45.25 2933.95 No
## 4614 Electronic check 79.50 4370.25 Yes
## 4615 Mailed check 20.25 144.35 No
## 4616 Bank transfer (automatic) 64.75 4804.75 No
## 4617 Bank transfer (automatic) 54.60 1125.20 No
## 4618 Bank transfer (automatic) 20.70 39.85 No
## 4619 Electronic check 94.75 422.40 No
## 4620 Bank transfer (automatic) 79.65 251.75 Yes
## 4621 Credit card (automatic) 115.80 8332.15 No
## 4622 Electronic check 49.45 314.60 No
## 4623 Credit card (automatic) 83.80 4331.40 No
## 4624 Bank transfer (automatic) 95.35 6382.00 No
## 4625 Electronic check 94.70 740.30 Yes
## 4626 Bank transfer (automatic) 74.05 600.15 No
## 4627 Bank transfer (automatic) 89.60 5538.80 No
## 4628 Credit card (automatic) 116.60 7049.50 No
## 4629 Bank transfer (automatic) 54.20 690.50 No
## 4630 Mailed check 19.30 279.30 No
## 4631 Mailed check 65.05 1427.55 No
## 4632 Electronic check 92.50 452.70 Yes
## 4633 Mailed check 19.45 19.45 Yes
## 4634 Bank transfer (automatic) 24.05 1709.15 No
## 4635 Bank transfer (automatic) 18.75 53.15 No
## 4636 Bank transfer (automatic) 20.15 777.35 No
## 4637 Bank transfer (automatic) 20.00 860.85 No
## 4638 Bank transfer (automatic) 71.00 5012.10 No
## 4639 Electronic check 75.55 166.30 Yes
## 4640 Electronic check 93.60 2404.10 No
## 4641 Electronic check 70.00 70.00 Yes
## 4642 Mailed check 24.40 24.40 No
## 4643 Bank transfer (automatic) 74.80 4820.15 Yes
## 4644 Mailed check 65.25 209.90 No
## 4645 Mailed check 50.55 610.75 No
## 4646 Electronic check 104.40 3409.60 Yes
## 4647 Mailed check 70.70 70.70 No
## 4648 Mailed check 45.25 155.35 No
## 4649 Electronic check 70.30 144.00 No
## 4650 Credit card (automatic) 108.95 7875.00 No
## 4651 Mailed check 26.45 911.60 No
## 4652 Electronic check 86.20 1270.20 Yes
## 4653 Credit card (automatic) 19.65 478.10 No
## 4654 Credit card (automatic) 51.20 1561.50 Yes
## 4655 Electronic check 19.05 761.85 No
## 4656 Mailed check 74.75 2282.95 No
## 4657 Bank transfer (automatic) 75.80 1615.10 No
## 4658 Credit card (automatic) 25.10 1097.15 No
## 4659 Mailed check 44.45 369.30 No
## 4660 Credit card (automatic) 104.30 6725.30 No
## 4661 Mailed check 19.50 31.55 Yes
## 4662 Bank transfer (automatic) 89.00 6293.20 No
## 4663 Credit card (automatic) 20.15 432.50 No
## 4664 Electronic check 74.90 321.75 Yes
## 4665 Credit card (automatic) 74.90 147.15 Yes
## 4666 Bank transfer (automatic) 36.15 2434.45 No
## 4667 Credit card (automatic) 19.20 532.10 No
## 4668 Bank transfer (automatic) 19.25 375.25 No
## 4669 Credit card (automatic) 61.20 125.95 No
## 4670 Mailed check 20.45 1042.65 No
## 4671 Bank transfer (automatic) 35.05 1620.25 No
## 4672 Electronic check 100.25 2387.75 Yes
## 4673 Mailed check 44.00 659.35 No
## 4674 Mailed check 102.80 2660.20 Yes
## 4675 Mailed check 50.35 1285.80 No
## 4676 Electronic check 100.00 4211.55 Yes
## 4677 Electronic check 20.00 377.55 No
## 4678 Electronic check 99.85 990.90 Yes
## 4679 Bank transfer (automatic) 94.20 193.80 Yes
## 4680 Bank transfer (automatic) 86.40 6058.95 No
## 4681 Credit card (automatic) 58.40 964.90 No
## 4682 Electronic check 83.85 790.15 Yes
## 4683 Credit card (automatic) 88.30 2467.75 Yes
## 4684 Electronic check 94.10 2322.85 No
## 4685 Bank transfer (automatic) 104.05 7262.00 Yes
## 4686 Credit card (automatic) 108.90 4854.30 No
## 4687 Bank transfer (automatic) 107.40 7748.75 No
## 4688 Credit card (automatic) 94.70 1914.90 Yes
## 4689 Electronic check 90.85 6470.10 No
## 4690 Electronic check 19.90 57.40 No
## 4691 Credit card (automatic) 66.40 2019.80 No
## 4692 Bank transfer (automatic) 100.65 5688.05 Yes
## 4693 Bank transfer (automatic) 100.70 1522.70 No
## 4694 Credit card (automatic) 25.60 1334.50 No
## 4695 Mailed check 19.85 252.00 No
## 4696 Mailed check 20.75 700.45 No
## 4697 Electronic check 95.80 5655.45 No
## 4698 Electronic check 94.65 6747.35 No
## 4699 Bank transfer (automatic) 80.55 5265.10 Yes
## 4700 Credit card (automatic) 106.65 5174.35 No
## 4701 Mailed check 45.85 105.60 No
## 4702 Electronic check 104.35 2271.85 No
## 4703 Electronic check 55.45 2966.95 No
## 4704 Electronic check 78.85 1772.25 Yes
## 4705 Electronic check 61.15 61.15 No
## 4706 Electronic check 78.95 494.95 No
## 4707 Mailed check 44.45 44.45 Yes
## 4708 Credit card (automatic) 109.20 5290.45 No
## 4709 Credit card (automatic) 61.30 3346.80 No
## 4710 Electronic check 96.85 5219.65 No
## 4711 Mailed check 40.55 217.50 No
## 4712 Mailed check 19.80 607.70 No
## 4713 Electronic check 108.25 5431.40 No
## 4714 Bank transfer (automatic) 105.05 6004.85 No
## 4715 Mailed check 90.45 5957.90 No
## 4716 Credit card (automatic) 86.40 5442.05 No
## 4717 Bank transfer (automatic) 66.90 4370.25 No
## 4718 Electronic check 110.70 4428.60 No
## 4719 Mailed check 20.00 416.45 No
## 4720 Electronic check 84.90 3067.20 Yes
## 4721 Electronic check 102.10 6688.10 No
## 4722 Mailed check 20.25 20.25 Yes
## 4723 Credit card (automatic) 70.15 4224.70 No
## 4724 Electronic check 74.35 74.35 Yes
## 4725 Bank transfer (automatic) 80.05 4042.20 No
## 4726 Mailed check 62.05 62.05 Yes
## 4727 Electronic check 49.20 3580.95 No
## 4728 Bank transfer (automatic) 20.50 1198.80 No
## 4729 Mailed check 38.25 1755.35 No
## 4730 Credit card (automatic) 54.95 3772.50 No
## 4731 Bank transfer (automatic) 96.60 2877.95 No
## 4732 Mailed check 19.90 357.70 No
## 4733 Credit card (automatic) 19.90 1397.30 No
## 4734 Electronic check 84.60 959.90 No
## 4735 Credit card (automatic) 80.00 3182.95 Yes
## 4736 Bank transfer (automatic) 85.25 3704.15 No
## 4737 Credit card (automatic) 81.25 4620.40 No
## 4738 Bank transfer (automatic) 115.50 8312.75 No
## 4739 Mailed check 104.10 541.90 Yes
## 4740 Bank transfer (automatic) 79.00 929.30 No
## 4741 Bank transfer (automatic) 39.10 971.30 Yes
## 4742 Electronic check 94.65 1285.05 No
## 4743 Mailed check 20.80 1521.20 No
## 4744 Credit card (automatic) 59.50 3389.25 No
## 4745 Bank transfer (automatic) 20.05 1198.05 No
## 4746 Electronic check 100.45 3414.65 No
## 4747 Electronic check 76.50 162.45 Yes
## 4748 Bank transfer (automatic) 20.60 754.00 No
## 4749 Credit card (automatic) 20.30 467.15 No
## 4750 Electronic check 49.20 216.90 Yes
## 4751 Mailed check 39.55 373.00 No
## 4752 Credit card (automatic) 23.15 245.20 Yes
## 4753 Mailed check 20.45 481.10 No
## 4754 Electronic check 80.85 302.75 Yes
## 4755 Bank transfer (automatic) 25.25 1728.20 No
## 4756 Electronic check 91.25 2964.05 No
## 4757 Bank transfer (automatic) 72.45 2156.25 No
## 4758 Mailed check 60.10 60.10 Yes
## 4759 Bank transfer (automatic) 19.70 1051.90 No
## 4760 Electronic check 78.95 78.95 Yes
## 4761 Electronic check 75.10 5013.00 No
## [ reached 'max' / getOption("max.print") -- omitted 2282 rows ]glimpse(df)## Rows: 7,043
## Columns: 21
## $ customerID <chr> "7590-VHVEG", "5575-GNVDE", "3668-QPYBK", "7795-CF...
## $ gender <chr> "Female", "Male", "Male", "Male", "Female", "Femal...
## $ SeniorCitizen <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Partner <chr> "Yes", "No", "No", "No", "No", "No", "No", "No", "...
## $ Dependents <chr> "No", "No", "No", "No", "No", "No", "Yes", "No", "...
## $ tenure <int> 1, 34, 2, 45, 2, 8, 22, 10, 28, 62, 13, 16, 58, 49...
## $ PhoneService <chr> "No", "Yes", "Yes", "No", "Yes", "Yes", "Yes", "No...
## $ MultipleLines <chr> "No phone service", "No", "No", "No phone service"...
## $ InternetService <chr> "DSL", "DSL", "DSL", "DSL", "Fiber optic", "Fiber ...
## $ OnlineSecurity <chr> "No", "Yes", "Yes", "Yes", "No", "No", "No", "Yes"...
## $ OnlineBackup <chr> "Yes", "No", "Yes", "No", "No", "No", "Yes", "No",...
## $ DeviceProtection <chr> "No", "Yes", "No", "Yes", "No", "Yes", "No", "No",...
## $ TechSupport <chr> "No", "No", "No", "Yes", "No", "No", "No", "No", "...
## $ StreamingTV <chr> "No", "No", "No", "No", "No", "Yes", "Yes", "No", ...
## $ StreamingMovies <chr> "No", "No", "No", "No", "No", "Yes", "No", "No", "...
## $ Contract <chr> "Month-to-month", "One year", "Month-to-month", "O...
## $ PaperlessBilling <chr> "Yes", "No", "Yes", "No", "Yes", "Yes", "Yes", "No...
## $ PaymentMethod <chr> "Electronic check", "Mailed check", "Mailed check"...
## $ MonthlyCharges <dbl> 29.85, 56.95, 53.85, 42.30, 70.70, 99.65, 89.10, 2...
## $ TotalCharges <dbl> 29.85, 1889.50, 108.15, 1840.75, 151.65, 820.50, 1...
## $ Churn <chr> "No", "No", "Yes", "No", "Yes", "Yes", "No", "No",...## En un primer chequeo se puede observar que hay muchas variables de tipo cáracter que se tiene que pasar a factor2.1 Calidad de datos. Estadísticos básicos. Se hace un summary, con lapply, que sale en formato de lista y se lee mejor
lapply(df, summary)## $customerID
## Length Class Mode
## 7043 character character
##
## $gender
## Length Class Mode
## 7043 character character
##
## $SeniorCitizen
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.1621 0.0000 1.0000
##
## $Partner
## Length Class Mode
## 7043 character character
##
## $Dependents
## Length Class Mode
## 7043 character character
##
## $tenure
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 9.00 29.00 32.37 55.00 72.00
##
## $PhoneService
## Length Class Mode
## 7043 character character
##
## $MultipleLines
## Length Class Mode
## 7043 character character
##
## $InternetService
## Length Class Mode
## 7043 character character
##
## $OnlineSecurity
## Length Class Mode
## 7043 character character
##
## $OnlineBackup
## Length Class Mode
## 7043 character character
##
## $DeviceProtection
## Length Class Mode
## 7043 character character
##
## $TechSupport
## Length Class Mode
## 7043 character character
##
## $StreamingTV
## Length Class Mode
## 7043 character character
##
## $StreamingMovies
## Length Class Mode
## 7043 character character
##
## $Contract
## Length Class Mode
## 7043 character character
##
## $PaperlessBilling
## Length Class Mode
## 7043 character character
##
## $PaymentMethod
## Length Class Mode
## 7043 character character
##
## $MonthlyCharges
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 18.25 35.50 70.35 64.76 89.85 118.75
##
## $TotalCharges
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 18.8 401.4 1397.5 2283.3 3794.7 8684.8 11
##
## $Churn
## Length Class Mode
## 7043 character characterEn este primer análisis exploratorio se puede obtener las siguientes conclusiones: 1) Se presenta un dataset con 7043 registros y 21 variables. 2) Hay muchas variables de tipo caracter que hay que psar a factores. 3) En la variable tenure, indica la permanencia, se puede observar un máximo de 72 meses. 4) En la variable TotalCharge hay 11 NA´s que hay que eliminarlos del df y que los costes máximo totales son de 8684. 5) Se puede observar la variable target que es “churn”. 6) La variable customerID no aporta valor.
En este sentido, se reserva las variables caracter que se van a pasar a factor
a_factores <- c('gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup','TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod','DeviceProtection', 'Churn')2.2 Estudio los nulos
data.frame(colSums(is.na(df))) ## colSums.is.na.df..
## customerID 0
## gender 0
## SeniorCitizen 0
## Partner 0
## Dependents 0
## tenure 0
## PhoneService 0
## MultipleLines 0
## InternetService 0
## OnlineSecurity 0
## OnlineBackup 0
## DeviceProtection 0
## TechSupport 0
## StreamingTV 0
## StreamingMovies 0
## Contract 0
## PaperlessBilling 0
## PaymentMethod 0
## MonthlyCharges 0
## TotalCharges 11
## Churn 0Parece que en este dataset se han transfomados los nulos a ceros, por lo que se deberá estudiar los ceros (este estudio no se realiza siempre).
2.2.1 Se construye una función para estudiar los ceros
contar_ceros <- function(variable){
temp <- transmute(df, if_else(variable==0,1,0))
sum(temp)
}
num_ceros <- sapply(df, contar_ceros)
num_ceros <- data.frame(VARIABLE=names(num_ceros), CEROS =as.numeric(num_ceros), stringsAsFactors = F)
num_ceros <- num_ceros %>%
arrange(desc(CEROS)) %>%
mutate(PORCENTAJE = CEROS / nrow(df) *100)
num_ceros## VARIABLE CEROS PORCENTAJE
## 1 SeniorCitizen 5901 83.7853188
## 2 tenure 11 0.1561834
## 3 customerID 0 0.0000000
## 4 gender 0 0.0000000
## 5 Partner 0 0.0000000
## 6 Dependents 0 0.0000000
## 7 PhoneService 0 0.0000000
## 8 MultipleLines 0 0.0000000
## 9 InternetService 0 0.0000000
## 10 OnlineSecurity 0 0.0000000
## 11 OnlineBackup 0 0.0000000
## 12 DeviceProtection 0 0.0000000
## 13 TechSupport 0 0.0000000
## 14 StreamingTV 0 0.0000000
## 15 StreamingMovies 0 0.0000000
## 16 Contract 0 0.0000000
## 17 PaperlessBilling 0 0.0000000
## 18 PaymentMethod 0 0.0000000
## 19 MonthlyCharges 0 0.0000000
## 20 Churn 0 0.0000000
## 21 TotalCharges NA NAConclusión: solo hay una variable con una gran cantidad de ceros, pero parece que es normal porque según el tipo de negocio, se trata de una empresa de telecomunicaciones con una gran influencia de personas jóvenes. También hay una cantidad insignificante de ceros en la variable tenure. Debido a que no se presenta nada anormal en el estudio de los ceros, se pasa a analizar los atípicos
2.3 Análisis de los atipicos. Para ello se construye una función llamada out 2.3.1 Se analiza los que son de tipo numéricos
out <- function(variable){
t(t(head(sort(variable, decreasing = T),50))) #la doble traspuesta es un truco para que se visualice la salida, si no lo que crearia es una coleccion de dataframes que no se ven bien
}
lapply(df, function(x){
if(is.double(x)) out(x)
})## $customerID
## NULL
##
## $gender
## NULL
##
## $SeniorCitizen
## NULL
##
## $Partner
## NULL
##
## $Dependents
## NULL
##
## $tenure
## NULL
##
## $PhoneService
## NULL
##
## $MultipleLines
## NULL
##
## $InternetService
## NULL
##
## $OnlineSecurity
## NULL
##
## $OnlineBackup
## NULL
##
## $DeviceProtection
## NULL
##
## $TechSupport
## NULL
##
## $StreamingTV
## NULL
##
## $StreamingMovies
## NULL
##
## $Contract
## NULL
##
## $PaperlessBilling
## NULL
##
## $PaymentMethod
## NULL
##
## $MonthlyCharges
## [,1]
## [1,] 118.75
## [2,] 118.65
## [3,] 118.60
## [4,] 118.60
## [5,] 118.35
## [6,] 118.20
## [7,] 117.80
## [8,] 117.60
## [9,] 117.50
## [10,] 117.45
## [11,] 117.35
## [12,] 117.20
## [13,] 117.15
## [14,] 116.95
## [15,] 116.85
## [16,] 116.80
## [17,] 116.75
## [18,] 116.60
## [19,] 116.60
## [20,] 116.55
## [21,] 116.50
## [22,] 116.45
## [23,] 116.40
## [24,] 116.30
## [25,] 116.25
## [26,] 116.25
## [27,] 116.25
## [28,] 116.20
## [29,] 116.15
## [30,] 116.10
## [31,] 116.10
## [32,] 116.05
## [33,] 116.05
## [34,] 116.05
## [35,] 116.00
## [36,] 115.85
## [37,] 115.80
## [38,] 115.80
## [39,] 115.80
## [40,] 115.80
## [41,] 115.75
## [42,] 115.75
## [43,] 115.65
## [44,] 115.65
## [45,] 115.60
## [46,] 115.60
## [47,] 115.55
## [48,] 115.55
## [49,] 115.55
## [50,] 115.55
##
## $TotalCharges
## [,1]
## [1,] 8684.80
## [2,] 8672.45
## [3,] 8670.10
## [4,] 8594.40
## [5,] 8564.75
## [6,] 8547.15
## [7,] 8543.25
## [8,] 8529.50
## [9,] 8496.70
## [10,] 8477.70
## [11,] 8477.60
## [12,] 8476.50
## [13,] 8468.20
## [14,] 8456.75
## [15,] 8443.70
## [16,] 8436.25
## [17,] 8425.30
## [18,] 8425.15
## [19,] 8424.90
## [20,] 8405.00
## [21,] 8404.90
## [22,] 8399.15
## [23,] 8375.05
## [24,] 8349.70
## [25,] 8349.45
## [26,] 8337.45
## [27,] 8333.95
## [28,] 8332.15
## [29,] 8331.95
## [30,] 8317.95
## [31,] 8312.75
## [32,] 8312.40
## [33,] 8310.55
## [34,] 8309.55
## [35,] 8308.90
## [36,] 8306.05
## [37,] 8297.50
## [38,] 8289.20
## [39,] 8277.05
## [40,] 8250.00
## [41,] 8248.50
## [42,] 8244.30
## [43,] 8240.85
## [44,] 8220.40
## [45,] 8196.40
## [46,] 8192.60
## [47,] 8182.85
## [48,] 8182.75
## [49,] 8175.90
## [50,] 8166.80
##
## $Churn
## NULLSe puede observa que hay un degradado uniforme en todos los datos por lo que no se detecta ningún problema en el estudio de atípicos.
out <- function(variable){
t(t(table(variable)))
}
lapply(df, function(x){
if(is.integer(x)) out(x)
})## $customerID
## NULL
##
## $gender
## NULL
##
## $SeniorCitizen
##
## variable [,1]
## 0 5901
## 1 1142
##
## $Partner
## NULL
##
## $Dependents
## NULL
##
## $tenure
##
## variable [,1]
## 0 11
## 1 613
## 2 238
## 3 200
## 4 176
## 5 133
## 6 110
## 7 131
## 8 123
## 9 119
## 10 116
## 11 99
## 12 117
## 13 109
## 14 76
## 15 99
## 16 80
## 17 87
## 18 97
## 19 73
## 20 71
## 21 63
## 22 90
## 23 85
## 24 94
## 25 79
## 26 79
## 27 72
## 28 57
## 29 72
## 30 72
## 31 65
## 32 69
## 33 64
## 34 65
## 35 88
## 36 50
## 37 65
## 38 59
## 39 56
## 40 64
## 41 70
## 42 65
## 43 65
## 44 51
## 45 61
## 46 74
## 47 68
## 48 64
## 49 66
## 50 68
## 51 68
## 52 80
## 53 70
## 54 68
## 55 64
## 56 80
## 57 65
## 58 67
## 59 60
## 60 76
## 61 76
## 62 70
## 63 72
## 64 80
## 65 76
## 66 89
## 67 98
## 68 100
## 69 95
## 70 119
## 71 170
## 72 362
##
## $PhoneService
## NULL
##
## $MultipleLines
## NULL
##
## $InternetService
## NULL
##
## $OnlineSecurity
## NULL
##
## $OnlineBackup
## NULL
##
## $DeviceProtection
## NULL
##
## $TechSupport
## NULL
##
## $StreamingTV
## NULL
##
## $StreamingMovies
## NULL
##
## $Contract
## NULL
##
## $PaperlessBilling
## NULL
##
## $PaymentMethod
## NULL
##
## $MonthlyCharges
## NULL
##
## $TotalCharges
## NULL
##
## $Churn
## NULLSe puede observar que hay 613 clientes con una permanencia de 1 mes. También hay una gran tasa de abandono entre los meses 1 y 3.
2.4 Análisis longitudinal
longi <- df %>%
summarise_all(mean) %>%
t() %>%
as.data.frame()## Warning in mean.default(customerID): argument is not numeric or logical:
## returning NA## Warning in mean.default(gender): argument is not numeric or logical: returning
## NA## Warning in mean.default(Partner): argument is not numeric or logical: returning
## NA## Warning in mean.default(Dependents): argument is not numeric or logical:
## returning NA## Warning in mean.default(PhoneService): argument is not numeric or logical:
## returning NA## Warning in mean.default(MultipleLines): argument is not numeric or logical:
## returning NA## Warning in mean.default(InternetService): argument is not numeric or logical:
## returning NA## Warning in mean.default(OnlineSecurity): argument is not numeric or logical:
## returning NA## Warning in mean.default(OnlineBackup): argument is not numeric or logical:
## returning NA## Warning in mean.default(DeviceProtection): argument is not numeric or logical:
## returning NA## Warning in mean.default(TechSupport): argument is not numeric or logical:
## returning NA## Warning in mean.default(StreamingTV): argument is not numeric or logical:
## returning NA## Warning in mean.default(StreamingMovies): argument is not numeric or logical:
## returning NA## Warning in mean.default(Contract): argument is not numeric or logical: returning
## NA## Warning in mean.default(PaperlessBilling): argument is not numeric or logical:
## returning NA## Warning in mean.default(PaymentMethod): argument is not numeric or logical:
## returning NA## Warning in mean.default(Churn): argument is not numeric or logical: returning NAdata.frame(variable = rownames(longi), media = longi$V1)%>%
arrange(desc(variable))## variable media
## 1 TotalCharges NA
## 2 tenure 32.3711487
## 3 TechSupport NA
## 4 StreamingTV NA
## 5 StreamingMovies NA
## 6 SeniorCitizen 0.1621468
## 7 PhoneService NA
## 8 PaymentMethod NA
## 9 Partner NA
## 10 PaperlessBilling NA
## 11 OnlineSecurity NA
## 12 OnlineBackup NA
## 13 MultipleLines NA
## 14 MonthlyCharges 64.7616925
## 15 InternetService NA
## 16 gender NA
## 17 DeviceProtection NA
## 18 Dependents NA
## 19 customerID NA
## 20 Contract NA
## 21 Churn NADespués de realizar el análisis longitudinal, parece que no hay anormalidades en los datos.
2.5 Se procede a realizar las acciones procedentes de las diferentes correctivas de el análisis exploratorio y de la calidad de datos
df <-df %>%
mutate_at(a_factores,as.factor)Elimino customerID y los valores missing values
df$customerID <- NULL
df <- na.omit(df)3 Transformación de los datos 3.1 - Creación de la variable target
df <- df %>%
mutate(TARGET_churn = as.numeric(ifelse((Churn == "Yes"),1,0))) %>% #el as.numeric es para que los niveles del factor se queden como 0 y 1, y no como 1 y 2
select(-Churn) #eliminamos la original para que no confunda3.2 Preparamos las variables independientes 3.2.1 - Preselección de variables independientes Creamos una lista larga con todas las variables independientes
var_ind <- setdiff(names(df), "TARGET_Churn")set.seed(12345)
m <- sample_n(df,500)3.2.2 Preselección de variables con RandomForest
pre_rf <- randomForest(formula =reformulate(var_ind,'TARGET_churn'), data= df,mtry=2,ntree=50, importance = T)## Warning in randomForest.default(m, y, ...): The response has five or fewer
## unique values. Are you sure you want to do regression?imp_rf <- importance(pre_rf)[,2] #como importance devuelve una matriz con varias métricas tenemos que extraer asi el decrecimiento en Gini que es el que mas nos interesa
imp_rf <- data.frame(VARIABLE = names(imp_rf), IMP_RF = imp_rf) #lo transformamos a dataframe
imp_rf <- imp_rf %>% arrange(desc(IMP_RF)) %>% mutate(RANKING_RF = 1:nrow(imp_rf)) #creamos el ranking3.2.3 Preseleccion con Imformation Values
temp <- mutate(m, TARGET_churn =as.numeric(as.character(TARGET_churn)))%>%
as.data.frame() #transformo la target a numérico temporalmente porque este algoritmo necesita que este en numérico, y el as.character es para que lo convierta a 0 y 1, y no a 1 y 2
imp_iv <- smbinning.sumiv(temp[c(var_ind, 'TARGET_churn')], y='TARGET_churn')##
##
|
| | 0%
|
|-- | 5%
|
|----- | 10%
|
|------- | 14%
|
|---------- | 19%
|
|------------ | 24%
|
|-------------- | 29%
|
|----------------- | 33%
|
|------------------- | 38%
|
|--------------------- | 43%
|
|------------------------ | 48%
|
|-------------------------- | 52%
|
|----------------------------- | 57%
|
|------------------------------- | 62%
|
|--------------------------------- | 67%
|
|------------------------------------ | 71%
|
|-------------------------------------- | 76%
|
|---------------------------------------- | 81%
|
|------------------------------------------- | 86%
|
|--------------------------------------------- | 90%
|
|------------------------------------------------ | 95%
|
|--------------------------------------------------| 100%
## imp_iv <- imp_iv %>% mutate(RANKING_IV = 1:nrow(imp_iv), IV =
ifelse(is.na(.$IV),0,IV)) %>% select(-Process)
names(imp_iv) <- c('VARIABLE', 'IMP_IV', 'RANKING_IV') imp_final <- inner_join(imp_rf, imp_iv, by = 'VARIABLE') %>%
select(VARIABLE, IMP_RF, IMP_IV, RANKING_RF, RANKING_IV) %>%
mutate(RANKING_TOTAL = RANKING_RF + RANKING_IV) %>%
arrange(RANKING_TOTAL)
imp_final## VARIABLE IMP_RF IMP_IV RANKING_RF RANKING_IV RANKING_TOTAL
## 1 Contract 86.186558 1.3470 2 1 3
## 2 tenure 63.105497 0.7311 3 6 9
## 3 OnlineSecurity 30.291717 1.0306 7 2 9
## 4 TechSupport 36.164778 0.7586 5 5 10
## 5 MonthlyCharges 35.351278 0.8235 6 4 10
## 6 InternetService 21.147393 0.9788 9 3 12
## 7 TotalCharges 55.948952 0.3097 4 13 17
## 8 OnlineBackup 16.919671 0.6561 10 8 18
## 9 PaymentMethod 23.569585 0.5033 8 11 19
## 10 DeviceProtection 9.880077 0.6835 12 7 19
## 11 StreamingTV 9.653627 0.6105 13 9 22
## 12 PaperlessBilling 10.323023 0.3614 11 12 23
## 13 StreamingMovies 7.171709 0.5624 15 10 25
## 14 MultipleLines 6.884948 0.1133 16 15 31
## 15 SeniorCitizen 8.081957 0.0000 14 19 33
## 16 Dependents 4.613724 0.1217 19 14 33
## 17 Partner 5.109094 0.0617 17 17 34
## 18 gender 4.653949 0.0141 18 18 36
## 19 PhoneService 1.684138 0.0766 20 16 36¿Son los métodos fiables? Vamos a hacer una correlación entre ellos a ver si dan cosas similares
cor(imp_final$IMP_RF, imp_final$IMP_IV)## [1] 0.6681082Tengo una correlación del 66% Decisión: vamos a descartar aquellas variables que no hayan salido entre las 7 mas importantes en el ranking total
ind_corta <- imp_final %>%
filter(RANKING_RF <= 10|RANKING_IV <= 10) %>%
select(VARIABLE)
ind_corta <- as.character(ind_corta$VARIABLE)ind_corta ## [1] "Contract" "tenure" "OnlineSecurity" "TechSupport"
## [5] "MonthlyCharges" "InternetService" "TotalCharges" "OnlineBackup"
## [9] "PaymentMethod" "DeviceProtection" "StreamingTV" "StreamingMovies"- Creación de variables sintéticas 4.1 Creación de contratación.
contratado<- function(variable){
temp <- as.factor(if_else(variable == "Yes", 1, 0))
return(temp)
}
df$OnlineSecurity_DISC <- contratado(df$OnlineSecurity)
df$OnlineBackup_DISC <- contratado(df$OnlineBackup)
df$TechSupport_DISC <- contratado(df$TechSupport)
df$StreamingMovie_DISC <- contratado(df$StreamingMovies)
df$DeviceProtection_DISC <- contratado(df$DeviceProtection)
df$StreamingTV_DISC <- contratado(df$StreamingTV)Se elimina las variables originales
df <- df%>% select(- OnlineBackup)
df <- df%>% select(-OnlineSecurity)
df <- df %>% select(-TechSupport)
df <- df %>% select(-DeviceProtection)
df <- df %>% select(-StreamingMovies)
df <- df %>% select(-StreamingTV)Se guarda cache
saveRDS(df,'cacheT1.rds')Se carga cache
df <- readRDS('cacheT1.rds')5 Discretizacion con smbinning Primero se crear la funcion que va a discretizar de forma automatica maximizando la capacidad predictiva de la nueva variable. Además, como se va a usar en la modelizacion un algoritmo lineal, que es la regresion logistica, vamos a intentar que la discretizacion sea monotonica
discretizar <- function(vi,target){
temp_df <- data.frame(vi = vi, target = target)
#smbinning necesita que la target sea numerica
temp_df$target <- as.numeric(as.character(temp_df$target))
disc <- smbinning(temp_df, y = 'target', x = 'vi')
return(disc)
}5.1 Discretización de tenure
disc_temp_tenure <- discretizar(df$tenure,df$TARGET_churn)
df_temp <- select(df,tenure,TARGET_churn) #creamos este temporal porque smbinning.gen necesita que el df tenga el mismo numero de columnas que la salida de la funcion discretizar
df_temp <- as.data.frame(df_temp) # Se pasa de_temp a dataframe
df_temp <- smbinning.gen(df_temp,disc_temp_tenure,chrname = 'tenure_DISC')
#Metemos en df la nueva variable discretizada y eliminamos la original
df <- cbind(df,df_temp[3]) %>% select(-tenure)5.2 Discretización MonthlyCharges
disc_temp_MonthlyCharges <- discretizar(df$MonthlyCharges,df$TARGET_churn)
df_temp <- select(df,MonthlyCharges,TARGET_churn) #creamos este temporal porque smbinning.gen necesita que el df tenga el mismo numero de columnas que la salida de la funcion discretizar
df_temp <- as.data.frame(df_temp)
df_temp <- smbinning.gen(df_temp,disc_temp_MonthlyCharges,chrname = 'MonthlyCharges_DISC')
#Metemos en df la nueva variable discretizada y eliminamos la original
df <- cbind(df,df_temp[3]) %>% select(-MonthlyCharges)5.3 Discretizamos TotalCharges
disc_temp_TotalCharges <- discretizar(df$TotalCharges,df$TARGET_churn)
df_temp <- select(df,TotalCharges,TARGET_churn)
df_temp <- as.data.frame(df_temp)
df_temp <- smbinning.gen(df_temp, disc_temp_TotalCharges, chrname= 'Totalcharges_DISC')
df <- cbind(df, df_temp[3])%>% select(-TotalCharges)Se elimina el resto de variables
df <- df %>% select(-gender)
df <- df %>% select(-Dependents)
df <- df %>% select(-SeniorCitizen)
df <- df %>% select(-Partner)
df <- df %>% select(-MultipleLines)
df <- df %>% select(-PhoneService)
df <- df %>% select(-PaperlessBilling)5.4 Inspeción visual de todas las variables
class(df)## [1] "data.table" "data.frame"df <-as.data.frame(df)# Convierto el df solo en data.frame
df %>%
select_if(is.factor)%>% # Selecciono las variable que son factores
gather() %>% #Para pasar de forma tabular a transaccional
ggplot(aes(value)) + # Le digo a ggplot que me grafique los valores
geom_bar() + facet_wrap(~key,scales='free') + #Le digo a ggplot que haga múltiples gráficos dentro de un mismo gáfico
theme(axis.text = element_text(size=4))## Warning: attributes are not identical across measure variables;
## they will be dropped
5.5 Se analiza la penetración de la target en cada categoría para determinar si las variables han sido monotónicas
a <- function(var1, var2){
df_temp <- data.frame(var1 = df[[var1]], var2 = df[[var2]])
df_temp %>%
group_by(var1) %>%
summarise(Conteo = n(), Porc = mean(as.numeric(as.character(var2)))) %>%
ggplot(aes(var1,Porc)) + geom_bar(stat='identity') + xlab(var1)
}
df2_nombres <- df %>% select_if(is.factor) %>% names()
lapply(df2_nombres, function(x){a(x,'TARGET_churn')})## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
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La mayoría de las variables son monotónicas. Antes de continuar vamos a guardar en un objeto de R las discretizaciones, porque las necesitaremos despues para poner el modelo en produccion
discretizaciones <- list(
disc_temp_tenure = df$tenure_DISC,
disc_temp_MonthlyCharges = df$MonthlyCharges_DISC,
disc_temp_TotalCharges = df$TotalCharges_DISC
)
saveRDS(discretizaciones,'01_CortesDiscretizaciones.rds')5.6 Ordenación y limpieza
df <- df %>% mutate(id = row_number())
centrales <- setdiff(names(df),c('id','TARGET_churn'))
df <- df %>% select(
id,
one_of(centrales),
TARGET_churn)a_borrar <- setdiff(ls(),'df')
rm(list=c(a_borrar,'a_borrar'))Se guarda en un cache temoral
saveRDS(df,'cacheT2.rds')Cargamos el cache temporal
df <- readRDS('cacheT2.rds')- Modelización con Regresión logistica 6.1 Se crea una una función para crear una matriz de confusión
confusion <- function(real, scoring, umbral){
conf <- table(real, scoring >= umbral)
if(ncol(conf)==2) return(conf) else return(NULL)
}6.2 Funcion para calcular las métricas de los modelos: acierto, precisión, cobertura y F1
metricas <- function(matriz_conf){
acierto <- (matriz_conf[1,1]+matriz_conf[2,2]) /sum(matriz_conf)*100
precision <- (matriz_conf[2,2])/(matriz_conf[2,2]+matriz_conf[1,2])*100
cobertura <- (matriz_conf[2,2])/(matriz_conf[2,2]+matriz_conf[2,1])*100
F1 <- 2*precision*cobertura/(precision+cobertura)
salida <- c(acierto, precision, cobertura, F1)
return(salida)
}6.3 Función para probar distintos umbrales y ver el efecto sobre precisión y cobertura
umbrales <- function(real,scoring){
umbrales <- data.frame(umbral=rep(0,times=19),acierto=rep(0,times=19),precision=rep(0,times=19),cobertura=rep(0,times=19),F1=rep(0,times=19))
cont <- 1
for (cada in seq (0.05, 0.95, by=0.05)){
datos <- metricas(confusion(real,scoring,cada))
registro<-c(cada,datos)
umbrales[cont,]<-registro
cont <- cont + 1
}
return(umbrales)
}6.4 Funciones que calculan la curva ROC y el AUC
roc <- function(prediction){
r <- performance(prediction,'tpr', 'fpr')
plot(r)
}
auc <- function(prediction){
a <- performance(prediction, 'auc')
return(a@y.values[[1]])
}6.5 Creamos las particiones de training (70%) y test (30%)
Establecemos una semilla para que nos salgan los mismos resultados
set.seed(12345)df$random<-sample(0:1,size=nrow(df), replace=T,prob = c(0.3, 0.7))Creamos los dos dataframes
train<-filter(df,random==1)
test<-filter(df,random==0)
#Eliminamos ya la random para que no moleste
df$random <- NULL6.6 - Creación del modelo de propensión Nota: Vamos a probar tres algoritmos diferentes para ver cual funciona mejor y aprender como se comparan
6.6.1 - Identificamos las variables
independientes <- setdiff(names(df), c('id','TARGET'))
target <- 'TARGET_churn'6.6.2 - Creamos la formula para usar en el modelo
formula <- reformulate(independientes,target)6.6.3 - Modelizamos con regresión logística
Primero vamos a hacer un modelo con todas las variables
formula_rl <- formula
rl <- glm(formula_rl, train, family=binomial(link = 'logit'))## Warning in model.matrix.default(mt, mf, contrasts): the response appeared on the
## right-hand side and was dropped## Warning in model.matrix.default(mt, mf, contrasts): problem with term 13 in
## model.matrix: no columns are assignedsummary(rl)##
## Call:
## glm(formula = formula_rl, family = binomial(link = "logit"),
## data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.2845 -0.6892 -0.2673 0.6125 3.1123
##
## Coefficients:
## Estimate Std. Error z value
## (Intercept) 0.37788 0.31889 1.185
## InternetServiceFiber optic 1.20916 0.21160 5.714
## InternetServiceNo -1.06568 0.31816 -3.349
## ContractOne year -0.68161 0.12727 -5.356
## ContractTwo year -1.48640 0.22178 -6.702
## PaymentMethodCredit card (automatic) -0.10100 0.13448 -0.751
## PaymentMethodElectronic check 0.25580 0.11201 2.284
## PaymentMethodMailed check -0.30532 0.13702 -2.228
## OnlineSecurity_DISC1 -0.37438 0.10231 -3.659
## OnlineBackup_DISC1 -0.10510 0.09279 -1.133
## TechSupport_DISC1 -0.25600 0.10332 -2.478
## StreamingMovie_DISC1 0.39932 0.09671 4.129
## DeviceProtection_DISC1 0.09430 0.09573 0.985
## StreamingTV_DISC1 0.45164 0.09799 4.609
## tenure_DISC02 <= 5 -0.74425 0.16900 -4.404
## tenure_DISC03 <= 16 -1.15679 0.22015 -5.254
## tenure_DISC04 <= 22 -1.44694 0.25162 -5.750
## tenure_DISC05 <= 49 -1.79240 0.23390 -7.663
## tenure_DISC06 <= 59 -1.97580 0.29470 -6.704
## tenure_DISC07 <= 70 -2.18959 0.34560 -6.336
## tenure_DISC08 > 70 -3.37046 0.51276 -6.573
## MonthlyCharges_DISC02 <= 55.95 0.30908 0.31010 0.997
## MonthlyCharges_DISC03 <= 68.8 -0.32895 0.35767 -0.920
## MonthlyCharges_DISC04 <= 106.75 -0.16081 0.37635 -0.427
## MonthlyCharges_DISC05 > 106.75 -0.18980 0.46599 -0.407
## Totalcharges_DISC02 <= 3233.85 -0.30467 0.19034 -1.601
## Totalcharges_DISC03 <= 5643.4 -0.57110 0.25865 -2.208
## Totalcharges_DISC04 > 5643.4 -0.32291 0.35780 -0.902
## Pr(>|z|)
## (Intercept) 0.236031
## InternetServiceFiber optic 0.0000000110082688 ***
## InternetServiceNo 0.000810 ***
## ContractOne year 0.0000000852304970 ***
## ContractTwo year 0.0000000000205513 ***
## PaymentMethodCredit card (automatic) 0.452662
## PaymentMethodElectronic check 0.022383 *
## PaymentMethodMailed check 0.025865 *
## OnlineSecurity_DISC1 0.000253 ***
## OnlineBackup_DISC1 0.257358
## TechSupport_DISC1 0.013224 *
## StreamingMovie_DISC1 0.0000364579893776 ***
## DeviceProtection_DISC1 0.324586
## StreamingTV_DISC1 0.0000040482920292 ***
## tenure_DISC02 <= 5 0.0000106289413491 ***
## tenure_DISC03 <= 16 0.0000001484732336 ***
## tenure_DISC04 <= 22 0.0000000089035701 ***
## tenure_DISC05 <= 49 0.0000000000000181 ***
## tenure_DISC06 <= 59 0.0000000000202284 ***
## tenure_DISC07 <= 70 0.0000000002363916 ***
## tenure_DISC08 > 70 0.0000000000492486 ***
## MonthlyCharges_DISC02 <= 55.95 0.318904
## MonthlyCharges_DISC03 <= 68.8 0.357727
## MonthlyCharges_DISC04 <= 106.75 0.669176
## MonthlyCharges_DISC05 > 106.75 0.683783
## Totalcharges_DISC02 <= 3233.85 0.109445
## Totalcharges_DISC03 <= 5643.4 0.027247 *
## Totalcharges_DISC04 > 5643.4 0.366796
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 5796.6 on 4933 degrees of freedom
## Residual deviance: 4081.3 on 4906 degrees of freedom
## AIC: 4137.3
##
## Number of Fisher Scoring iterations: 6Revisamos la significatividad y mantenemos todas las variables que tengan tres estrellas en alguna categoría, menos SALDO1ER_PASIVO_TEND porque ya están entrando otras dos de la misma variable origen
a_mantener <- c('InternetService', 'Contract', 'OnlineSecurity_DISC', 'StreamingMovie_DISC', 'StreamingMovie_DISC','tenure_DISC' )formula_rl <- reformulate(a_mantener,target)
rl <- glm(formula_rl, train, family=binomial(link = 'logit'))
summary(rl)##
## Call:
## glm(formula = formula_rl, family = binomial(link = "logit"),
## data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.1058 -0.7059 -0.2973 0.6116 3.1019
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.51020 0.12560 4.062 0.00004866359691876 ***
## InternetServiceFiber optic 1.07134 0.09025 11.871 < 0.0000000000000002 ***
## InternetServiceNo -1.31152 0.15178 -8.641 < 0.0000000000000002 ***
## ContractOne year -0.78692 0.12355 -6.369 0.00000000018992883 ***
## ContractTwo year -1.68701 0.21459 -7.862 0.00000000000000379 ***
## OnlineSecurity_DISC1 -0.49122 0.09783 -5.021 0.00000051358273670 ***
## StreamingMovie_DISC1 0.52033 0.08692 5.986 0.00000000214994880 ***
## tenure_DISC02 <= 5 -0.83685 0.14995 -5.581 0.00000002394271497 ***
## tenure_DISC03 <= 16 -1.38084 0.14206 -9.720 < 0.0000000000000002 ***
## tenure_DISC04 <= 22 -1.69674 0.17792 -9.537 < 0.0000000000000002 ***
## tenure_DISC05 <= 49 -2.08629 0.14747 -14.148 < 0.0000000000000002 ***
## tenure_DISC06 <= 59 -2.31440 0.19816 -11.679 < 0.0000000000000002 ***
## tenure_DISC07 <= 70 -2.40991 0.20946 -11.505 < 0.0000000000000002 ***
## tenure_DISC08 > 70 -3.51180 0.42086 -8.344 < 0.0000000000000002 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 5796.6 on 4933 degrees of freedom
## Residual deviance: 4164.2 on 4920 degrees of freedom
## AIC: 4192.2
##
## Number of Fisher Scoring iterations: 66.6.4 Se calcula el pseudo R cuadrado
pr2_rl <- 1-(rl$deviance / rl$null.deviance)
pr2_rl## [1] 0.2816139pr2 = 0.28, siendo un resultado óptimi (Resultado óptimo = valor entre 0 y 1) 6.6.5 Se aplica el modelo al conjunto de test
rl_predict <- predict(rl, test, type = 'response')
rl_predict## 1 2 3 4 5 6
## 0.624853291 0.054463117 0.306216397 0.054463117 0.503896663 0.040007801
## 7 8 9 10 11 12
## 0.269050304 0.599919870 0.309743905 0.029563330 0.016166932 0.678021501
## 13 14 15 16 17 18
## 0.376425554 0.160089685 0.036090068 0.016660070 0.376425554 0.557201629
## 19 20 21 22 23 24
## 0.065527281 0.169922746 0.503896663 0.005597459 0.122017347 0.672834656
## 25 26 27 28 29 30
## 0.215570807 0.427876032 0.136735461 0.829422611 0.054463117 0.010205064
## 31 32 33 34 35 36
## 0.376425554 0.829422611 0.043233976 0.013657161 0.162715134 0.215570807
## 37 38 39 40 41 42
## 0.419056737 0.054463117 0.376425554 0.044515381 0.563031124 0.022880622
## 43 44 45 46 47 48
## 0.162715134 0.063985320 0.376425554 0.022767173 0.026943011 0.419056737
## 49 50 51 52 53 54
## 0.010205064 0.829422611 0.047128641 0.081279930 0.086037374 0.413307958
## 55 56 57 58 59 60
## 0.169922746 0.672834656 0.045266218 0.203937652 0.678021501 0.048759049
## 61 62 63 64 65 66
## 0.678021501 0.216892479 0.143946869 0.115340378 0.052769684 0.550007031
## 67 68 69 70 71 72
## 0.427876032 0.672834656 0.018018986 0.550007031 0.624853291 0.419056737
## 73 74 75 76 77 78
## 0.088354478 0.672834656 0.008140515 0.447067274 0.550007031 0.215570807
## 79 80 81 82 83 84
## 0.503896663 0.048842563 0.088354478 0.088354478 0.052769684 0.071914214
## 85 86 87 88 89 90
## 0.471230915 0.015243020 0.043233976 0.088354478 0.310184722 0.136735461
## 91 92 93 94 95 96
## 0.220534661 0.678021501 0.101364146 0.044515381 0.548271199 0.672834656
## 97 98 99 100 101 102
## 0.447067274 0.037906696 0.220534661 0.478490772 0.008140515 0.599919870
## 103 104 105 106 107 108
## 0.829422611 0.419056737 0.295120753 0.829422611 0.376425554 0.054463117
## 109 110 111 112 113 114
## 0.101364146 0.026153593 0.779890617 0.103155711 0.183821550 0.376425554
## 115 116 117 118 119 120
## 0.447067274 0.048842563 0.215570807 0.158234767 0.027716886 0.423594552
## 121 122 123 124 125 126
## 0.083866820 0.018018986 0.779890617 0.007404500 0.169922746 0.672834656
## 127 128 129 130 131 132
## 0.672834656 0.220534661 0.779890617 0.175523554 0.100034356 0.678021501
## 133 134 135 136 137 138
## 0.022880622 0.503896663 0.215570807 0.624853291 0.158234767 0.101364146
## 139 140 141 142 143 144
## 0.503896663 0.503896663 0.258121699 0.419056737 0.108465721 0.309743905
## 145 146 147 148 149 150
## 0.024734169 0.376425554 0.550007031 0.162715134 0.141340195 0.269050304
## 151 152 153 154 155 156
## 0.306216397 0.026905421 0.557201629 0.383283545 0.423594552 0.672834656
## 157 158 159 160 161 162
## 0.026905421 0.018018986 0.503896663 0.215570807 0.258121699 0.672834656
## 163 164 165 166 167 168
## 0.010205064 0.413307958 0.258121699 0.203937652 0.015243020 0.119724370
## 169 170 171 172 173 174
## 0.419056737 0.563031124 0.102818342 0.007404500 0.419056737 0.557201629
## 175 176 177 178 179 180
## 0.220534661 0.065527281 0.227218651 0.016660070 0.550007031 0.294628564
## 181 182 183 184 185 186
## 0.310184722 0.250686634 0.171350107 0.376425554 0.081669974 0.010205064
## 187 188 189 190 191 192
## 0.303989964 0.250686634 0.316191026 0.026905421 0.026905421 0.376425554
## 193 194 195 196 197 198
## 0.005597459 0.160089685 0.550007031 0.162715134 0.678021501 0.026905421
## 199 200 201 202 203 204
## 0.624853291 0.269050304 0.550007031 0.220534661 0.037906696 0.069711976
## 205 206 207 208 209 210
## 0.026905421 0.220534661 0.550007031 0.215570807 0.503896663 0.376425554
## 211 212 213 214 215 216
## 0.250686634 0.503896663 0.016660070 0.316191026 0.599919870 0.779890617
## 217 218 219 220 221 222
## 0.829422611 0.027716886 0.052769684 0.295120753 0.008140515 0.171350107
## 223 224 225 226 227 228
## 0.216892479 0.076826740 0.044515381 0.829422611 0.624853291 0.306216397
## 229 230 231 232 233 234
## 0.069711976 0.309743905 0.024734169 0.309743905 0.015243020 0.215570807
## 235 236 237 238 239 240
## 0.005597459 0.016660070 0.376425554 0.258121699 0.008140515 0.258121699
## 241 242 243 244 245 246
## 0.162715134 0.503896663 0.258121699 0.076826740 0.022880622 0.007404500
## 247 248 249 250 251 252
## 0.419056737 0.678021501 0.165855681 0.112314937 0.301212991 0.563031124
## 253 254 255 256 257 258
## 0.672834656 0.016166932 0.309743905 0.048842563 0.125170733 0.684344014
## 259 260 261 262 263 264
## 0.316191026 0.548271199 0.419056737 0.112314937 0.112314937 0.413307958
## 265 266 267 268 269 270
## 0.075994213 0.010205064 0.036859099 0.010205064 0.269050304 0.047128641
## 271 272 273 274 275 276
## 0.550007031 0.672834656 0.171350107 0.269050304 0.026905421 0.306216397
## 277 278 279 280 281 282
## 0.007404500 0.108465721 0.024734169 0.678021501 0.269050304 0.158234767
## 283 284 285 286 287 288
## 0.557201629 0.040007801 0.557201629 0.054463117 0.220534661 0.316191026
## 289 290 291 292 293 294
## 0.269734672 0.478490772 0.027716886 0.550007031 0.063681345 0.002472316
## 295 296 297 298 299 300
## 0.829422611 0.009382386 0.065527281 0.100493233 0.678021501 0.009382386
## 301 302 303 304 305 306
## 0.162715134 0.503896663 0.010205064 0.550007031 0.029563330 0.048759049
## 307 308 309 310 311 312
## 0.026905421 0.829422611 0.054463117 0.376425554 0.295120753 0.051607976
## 313 314 315 316 317 318
## 0.002472316 0.075994213 0.306216397 0.009382386 0.672834656 0.339346057
## 319 320 321 322 323 324
## 0.018018986 0.112314937 0.678021501 0.143946869 0.376425554 0.324566977
## 325 326 327 328 329 330
## 0.007404500 0.007404500 0.550007031 0.503896663 0.043841476 0.419056737
## 331 332 333 334 335 336
## 0.024734169 0.503896663 0.024734169 0.104445075 0.269734672 0.419056737
## 337 338 339 340 341 342
## 0.086810321 0.672834656 0.383283545 0.678021501 0.019789057 0.550007031
## 343 344 345 346 347 348
## 0.183821550 0.016660070 0.086037374 0.829422611 0.419056737 0.672834656
## 349 350 351 352 353 354
## 0.171350107 0.016660070 0.684344014 0.009382386 0.503896663 0.383283545
## 355 356 357 358 359 360
## 0.027716886 0.471230915 0.162715134 0.026905421 0.550007031 0.233877502
## 361 362 363 364 365 366
## 0.737019515 0.779890617 0.295120753 0.010205064 0.008140515 0.009382386
## 367 368 369 370 371 372
## 0.024734169 0.503896663 0.309743905 0.427876032 0.036859099 0.269050304
## 373 374 375 376 377 378
## 0.737019515 0.043233976 0.316191026 0.779890617 0.220534661 0.550007031
## 379 380 381 382 383 384
## 0.295120753 0.339346057 0.101364146 0.352875163 0.316191026 0.829422611
## 385 386 387 388 389 390
## 0.118052572 0.007404500 0.201109305 0.239134390 0.143946869 0.376425554
## 391 392 393 394 395 396
## 0.183821550 0.048842563 0.101364146 0.215570807 0.624853291 0.309743905
## 397 398 399 400 401 402
## 0.672834656 0.419056737 0.295120753 0.423594552 0.183821550 0.007404500
## 403 404 405 406 407 408
## 0.018299138 0.024734169 0.008140515 0.672834656 0.560604444 0.007404500
## 409 410 411 412 413 414
## 0.427876032 0.295120753 0.027716886 0.088354478 0.043233976 0.550007031
## 415 416 417 418 419 420
## 0.020448871 0.162715134 0.301212991 0.040007801 0.101364146 0.002472316
## 421 422 423 424 425 426
## 0.054463117 0.078371281 0.020448871 0.550007031 0.216892479 0.016660070
## 427 428 429 430 431 432
## 0.101364146 0.550007031 0.383283545 0.678021501 0.030410116 0.550007031
## 433 434 435 436 437 438
## 0.303989964 0.112314937 0.010205064 0.503896663 0.037906696 0.010205064
## 439 440 441 442 443 444
## 0.355893863 0.141340195 0.250686634 0.103155711 0.309743905 0.269734672
## 445 446 447 448 449 450
## 0.779890617 0.413307958 0.829422611 0.007404500 0.073881709 0.063681345
## 451 452 453 454 455 456
## 0.779890617 0.550007031 0.233877502 0.423594552 0.310184722 0.678021501
## 457 458 459 460 461 462
## 0.678021501 0.269050304 0.183821550 0.103155711 0.678021501 0.052769684
## 463 464 465 466 467 468
## 0.101364146 0.052769684 0.672834656 0.309743905 0.119724370 0.678021501
## 469 470 471 472 473 474
## 0.024734169 0.203937652 0.169922746 0.376425554 0.503896663 0.162715134
## 475 476 477 478 479 480
## 0.503896663 0.071623869 0.471230915 0.330981652 0.162715134 0.227218651
## 481 482 483 484 485 486
## 0.423594552 0.027716886 0.471230915 0.624853291 0.007404500 0.599919870
## 487 488 489 490 491 492
## 0.054463117 0.779890617 0.052769684 0.203937652 0.015243020 0.306216397
## 493 494 495 496 497 498
## 0.002472316 0.678021501 0.119724370 0.007404500 0.183821550 0.203937652
## 499 500 501 502 503 504
## 0.672834656 0.162715134 0.678021501 0.419056737 0.423594552 0.295120753
## 505 506 507 508 509 510
## 0.672834656 0.233877502 0.295120753 0.088354478 0.076826740 0.010205064
## 511 512 513 514 515 516
## 0.269050304 0.295120753 0.007404500 0.376425554 0.678021501 0.829422611
## 517 518 519 520 521 522
## 0.301212991 0.165855681 0.009382386 0.165855681 0.027716886 0.024734169
## 523 524 525 526 527 528
## 0.008140515 0.171350107 0.376425554 0.130161046 0.269050304 0.157391530
## 529 530 531 532 533 534
## 0.352875163 0.355893863 0.233877502 0.009382386 0.052769684 0.376425554
## 535 536 537 538 539 540
## 0.043841476 0.210886402 0.829422611 0.419056737 0.052769684 0.550007031
## 541 542 543 544 545 546
## 0.020448871 0.169922746 0.005597459 0.383283545 0.563031124 0.020448871
## 547 548 549 550 551 552
## 0.010205064 0.171350107 0.376425554 0.007404500 0.086037374 0.624853291
## 553 554 555 556 557 558
## 0.779890617 0.010205064 0.478490772 0.678021501 0.141340195 0.065527281
## 559 560 561 562 563 564
## 0.010205064 0.779890617 0.678021501 0.624853291 0.026905421 0.165855681
## 565 566 567 568 569 570
## 0.220534661 0.447067274 0.054463117 0.016166932 0.065527281 0.136735461
## 571 572 573 574 575 576
## 0.007404500 0.183821550 0.024734169 0.196246063 0.076826740 0.171350107
## 577 578 579 580 581 582
## 0.250686634 0.162715134 0.258121699 0.624853291 0.045266218 0.376425554
## 583 584 585 586 587 588
## 0.020448871 0.043233976 0.303989964 0.002472316 0.423594552 0.175523554
## 589 590 591 592 593 594
## 0.157391530 0.504744464 0.447067274 0.034717677 0.036090068 0.112314937
## 595 596 597 598 599 600
## 0.548271199 0.624853291 0.737019515 0.112314937 0.002472316 0.624853291
## 601 602 603 604 605 606
## 0.330981652 0.010205064 0.005597459 0.037906696 0.086037374 0.258121699
## 607 608 609 610 611 612
## 0.112314937 0.034717677 0.301212991 0.075994213 0.052769684 0.269050304
## 613 614 615 616 617 618
## 0.309743905 0.036090068 0.563031124 0.043841476 0.002472316 0.779890617
## 619 620 621 622 623 624
## 0.076826740 0.829422611 0.829422611 0.503896663 0.112314937 0.054463117
## 625 626 627 628 629 630
## 0.220534661 0.550007031 0.040007801 0.027716886 0.009382386 0.550007031
## 631 632 633 634 635 636
## 0.029563330 0.672834656 0.183821550 0.471230915 0.027716886 0.119724370
## 637 638 639 640 641 642
## 0.316191026 0.678021501 0.678021501 0.295120753 0.076826740 0.483534684
## 643 644 645 646 647 648
## 0.100034356 0.020448871 0.672834656 0.309743905 0.054463117 0.020448871
## 649 650 651 652 653 654
## 0.550007031 0.048842563 0.599919870 0.503896663 0.376425554 0.009382386
## 655 656 657 658 659 660
## 0.009382386 0.295120753 0.833502202 0.112314937 0.024734169 0.829422611
## 661 662 663 664 665 666
## 0.104445075 0.503896663 0.075994213 0.376425554 0.471230915 0.316191026
## 667 668 669 670 671 672
## 0.008140515 0.829422611 0.118052572 0.022880622 0.024734169 0.550007031
## 673 674 675 676 677 678
## 0.169922746 0.101364146 0.599919870 0.007404500 0.624853291 0.779890617
## 679 680 681 682 683 684
## 0.269050304 0.030410116 0.009382386 0.678021501 0.548271199 0.624853291
## 685 686 687 688 689 690
## 0.008140515 0.111968733 0.779890617 0.015243020 0.891085339 0.019789057
## 691 692 693 694 695 696
## 0.024734169 0.316191026 0.101364146 0.020448871 0.672834656 0.027716886
## 697 698 699 700 701 702
## 0.310184722 0.009382386 0.599919870 0.009382386 0.503896663 0.010205064
## 703 704 705 706 707 708
## 0.054463117 0.678021501 0.016660070 0.008140515 0.024734169 0.048842563
## 709 710 711 712 713 714
## 0.413307958 0.018018986 0.005597459 0.504744464 0.102818342 0.020448871
## 715 716 717 718 719 720
## 0.678021501 0.171350107 0.557201629 0.076826740 0.503896663 0.624853291
## 721 722 723 724 725 726
## 0.383283545 0.002472316 0.672834656 0.423594552 0.413307958 0.678021501
## 727 728 729 730 731 732
## 0.015243020 0.624853291 0.624853291 0.220534661 0.672834656 0.306216397
## 733 734 735 736 737 738
## 0.136735461 0.010205064 0.016166932 0.550007031 0.162715134 0.024734169
## 739 740 741 742 743 744
## 0.306216397 0.471230915 0.269050304 0.002472316 0.076826740 0.383283545
## 745 746 747 748 749 750
## 0.419056737 0.162715134 0.043233976 0.026153593 0.678021501 0.019789057
## 751 752 753 754 755 756
## 0.624853291 0.624853291 0.550007031 0.829422611 0.076826740 0.009382386
## 757 758 759 760 761 762
## 0.160089685 0.503896663 0.423594552 0.048842563 0.503896663 0.413307958
## 763 764 765 766 767 768
## 0.101364146 0.779890617 0.678021501 0.073881709 0.503896663 0.201109305
## 769 770 771 772 773 774
## 0.829422611 0.118052572 0.162715134 0.557201629 0.052769684 0.503896663
## 775 776 777 778 779 780
## 0.550007031 0.295120753 0.550007031 0.678021501 0.779890617 0.179493755
## 781 782 783 784 785 786
## 0.672834656 0.316191026 0.503896663 0.083880252 0.316191026 0.158234767
## 787 788 789 790 791 792
## 0.024734169 0.014992939 0.071623869 0.024734169 0.002472316 0.002472316
## 793 794 795 796 797 798
## 0.503896663 0.076826740 0.010205064 0.002472316 0.672834656 0.169922746
## 799 800 801 802 803 804
## 0.024734169 0.026905421 0.036859099 0.007404500 0.076826740 0.175523554
## 805 806 807 808 809 810
## 0.008140515 0.101364146 0.024734169 0.026905421 0.503896663 0.002472316
## 811 812 813 814 815 816
## 0.503896663 0.158234767 0.101364146 0.672834656 0.091502621 0.024734169
## 817 818 819 820 821 822
## 0.678021501 0.119724370 0.015243020 0.829422611 0.043233976 0.009382386
## 823 824 825 826 827 828
## 0.015243020 0.563031124 0.678021501 0.048759049 0.108465721 0.007404500
## 829 830 831 832 833 834
## 0.022880622 0.599919870 0.306216397 0.503896663 0.048759049 0.027716886
## 835 836 837 838 839 840
## 0.203937652 0.183821550 0.118052572 0.423594552 0.024734169 0.678021501
## 841 842 843 844 845 846
## 0.024734169 0.678021501 0.550007031 0.557201629 0.130161046 0.295120753
## 847 848 849 850 851 852
## 0.010205064 0.779890617 0.316191026 0.310184722 0.162715134 0.624853291
## 853 854 855 856 857 858
## 0.101364146 0.250686634 0.624853291 0.076826740 0.158234767 0.233877502
## 859 860 861 862 863 864
## 0.891085339 0.306216397 0.024734169 0.210886402 0.016660070 0.043841476
## 865 866 867 868 869 870
## 0.037906696 0.376425554 0.030410116 0.112314937 0.075994213 0.503896663
## 871 872 873 874 875 876
## 0.030410116 0.048842563 0.171350107 0.010205064 0.250686634 0.007404500
## 877 878 879 880 881 882
## 0.010205064 0.383283545 0.101364146 0.076680693 0.309743905 0.010205064
## 883 884 885 886 887 888
## 0.419056737 0.008140515 0.376425554 0.054463117 0.027716886 0.060496708
## 889 890 891 892 893 894
## 0.101364146 0.550007031 0.624853291 0.419056737 0.076826740 0.672834656
## 895 896 897 898 899 900
## 0.376425554 0.672834656 0.130161046 0.007404500 0.036090068 0.076826740
## 901 902 903 904 905 906
## 0.310184722 0.376425554 0.309743905 0.054463117 0.048842563 0.016166932
## 907 908 909 910 911 912
## 0.288614496 0.599919870 0.010205064 0.503896663 0.009382386 0.144910535
## 913 914 915 916 917 918
## 0.060496708 0.550007031 0.269050304 0.503896663 0.130161046 0.009382386
## 919 920 921 922 923 924
## 0.550007031 0.016166932 0.203937652 0.162715134 0.550007031 0.269734672
## 925 926 927 928 929 930
## 0.419056737 0.054463117 0.324566977 0.413307958 0.678021501 0.069711976
## 931 932 933 934 935 936
## 0.002472316 0.295120753 0.169632244 0.303989964 0.550007031 0.088354478
## 937 938 939 940 941 942
## 0.550007031 0.048842563 0.269734672 0.020448871 0.376425554 0.007404500
## 943 944 945 946 947 948
## 0.233877502 0.162715134 0.009382386 0.101364146 0.007404500 0.101364146
## 949 950 951 952 953 954
## 0.086037374 0.419056737 0.624853291 0.136735461 0.112314937 0.376425554
## 955 956 957 958 959 960
## 0.018299138 0.122017347 0.086037374 0.503896663 0.672834656 0.037906696
## 961 962 963 964 965 966
## 0.203937652 0.022880622 0.018018986 0.048842563 0.037906696 0.624853291
## 967 968 969 970 971 972
## 0.672834656 0.036090068 0.227218651 0.171350107 0.008140515 0.026905421
## 973 974 975 976 977 978
## 0.316191026 0.550007031 0.162715134 0.162715134 0.550007031 0.309743905
## 979 980 981 982 983 984
## 0.295120753 0.101364146 0.678021501 0.052769684 0.233877502 0.779890617
## 985 986 987 988 989 990
## 0.503896663 0.069711976 0.014992939 0.036090068 0.599919870 0.027716886
## 991 992 993 994 995 996
## 0.101364146 0.034717677 0.081279930 0.024734169 0.026905421 0.162715134
## 997 998 999 1000 1001 1002
## 0.179493755 0.376425554 0.165855681 0.027716886 0.419056737 0.295120753
## 1003 1004 1005 1006 1007 1008
## 0.269050304 0.672834656 0.007404500 0.301212991 0.010205064 0.295120753
## 1009 1010 1011 1012 1013 1014
## 0.309743905 0.383283545 0.169922746 0.065527281 0.624853291 0.550007031
## 1015 1016 1017 1018 1019 1020
## 0.027716886 0.324566977 0.748441868 0.376425554 0.306216397 0.037906696
## 1021 1022 1023 1024 1025 1026
## 0.169922746 0.829422611 0.316191026 0.119724370 0.112314937 0.309743905
## 1027 1028 1029 1030 1031 1032
## 0.829422611 0.624853291 0.020448871 0.101364146 0.678021501 0.100034356
## 1033 1034 1035 1036 1037 1038
## 0.071623869 0.419056737 0.075994213 0.048759049 0.316191026 0.101364146
## 1039 1040 1041 1042 1043 1044
## 0.678021501 0.309743905 0.088354478 0.678021501 0.672834656 0.071623869
## 1045 1046 1047 1048 1049 1050
## 0.829422611 0.119724370 0.027716886 0.779890617 0.419056737 0.076826740
## 1051 1052 1053 1054 1055 1056
## 0.419056737 0.447067274 0.678021501 0.599919870 0.503896663 0.054463117
## 1057 1058 1059 1060 1061 1062
## 0.316191026 0.548271199 0.250686634 0.503896663 0.503896663 0.309743905
## 1063 1064 1065 1066 1067 1068
## 0.024734169 0.169922746 0.471230915 0.088354478 0.419056737 0.007404500
## 1069 1070 1071 1072 1073 1074
## 0.143946869 0.413307958 0.829422611 0.678021501 0.352875163 0.076826740
## 1075 1076 1077 1078 1079 1080
## 0.624853291 0.008140515 0.024734169 0.101364146 0.048842563 0.119724370
## 1081 1082 1083 1084 1085 1086
## 0.016166932 0.295120753 0.026905421 0.112314937 0.376425554 0.009382386
## 1087 1088 1089 1090 1091 1092
## 0.550007031 0.175523554 0.010205064 0.779890617 0.672834656 0.258121699
## 1093 1094 1095 1096 1097 1098
## 0.503896663 0.309743905 0.376425554 0.563031124 0.624853291 0.624853291
## 1099 1100 1101 1102 1103 1104
## 0.250686634 0.104445075 0.250686634 0.672834656 0.111968733 0.027716886
## 1105 1106 1107 1108 1109 1110
## 0.503896663 0.169922746 0.376425554 0.423594552 0.002472316 0.048842563
## 1111 1112 1113 1114 1115 1116
## 0.376425554 0.503896663 0.101364146 0.215570807 0.550007031 0.503896663
## 1117 1118 1119 1120 1121 1122
## 0.010205064 0.269050304 0.383283545 0.829422611 0.624853291 0.309743905
## 1123 1124 1125 1126 1127 1128
## 0.295120753 0.005597459 0.376425554 0.086037374 0.419056737 0.269734672
## 1129 1130 1131 1132 1133 1134
## 0.048842563 0.162715134 0.018018986 0.022880622 0.024734169 0.678021501
## 1135 1136 1137 1138 1139 1140
## 0.026905421 0.269734672 0.672834656 0.829422611 0.419056737 0.779890617
## 1141 1142 1143 1144 1145 1146
## 0.624853291 0.060496708 0.678021501 0.295120753 0.052769684 0.829422611
## 1147 1148 1149 1150 1151 1152
## 0.111968733 0.086037374 0.423594552 0.101364146 0.503896663 0.503896663
## 1153 1154 1155 1156 1157 1158
## 0.309743905 0.550007031 0.829422611 0.471230915 0.306216397 0.036090068
## 1159 1160 1161 1162 1163 1164
## 0.030410116 0.054463117 0.548271199 0.081279930 0.779890617 0.220534661
## 1165 1166 1167 1168 1169 1170
## 0.111968733 0.071623869 0.024734169 0.617301488 0.007404500 0.678021501
## 1171 1172 1173 1174 1175 1176
## 0.101364146 0.083880252 0.423594552 0.158234767 0.007404500 0.599919870
## 1177 1178 1179 1180 1181 1182
## 0.014992939 0.018299138 0.599919870 0.125170733 0.624853291 0.419056737
## 1183 1184 1185 1186 1187 1188
## 0.471230915 0.678021501 0.891085339 0.054463117 0.295120753 0.024734169
## 1189 1190 1191 1192 1193 1194
## 0.052769684 0.471230915 0.076826740 0.026153593 0.112314937 0.423594552
## 1195 1196 1197 1198 1199 1200
## 0.891085339 0.295120753 0.599919870 0.069711976 0.101364146 0.007404500
## 1201 1202 1203 1204 1205 1206
## 0.233877502 0.624853291 0.048842563 0.503896663 0.043233976 0.599919870
## 1207 1208 1209 1210 1211 1212
## 0.111968733 0.007404500 0.002472316 0.088354478 0.419056737 0.779890617
## 1213 1214 1215 1216 1217 1218
## 0.672834656 0.624853291 0.047128641 0.301212991 0.269734672 0.044515381
## 1219 1220 1221 1222 1223 1224
## 0.002472316 0.027716886 0.624853291 0.419056737 0.054463117 0.624853291
## 1225 1226 1227 1228 1229 1230
## 0.104445075 0.672834656 0.101364146 0.233877502 0.008140515 0.419056737
## 1231 1232 1233 1234 1235 1236
## 0.030410116 0.550007031 0.316191026 0.203937652 0.002472316 0.048842563
## 1237 1238 1239 1240 1241 1242
## 0.324566977 0.144910535 0.047128641 0.829422611 0.136735461 0.005597459
## 1243 1244 1245 1246 1247 1248
## 0.504744464 0.563031124 0.309743905 0.008140515 0.301212991 0.295120753
## 1249 1250 1251 1252 1253 1254
## 0.026905421 0.027716886 0.024734169 0.008140515 0.043841476 0.036090068
## 1255 1256 1257 1258 1259 1260
## 0.503896663 0.043841476 0.141340195 0.447067274 0.101364146 0.171350107
## 1261 1262 1263 1264 1265 1266
## 0.040007801 0.478490772 0.376425554 0.015243020 0.672834656 0.216892479
## 1267 1268 1269 1270 1271 1272
## 0.550007031 0.309743905 0.010205064 0.419056737 0.040007801 0.111968733
## 1273 1274 1275 1276 1277 1278
## 0.027716886 0.672834656 0.101364146 0.550007031 0.419056737 0.503896663
## 1279 1280 1281 1282 1283 1284
## 0.678021501 0.599919870 0.027716886 0.037906696 0.157391530 0.171350107
## 1285 1286 1287 1288 1289 1290
## 0.063766949 0.503896663 0.779890617 0.550007031 0.215570807 0.829422611
## 1291 1292 1293 1294 1295 1296
## 0.309743905 0.069711976 0.112314937 0.010205064 0.007404500 0.076826740
## 1297 1298 1299 1300 1301 1302
## 0.471230915 0.007404500 0.503896663 0.220534661 0.136735461 0.069711976
## 1303 1304 1305 1306 1307 1308
## 0.503896663 0.352875163 0.009382386 0.008140515 0.101364146 0.316191026
## 1309 1310 1311 1312 1313 1314
## 0.052769684 0.295120753 0.024734169 0.010205064 0.503896663 0.376425554
## 1315 1316 1317 1318 1319 1320
## 0.009382386 0.060496708 0.376425554 0.503896663 0.829422611 0.081279930
## 1321 1322 1323 1324 1325 1326
## 0.111968733 0.018299138 0.269734672 0.427876032 0.599919870 0.026905421
## 1327 1328 1329 1330 1331 1332
## 0.419056737 0.018299138 0.309743905 0.101364146 0.008140515 0.324566977
## 1333 1334 1335 1336 1337 1338
## 0.086037374 0.048842563 0.309743905 0.018018986 0.419056737 0.678021501
## 1339 1340 1341 1342 1343 1344
## 0.018299138 0.014992939 0.383283545 0.157391530 0.295120753 0.233877502
## 1345 1346 1347 1348 1349 1350
## 0.423594552 0.016660070 0.310184722 0.112314937 0.101364146 0.339346057
## 1351 1352 1353 1354 1355 1356
## 0.829422611 0.101364146 0.054463117 0.503896663 0.316191026 0.624853291
## 1357 1358 1359 1360 1361 1362
## 0.599919870 0.471230915 0.678021501 0.008140515 0.010205064 0.678021501
## 1363 1364 1365 1366 1367 1368
## 0.047128641 0.119724370 0.295120753 0.672834656 0.829422611 0.269734672
## 1369 1370 1371 1372 1373 1374
## 0.048759049 0.309743905 0.007404500 0.829422611 0.014992939 0.829422611
## 1375 1376 1377 1378 1379 1380
## 0.250686634 0.048842563 0.427876032 0.447067274 0.352875163 0.002472316
## 1381 1382 1383 1384 1385 1386
## 0.301212991 0.189520510 0.009382386 0.269050304 0.269734672 0.503896663
## 1387 1388 1389 1390 1391 1392
## 0.829422611 0.024734169 0.026905421 0.014992939 0.101364146 0.357502650
## 1393 1394 1395 1396 1397 1398
## 0.022767173 0.423594552 0.162715134 0.169922746 0.413307958 0.503896663
## 1399 1400 1401 1402 1403 1404
## 0.083880252 0.069711976 0.007404500 0.233877502 0.309743905 0.624853291
## 1405 1406 1407 1408 1409 1410
## 0.503896663 0.829422611 0.258121699 0.024734169 0.295120753 0.027716886
## 1411 1412 1413 1414 1415 1416
## 0.678021501 0.678021501 0.295120753 0.672834656 0.157391530 0.672834656
## 1417 1418 1419 1420 1421 1422
## 0.503896663 0.162715134 0.258121699 0.447067274 0.008140515 0.130161046
## 1423 1424 1425 1426 1427 1428
## 0.419056737 0.504744464 0.220534661 0.071914214 0.269050304 0.027716886
## 1429 1430 1431 1432 1433 1434
## 0.220534661 0.250686634 0.309743905 0.007404500 0.044515381 0.036090068
## 1435 1436 1437 1438 1439 1440
## 0.002472316 0.024734169 0.007404500 0.829422611 0.376425554 0.324566977
## 1441 1442 1443 1444 1445 1446
## 0.026905421 0.063766949 0.007404500 0.599919870 0.008140515 0.779890617
## 1447 1448 1449 1450 1451 1452
## 0.029563330 0.162715134 0.171350107 0.169922746 0.008140515 0.309743905
## 1453 1454 1455 1456 1457 1458
## 0.295120753 0.111968733 0.504744464 0.171350107 0.295120753 0.030410116
## 1459 1460 1461 1462 1463 1464
## 0.007404500 0.112314937 0.024734169 0.033414681 0.376425554 0.779890617
## 1465 1466 1467 1468 1469 1470
## 0.183821550 0.007404500 0.076826740 0.503896663 0.076826740 0.008140515
## 1471 1472 1473 1474 1475 1476
## 0.100034356 0.503896663 0.054463117 0.171350107 0.136735461 0.503896663
## 1477 1478 1479 1480 1481 1482
## 0.220534661 0.069711976 0.419056737 0.112314937 0.016166932 0.002472316
## 1483 1484 1485 1486 1487 1488
## 0.030410116 0.269734672 0.073881709 0.678021501 0.002472316 0.091502621
## 1489 1490 1491 1492 1493 1494
## 0.010205064 0.419056737 0.672834656 0.352875163 0.009382386 0.419056737
## 1495 1496 1497 1498 1499 1500
## 0.678021501 0.503896663 0.829422611 0.447067274 0.233877502 0.239134390
## 1501 1502 1503 1504 1505 1506
## 0.376425554 0.162715134 0.044515381 0.141340195 0.419056737 0.027716886
## 1507 1508 1509 1510 1511 1512
## 0.550007031 0.220534661 0.044515381 0.258121699 0.171350107 0.143946869
## 1513 1514 1515 1516 1517 1518
## 0.550007031 0.024734169 0.779890617 0.624853291 0.330981652 0.550007031
## 1519 1520 1521 1522 1523 1524
## 0.040007801 0.112314937 0.233877502 0.175523554 0.471230915 0.503896663
## 1525 1526 1527 1528 1529 1530
## 0.316191026 0.020448871 0.119724370 0.175523554 0.024734169 0.008140515
## 1531 1532 1533 1534 1535 1536
## 0.295120753 0.036859099 0.108465721 0.829422611 0.220534661 0.014992939
## 1537 1538 1539 1540 1541 1542
## 0.316191026 0.016660070 0.550007031 0.026905421 0.022880622 0.829422611
## 1543 1544 1545 1546 1547 1548
## 0.027716886 0.672834656 0.503896663 0.203937652 0.550007031 0.678021501
## 1549 1550 1551 1552 1553 1554
## 0.018018986 0.672834656 0.162715134 0.503896663 0.078371281 0.203937652
## 1555 1556 1557 1558 1559 1560
## 0.309743905 0.295120753 0.036090068 0.269050304 0.376425554 0.047128641
## 1561 1562 1563 1564 1565 1566
## 0.043841476 0.503896663 0.503896663 0.503896663 0.043233976 0.083880252
## 1567 1568 1569 1570 1571 1572
## 0.022880622 0.203937652 0.672834656 0.599919870 0.054463117 0.250686634
## 1573 1574 1575 1576 1577 1578
## 0.100034356 0.101364146 0.672834656 0.220534661 0.215570807 0.171350107
## 1579 1580 1581 1582 1583 1584
## 0.119724370 0.503896663 0.020448871 0.678021501 0.136735461 0.130161046
## 1585 1586 1587 1588 1589 1590
## 0.376425554 0.091502621 0.295120753 0.112314937 0.550007031 0.007404500
## 1591 1592 1593 1594 1595 1596
## 0.250686634 0.295120753 0.007404500 0.083880252 0.503896663 0.413307958
## 1597 1598 1599 1600 1601 1602
## 0.599919870 0.112314937 0.101364146 0.447067274 0.037906696 0.022880622
## 1603 1604 1605 1606 1607 1608
## 0.169922746 0.258121699 0.081279930 0.010205064 0.043841476 0.550007031
## 1609 1610 1611 1612 1613 1614
## 0.037906696 0.158234767 0.022880622 0.258121699 0.054463117 0.891085339
## 1615 1616 1617 1618 1619 1620
## 0.563031124 0.081279930 0.016660070 0.678021501 0.052769684 0.043233976
## 1621 1622 1623 1624 1625 1626
## 0.419056737 0.309743905 0.026943011 0.678021501 0.024734169 0.019789057
## 1627 1628 1629 1630 1631 1632
## 0.220534661 0.026905421 0.376425554 0.076826740 0.233877502 0.269050304
## 1633 1634 1635 1636 1637 1638
## 0.016166932 0.016660070 0.503896663 0.048759049 0.672834656 0.024734169
## 1639 1640 1641 1642 1643 1644
## 0.548271199 0.339346057 0.503896663 0.233877502 0.074787152 0.419056737
## 1645 1646 1647 1648 1649 1650
## 0.829422611 0.101364146 0.203937652 0.203937652 0.624853291 0.010205064
## 1651 1652 1653 1654 1655 1656
## 0.048842563 0.043233976 0.141340195 0.083880252 0.550007031 0.119724370
## 1657 1658 1659 1660 1661 1662
## 0.157391530 0.427876032 0.624853291 0.016660070 0.316191026 0.160089685
## 1663 1664 1665 1666 1667 1668
## 0.419056737 0.038850873 0.118052572 0.022880622 0.019789057 0.010205064
## 1669 1670 1671 1672 1673 1674
## 0.891085339 0.036090068 0.044515381 0.471230915 0.007404500 0.007404500
## 1675 1676 1677 1678 1679 1680
## 0.550007031 0.678021501 0.295120753 0.162715134 0.233877502 0.102818342
## 1681 1682 1683 1684 1685 1686
## 0.019789057 0.024734169 0.550007031 0.024734169 0.215570807 0.086037374
## 1687 1688 1689 1690 1691 1692
## 0.073881709 0.295120753 0.160089685 0.376425554 0.447067274 0.108465721
## 1693 1694 1695 1696 1697 1698
## 0.309743905 0.112314937 0.678021501 0.550007031 0.233877502 0.024734169
## 1699 1700 1701 1702 1703 1704
## 0.036090068 0.040007801 0.309743905 0.136735461 0.624853291 0.599919870
## 1705 1706 1707 1708 1709 1710
## 0.027716886 0.171350107 0.162715134 0.009382386 0.376425554 0.002472316
## 1711 1712 1713 1714 1715 1716
## 0.471230915 0.829422611 0.048842563 0.471230915 0.383283545 0.027716886
## 1717 1718 1719 1720 1721 1722
## 0.316191026 0.550007031 0.009382386 0.010205064 0.309743905 0.239134390
## 1723 1724 1725 1726 1727 1728
## 0.309743905 0.016660070 0.026905421 0.550007031 0.054463117 0.599919870
## 1729 1730 1731 1732 1733 1734
## 0.269050304 0.007404500 0.052769684 0.269734672 0.112314937 0.548271199
## 1735 1736 1737 1738 1739 1740
## 0.081669974 0.005597459 0.010205064 0.009382386 0.419056737 0.010205064
## 1741 1742 1743 1744 1745 1746
## 0.383283545 0.037906696 0.352875163 0.678021501 0.413307958 0.471230915
## 1747 1748 1749 1750 1751 1752
## 0.419056737 0.624853291 0.119724370 0.040007801 0.376425554 0.075994213
## 1753 1754 1755 1756 1757 1758
## 0.044515381 0.024734169 0.672834656 0.310184722 0.010205064 0.550007031
## 1759 1760 1761 1762 1763 1764
## 0.040007801 0.215570807 0.220534661 0.091502621 0.009382386 0.162715134
## 1765 1766 1767 1768 1769 1770
## 0.162715134 0.022880622 0.160089685 0.203937652 0.020448871 0.171350107
## 1771 1772 1773 1774 1775 1776
## 0.002472316 0.051607976 0.550007031 0.624853291 0.203937652 0.143946869
## 1777 1778 1779 1780 1781 1782
## 0.112314937 0.026905421 0.007404500 0.007404500 0.016166932 0.672834656
## 1783 1784 1785 1786 1787 1788
## 0.503896663 0.203937652 0.005597459 0.295120753 0.427876032 0.503896663
## 1789 1790 1791 1792 1793 1794
## 0.419056737 0.101364146 0.048842563 0.339346057 0.672834656 0.076680693
## 1795 1796 1797 1798 1799 1800
## 0.020448871 0.503896663 0.557201629 0.026905421 0.019789057 0.550007031
## 1801 1802 1803 1804 1805 1806
## 0.108465721 0.048842563 0.269050304 0.250686634 0.419056737 0.136735461
## 1807 1808 1809 1810 1811 1812
## 0.088354478 0.779890617 0.250686634 0.183821550 0.076826740 0.829422611
## 1813 1814 1815 1816 1817 1818
## 0.550007031 0.024734169 0.010205064 0.043841476 0.233877502 0.295120753
## 1819 1820 1821 1822 1823 1824
## 0.007404500 0.008140515 0.779890617 0.101364146 0.624853291 0.076826740
## 1825 1826 1827 1828 1829 1830
## 0.007404500 0.503896663 0.027716886 0.737019515 0.076826740 0.016166932
## 1831 1832 1833 1834 1835 1836
## 0.829422611 0.002472316 0.081279930 0.419056737 0.086037374 0.007404500
## 1837 1838 1839 1840 1841 1842
## 0.020448871 0.599919870 0.162715134 0.330981652 0.043233976 0.269734672
## 1843 1844 1845 1846 1847 1848
## 0.044515381 0.503896663 0.309743905 0.447067274 0.550007031 0.383283545
## 1849 1850 1851 1852 1853 1854
## 0.672834656 0.009382386 0.220534661 0.075994213 0.009382386 0.891085339
## 1855 1856 1857 1858 1859 1860
## 0.678021501 0.010205064 0.078371281 0.376425554 0.383283545 0.014992939
## 1861 1862 1863 1864 1865 1866
## 0.010205064 0.672834656 0.102818342 0.624853291 0.024734169 0.423594552
## 1867 1868 1869 1870 1871 1872
## 0.550007031 0.179493755 0.309743905 0.503896663 0.891085339 0.009382386
## 1873 1874 1875 1876 1877 1878
## 0.074787152 0.076826740 0.091502621 0.216892479 0.071914214 0.007404500
## 1879 1880 1881 1882 1883 1884
## 0.220534661 0.136735461 0.376425554 0.171350107 0.010205064 0.048842563
## 1885 1886 1887 1888 1889 1890
## 0.088354478 0.316191026 0.014992939 0.010205064 0.088354478 0.007404500
## 1891 1892 1893 1894 1895 1896
## 0.678021501 0.063681345 0.678021501 0.002472316 0.183821550 0.550007031
## 1897 1898 1899 1900 1901 1902
## 0.037906696 0.052769684 0.678021501 0.316191026 0.044515381 0.215570807
## 1903 1904 1905 1906 1907 1908
## 0.250686634 0.324566977 0.419056737 0.624853291 0.324566977 0.044515381
## 1909 1910 1911 1912 1913 1914
## 0.779890617 0.076826740 0.376425554 0.034717677 0.002472316 0.309743905
## 1915 1916 1917 1918 1919 1920
## 0.779890617 0.136735461 0.111968733 0.043233976 0.005597459 0.306216397
## 1921 1922 1923 1924 1925 1926
## 0.083880252 0.160089685 0.043841476 0.227218651 0.210886402 0.002472316
## 1927 1928 1929 1930 1931 1932
## 0.071623869 0.550007031 0.101364146 0.014992939 0.014992939 0.157391530
## 1933 1934 1935 1936 1937 1938
## 0.063766949 0.563031124 0.169922746 0.427876032 0.160089685 0.043841476
## 1939 1940 1941 1942 1943 1944
## 0.295120753 0.088354478 0.189520510 0.171350107 0.383283545 0.018299138
## 1945 1946 1947 1948 1949 1950
## 0.624853291 0.624853291 0.008140515 0.316191026 0.295120753 0.040007801
## 1951 1952 1953 1954 1955 1956
## 0.503896663 0.169922746 0.678021501 0.258121699 0.550007031 0.503896663
## 1957 1958 1959 1960 1961 1962
## 0.301212991 0.044515381 0.036090068 0.048842563 0.024734169 0.550007031
## 1963 1964 1965 1966 1967 1968
## 0.162715134 0.076826740 0.020448871 0.136735461 0.157391530 0.024734169
## 1969 1970 1971 1972 1973 1974
## 0.010205064 0.678021501 0.413307958 0.550007031 0.054463117 0.162715134
## 1975 1976 1977 1978 1979 1980
## 0.829422611 0.027716886 0.550007031 0.672834656 0.019789057 0.009382386
## 1981 1982 1983 1984 1985 1986
## 0.112314937 0.040007801 0.250686634 0.009382386 0.054463117 0.258121699
## 1987 1988 1989 1990 1991 1992
## 0.672834656 0.503896663 0.014992939 0.016660070 0.100493233 0.678021501
## 1993 1994 1995 1996 1997 1998
## 0.100493233 0.258121699 0.073881709 0.005597459 0.008140515 0.316191026
## 1999 2000 2001 2002 2003 2004
## 0.599919870 0.269050304 0.550007031 0.269050304 0.054463117 0.503896663
## 2005 2006 2007 2008 2009 2010
## 0.423594552 0.550007031 0.678021501 0.010205064 0.119724370 0.309743905
## 2011 2012 2013 2014 2015 2016
## 0.269734672 0.052769684 0.183821550 0.007404500 0.010205064 0.052769684
## 2017 2018 2019 2020 2021 2022
## 0.136735461 0.027716886 0.002472316 0.295120753 0.033414681 0.075994213
## 2023 2024 2025 2026 2027 2028
## 0.203937652 0.503896663 0.019789057 0.010205064 0.227218651 0.306216397
## 2029 2030 2031 2032 2033 2034
## 0.352875163 0.684344014 0.250686634 0.103155711 0.027716886 0.324566977
## 2035 2036 2037 2038 2039 2040
## 0.306216397 0.303989964 0.162715134 0.133472676 0.020448871 0.672834656
## 2041 2042 2043 2044 2045 2046
## 0.165855681 0.306216397 0.016660070 0.171350107 0.162715134 0.503896663
## 2047 2048 2049 2050 2051 2052
## 0.503896663 0.779890617 0.324566977 0.027716886 0.169922746 0.672834656
## 2053 2054 2055 2056 2057 2058
## 0.002472316 0.112314937 0.038850873 0.678021501 0.111968733 0.220534661
## 2059 2060 2061 2062 2063 2064
## 0.048759049 0.043841476 0.376425554 0.008140515 0.016166932 0.413307958
## 2065 2066 2067 2068 2069 2070
## 0.119724370 0.171350107 0.044515381 0.065527281 0.007404500 0.258121699
## 2071 2072 2073 2074 2075 2076
## 0.220534661 0.306216397 0.503896663 0.101364146 0.295120753 0.136735461
## 2077 2078 2079 2080 2081 2082
## 0.376425554 0.309743905 0.678021501 0.022880622 0.376425554 0.054463117
## 2083 2084 2085 2086 2087 2088
## 0.100034356 0.030410116 0.136735461 0.018018986 0.503896663 0.829422611
## 2089 2090 2091 2092 2093 2094
## 0.624853291 0.008140515 0.010205064 0.100034356 0.269734672 0.413307958
## 2095 2096 2097 2098
## 0.162715134 0.829422611 0.210886402 0.100034356Se grafica
plot(rl_predict~test$TARGET_churn)
6.6.6 Ahora se debe transformar la probabilidad en una decisión de si el cliente abandona la compañia o no
Con la funcion umbrales probamos diferentes cortes
umb_rl<-umbrales(test$TARGET_churn,rl_predict)
umb_rl## umbral acierto precision cobertura F1
## 1 0.05 50.38132 32.87671 97.674419 49.194729
## 2 0.10 58.29361 36.71355 96.124031 53.133369
## 3 0.15 64.63298 40.42373 92.441860 56.250000
## 4 0.20 69.73308 44.31710 89.922481 59.373001
## 5 0.25 72.44995 46.74370 86.240310 60.626703
## 6 0.30 75.88179 50.60241 81.395349 62.407132
## 7 0.35 78.16969 54.11932 73.837209 62.459016
## 8 0.40 78.59867 55.37721 66.860465 60.579456
## 9 0.45 80.02860 59.34489 59.689922 59.516908
## 10 0.50 80.45758 60.68548 58.333333 59.486166
## 11 0.55 80.98189 64.81013 49.612403 56.201976
## 12 0.60 80.98189 71.11913 38.178295 49.684741
## 13 0.65 80.64824 74.33628 32.558140 45.283019
## 14 0.70 78.31268 82.10526 15.116279 25.531915
## 15 0.75 78.07436 81.11111 14.147287 24.092409
## 16 0.80 77.12107 81.03448 9.108527 16.376307
## 17 0.85 75.69113 87.50000 1.356589 2.671756
## 18 0.90 0.90000 0.90000 0.900000 0.900000
## 19 0.95 0.95000 0.95000 0.950000 0.950000Seleccionamos el umbral que maximiza la F1 (umbral = 0.3)
umbral_rl_final <- umb_rl[which.max(umb_rl$F1),1]
umbral_rl_final## [1] 0.35confusion(test$TARGET_churn, rl_predict, umbral_rl_final)##
## real FALSE TRUE
## 0 1259 323
## 1 135 381rl_metricas <- filter(umb_rl, umbral==umbral_rl_final)
rl_metricas## umbral acierto precision cobertura F1
## 1 0.35 78.16969 54.11932 73.83721 62.45902Evaluamos la ROC
rl_prediction <- prediction(rl_predict, test$TARGET_churn)
roc(rl_prediction)
Sacamos las metricas
rl_metricas <- cbind(rl_metricas,AUC=round(auc(rl_prediction),2)*100)
print(t(rl_metricas))## [,1]
## umbral 0.35000
## acierto 78.16969
## precision 54.11932
## cobertura 73.83721
## F1 62.45902
## AUC 85.000007 Modelización con Árboles de decisión 7.1 Modelización y revisión
formula_ar <- formula
ar <- rpart(formula_ar, train, method = 'class', parms = list(split = 'information'), control = rpart.control(cp = 0.00001))## Warning in model.matrix.default(attr(frame, "terms"), frame): the response
## appeared on the right-hand side and was dropped## Warning in model.matrix.default(attr(frame, "terms"), frame): problem with term
## 13 in model.matrix: no columns are assigned## Warning in cats * !isord: longitud de objeto mayor no es múltiplo de la longitud
## de uno menorSe revisa donde el error de validación cruzada empieza a crecer
printcp(ar)##
## Classification tree:
## rpart(formula = formula_ar, data = train, method = "class", parms = list(split = "information"),
## control = rpart.control(cp = 0.00001))
##
## Variables actually used in tree construction:
## [1] Contract DeviceProtection_DISC InternetService
## [4] MonthlyCharges_DISC OnlineBackup_DISC OnlineSecurity_DISC
## [7] PaymentMethod StreamingMovie_DISC StreamingTV_DISC
## [10] TechSupport_DISC tenure_DISC Totalcharges_DISC
##
## Root node error: 1353/4934 = 0.27422
##
## n= 4934
##
## CP nsplit rel error xerror xstd
## 1 0.05691057 0 1.00000 1.00000 0.023161
## 2 0.01219512 3 0.79084 0.79897 0.021474
## 3 0.00739098 5 0.76644 0.80783 0.021559
## 4 0.00591279 8 0.74427 0.80266 0.021510
## 5 0.00406504 9 0.73836 0.77384 0.021227
## 6 0.00369549 12 0.72358 0.76644 0.021152
## 7 0.00258684 13 0.71988 0.75979 0.021085
## 8 0.00184775 17 0.70880 0.76940 0.021182
## 9 0.00147820 19 0.70510 0.77162 0.021204
## 10 0.00110865 28 0.69180 0.77753 0.021264
## 11 0.00098546 32 0.68736 0.78123 0.021300
## 12 0.00073910 40 0.67849 0.78566 0.021344
## 13 0.00049273 58 0.66297 0.79970 0.021481
## 14 0.00036955 61 0.66149 0.79897 0.021474
## 15 0.00032849 67 0.65928 0.80636 0.021545
## 16 0.00024637 78 0.65558 0.81005 0.021580
## 17 0.00018477 84 0.65410 0.81523 0.021629
## 18 0.00012318 88 0.65336 0.82705 0.021740
## 19 0.00001000 94 0.65262 0.82927 0.021761plotcp(ar)
Parece que minimiza aprox en cp = 0.0026 de complejidad Generamos un nuevo arbol con ese parametro Ademas vamos a incluir un nuevo paramtero para que el arbol no tenga mas de 7 niveles
ar <- rpart(formula_ar, train, method = 'class', parms = list(split='information'), control = rpart.control(cp = 0.0026))## Warning in model.matrix.default(attr(frame, "terms"), frame): the response
## appeared on the right-hand side and was dropped## Warning in model.matrix.default(attr(frame, "terms"), frame): problem with term
## 13 in model.matrix: no columns are assigned## Warning in cats * !isord: longitud de objeto mayor no es múltiplo de la longitud
## de uno menorprintcp(ar)##
## Classification tree:
## rpart(formula = formula_ar, data = train, method = "class", parms = list(split = "information"),
## control = rpart.control(cp = 0.0026))
##
## Variables actually used in tree construction:
## [1] Contract InternetService OnlineSecurity_DISC
## [4] PaymentMethod StreamingTV_DISC TechSupport_DISC
## [7] tenure_DISC
##
## Root node error: 1353/4934 = 0.27422
##
## n= 4934
##
## CP nsplit rel error xerror xstd
## 1 0.0569106 0 1.00000 1.00000 0.023161
## 2 0.0121951 3 0.79084 0.79084 0.021395
## 3 0.0073910 5 0.76644 0.80266 0.021510
## 4 0.0059128 8 0.74427 0.79305 0.021417
## 5 0.0040650 9 0.73836 0.78788 0.021366
## 6 0.0036955 12 0.72358 0.77088 0.021197
## 7 0.0026000 13 0.71988 0.75979 0.021085Se tiene entrenado el árbol y revisado el parámetro de complejidad (0.0026) tal cual se quiere. Ahora se inta el árbo 7.2 Gráfico del àrbol de decisión
rpart.plot(ar, type=2, extra =7, under = TRUE, under.cex = 0.7, fallen.leaves = F, gap = 0, cex = 0.2,yesno = 2, box.palette = 'GnYlRd', branch.lty = 3)
Una vez que se ha pintado el árbolo de decisión se debe sacar las reglas. Las reglas son muy útiles cuando se quiere poner en producción el modelo. De estforma, se obtien reglas de tipo Si….Entonces 7.3 Sacar las reglas
rpart.rules(ar, style = 'tall', cover = T)#style sirve para que la salida sea mas legible y cover añade el % de casos en los que aplica la regla## TARGET_churn is 0.07 with cover 44% when
## Contract is One year or Two year
##
## TARGET_churn is 0.19 with cover 15% when
## Contract is Month-to-month
## tenure_DISC is 03 <= 16 or 04 <= 22 or 05 <= 49 or 06 <= 59 or 07 <= 70 or 08 > 70
## InternetService is DSL or No
##
## TARGET_churn is 0.26 with cover 4% when
## Contract is Month-to-month
## tenure_DISC is 01 <= 1 or 02 <= 5
## InternetService is No
##
## TARGET_churn is 0.28 with cover 1% when
## Contract is Month-to-month
## tenure_DISC is 05 <= 49 or 06 <= 59 or 07 <= 70 or 08 > 70
## InternetService is Fiber optic
## OnlineSecurity_DISC is 1
## PaymentMethod is Electronic check
##
## TARGET_churn is 0.28 with cover 1% when
## Contract is Month-to-month
## tenure_DISC is 02 <= 5 or 03 <= 16
## InternetService is Fiber optic
## OnlineSecurity_DISC is 1
## StreamingTV_DISC is 0
##
## TARGET_churn is 0.30 with cover 7% when
## Contract is Month-to-month
## tenure_DISC is 04 <= 22 or 05 <= 49 or 06 <= 59 or 07 <= 70 or 08 > 70
## InternetService is Fiber optic
## PaymentMethod is Bank transfer (automatic) or Credit card (automatic) or Mailed check
##
## TARGET_churn is 0.38 with cover 1% when
## Contract is Month-to-month
## tenure_DISC is 01 <= 1 or 02 <= 5
## InternetService is DSL
## TechSupport_DISC is 1
##
## TARGET_churn is 0.41 with cover 1% when
## Contract is Month-to-month
## tenure_DISC is 01 <= 1 or 02 <= 5
## InternetService is DSL
## OnlineSecurity_DISC is 1
## TechSupport_DISC is 0
##
## TARGET_churn is 0.55 with cover 7% when
## Contract is Month-to-month
## tenure_DISC is 04 <= 22 or 05 <= 49 or 06 <= 59 or 07 <= 70 or 08 > 70
## InternetService is Fiber optic
## OnlineSecurity_DISC is 0
## PaymentMethod is Electronic check
##
## TARGET_churn is 0.59 with cover 4% when
## Contract is Month-to-month
## tenure_DISC is 01 <= 1 or 02 <= 5
## InternetService is DSL
## OnlineSecurity_DISC is 0
## TechSupport_DISC is 0
##
## TARGET_churn is 0.62 with cover 0% when
## Contract is Month-to-month
## tenure_DISC is 04 <= 22
## InternetService is Fiber optic
## OnlineSecurity_DISC is 1
## PaymentMethod is Electronic check
##
## TARGET_churn is 0.66 with cover 10% when
## Contract is Month-to-month
## tenure_DISC is 02 <= 5 or 03 <= 16
## InternetService is Fiber optic
## OnlineSecurity_DISC is 0
##
## TARGET_churn is 0.70 with cover 0% when
## Contract is Month-to-month
## tenure_DISC is 02 <= 5 or 03 <= 16
## InternetService is Fiber optic
## OnlineSecurity_DISC is 1
## StreamingTV_DISC is 1
##
## TARGET_churn is 0.88 with cover 4% when
## Contract is Month-to-month
## tenure_DISC is 01 <= 1
## InternetService is Fiber opticSi se pone de ejemplo la primera salida del código anterior, el 7% abandonaran, con una cobertura de 44% cuando el contrato sea de de 1 o 2 años.
Determinamos las características que comparten los clientes que caen en los nodos. 7.4 Se translada el nodo final de cada cliente a un data.frame para poder hacer una explotacion posterior
ar_numnodos <- rpart.predict(ar, test,nn = T)
head(ar_numnodos)## 0 1 nn
## 1 0.4120370 0.58796296 111
## 2 0.9268966 0.07310345 2
## 3 0.5869565 0.41304348 110
## 4 0.9268966 0.07310345 2
## 5 0.4498480 0.55015198 59
## 6 0.9268966 0.07310345 2La salida nos da: - 0: clientes con ninguna probabilidad de abandono. - 1: clientes con X% de probabilidad de abandono - nn: Número de nodo. De esta forma y por poner un ejemplo, en el nodo 111 se presentan unas características de clientes que tiene un 58% de probabillidades de abandono.
7.5 Revisamos métricas 7.5.1 Se saca el scoring y se grafíca
ar_predict <- predict(ar, test, type = 'prob')[,2]
plot(ar_predict~test$TARGET_churn)
7.5.2 Se prueba diferentes cortes con la función umbrales
umb_ar <- umbrales(test$TARGET_churn, ar_predict)
umb_ar## umbral acierto precision cobertura F1
## 1 0.05 0.05000 0.05000 0.050000 0.05000
## 2 0.10 66.15825 41.30824 89.341085 56.49510
## 3 0.15 66.15825 41.30824 89.341085 56.49510
## 4 0.20 75.45281 50.06017 80.620155 61.76689
## 5 0.25 75.45281 50.06017 80.620155 61.76689
## 6 0.30 79.12297 56.79443 63.178295 59.81651
## 7 0.35 79.12297 56.79443 63.178295 59.81651
## 8 0.40 79.50429 57.78986 61.821705 59.73783
## 9 0.45 79.83794 58.65922 61.046512 59.82906
## 10 0.50 79.83794 58.65922 61.046512 59.82906
## 11 0.55 79.83794 58.65922 61.046512 59.82906
## 12 0.60 80.79123 68.28479 40.891473 51.15152
## 13 0.65 80.74357 68.42105 40.310078 50.73171
## 14 0.70 77.16873 81.35593 9.302326 16.69565
## 15 0.75 77.16873 81.35593 9.302326 16.69565
## 16 0.80 77.16873 81.35593 9.302326 16.69565
## 17 0.85 77.16873 81.35593 9.302326 16.69565
## 18 0.90 0.90000 0.90000 0.900000 0.90000
## 19 0.95 0.95000 0.95000 0.950000 0.95000Calculo el umbral final
umb_final_ar<- umb_ar[which.max(umb_ar$F1),1]
umb_final_ar## [1] 0.2Umbral = 0.2
7.5.3 Precisión, cobertura y F1
ar_metricas <- filter(umb_ar, umbral==umb_final_ar)
ar_metricas## umbral acierto precision cobertura F1
## 1 0.2 75.45281 50.06017 80.62016 61.766897.5.4 Evaluación con curva ROC
ar_prediction <- prediction(ar_predict, test$TARGET_churn)
roc(ar_prediction)
7.5.5 Métricas definitivas con AUC
ar_metricas <- cbind(ar_metricas, AUC = round(auc(ar_prediction),2)*100)
print(t(ar_metricas))## [,1]
## umbral 0.20000
## acierto 75.45281
## precision 50.06017
## cobertura 80.62016
## F1 61.76689
## AUC 83.00000No se sige con Random Forest porque el algoritmo de regresión logistica predice muy bien con un AUC de 85% y no es un dataset con demasiados datos para RF. 8 Comparación de los dos métodos
comparativa <- rbind(rl_metricas,ar_metricas)
rownames(comparativa) <- c('Regresion Logistica','Arbol Decision')
t(comparativa)## Regresion Logistica Arbol Decision
## umbral 0.35000 0.20000
## acierto 78.16969 75.45281
## precision 54.11932 50.06017
## cobertura 73.83721 80.62016
## F1 62.45902 61.76689
## AUC 85.00000 83.00000De acuerdo a los resultados obtenidos de la comparación de los dos modelos, regresión logistica y árboles de decisión, el que mejor AUC tienen y por lo tanto mejor va a predecir es el modelo realizado con el algoritmo de Regresión Logística.
8.1 Se escribe el scoring final en el dataset y guardamos el modelo
df$SCORING_ABANDONO <- predict(rl, df, type = 'response')saveRDS(rl,'modelo_final_telco.rds')rl <- readRDS('modelo_final_telco.rds')- Evaluación y análisis de negocio
Vamos a visualizar la contratación real por tramos de scoring. Este gráfico es muy potente para ver que el modelo es consistente, ya que debe presentar una linea descendente en la tasa de contratación conforme se desciende en el scoring
#Creamos una funcion para visualizar el abandono real por percentiles de scoring
vis <- function(scoring,real) {
#Preparar el dataframe de visualización. Me creo un datafframe interno dentro de la funcion temporal, para organizar la información y para crear nuevas variables en el formato que lo necesitamos
vis_df <- data.frame(Scoring = scoring, Perc_Scoring = cut_number(scoring, 20), Real = real)
levels(vis_df$Perc_Scoring) <- seq(from = 100,to = 5,by = -5)
vis_gr <- vis_df %>% group_by(Perc_Scoring) %>% summarise(Tasa_Churn = mean(as.numeric(as.character(Real)))) %>% arrange(Perc_Scoring)
#ordenar el factor para el gráfico
vis_gr$Perc_Scoring <- factor(vis_gr$Perc_Scoring, levels = vis_gr$Perc_Scoring[order(vis_gr$Perc_Scoring, decreasing = T)])
#hacemos el gráfico
ggplot(vis_gr,aes(Perc_Scoring, Tasa_Churn)) +
geom_col(fill='grey') +
geom_hline(aes(yintercept = mean(as.numeric(as.character(vis_df$Real)))), col = 'black') +
labs(title = 'Abandono real por tramo de scoring', x = 'Tramo de scoring', y = 'Abandono real')
}
vis(df$SCORING_ABANDONO,df$TARGET_churn)## `summarise()` ungrouping output (override with `.groups` argument)
9.1 Escenario 1: Simulación de acción comercial para evitar la tasa de abandono. El tamaño de campaña viene definido por un criterio de negocio como por ejemplo el presupuesto total asignado a la campaña
#Supongamos que tenemos un presupuesto de 20.000€ para retener al cliente
#Y que la campaña se realizara por call center, con un coste unitario de 20€ por cliente contactado
#Entonces el número de clientes a contactar sera de 20.000 / 20 = 1.000
#Para extraerlos simplemente cogemos los 1.000 primeros ordenados por scoring
tamaño_campaña <- 1000
bote_campaña <- df%>%
filter(TARGET_churn==0)%>%
arrange(desc(SCORING_ABANDONO))%>%
slice(1:tamaño_campaña)%>%
select(id, SCORING_ABANDONO)
head(bote_campaña,50)## id SCORING_ABANDONO
## 1 1925 0.8910853
## 2 2234 0.8910853
## 3 5133 0.8910853
## 4 5299 0.8910853
## 5 5346 0.8910853
## 6 5897 0.8910853
## 7 92 0.8294226
## 8 346 0.8294226
## 9 460 0.8294226
## 10 684 0.8294226
## 11 1092 0.8294226
## 12 1461 0.8294226
## 13 2032 0.8294226
## 14 2033 0.8294226
## 15 2418 0.8294226
## 16 2596 0.8294226
## 17 2923 0.8294226
## 18 3128 0.8294226
## 19 3320 0.8294226
## 20 3324 0.8294226
## 21 3384 0.8294226
## 22 3531 0.8294226
## 23 3628 0.8294226
## 24 3963 0.8294226
## 25 4088 0.8294226
## 26 4477 0.8294226
## 27 4639 0.8294226
## 28 5064 0.8294226
## 29 5153 0.8294226
## 30 5466 0.8294226
## 31 6088 0.8294226
## 32 32 0.7798906
## 33 303 0.7798906
## 34 678 0.7798906
## 35 1186 0.7798906
## 36 1393 0.7798906
## 37 1522 0.7798906
## 38 1715 0.7798906
## 39 1720 0.7798906
## 40 1899 0.7798906
## 41 2169 0.7798906
## 42 2349 0.7798906
## 43 2383 0.7798906
## 44 2964 0.7798906
## 45 3155 0.7798906
## 46 3266 0.7798906
## 47 3341 0.7798906
## 48 3972 0.7798906
## 49 4198 0.7798906
## 50 4487 0.7798906Ejemplo de resultado, “el cleinte con un id 1925, presenta una probabilidad de abandono del 89.1%” 9.1.1 Se grafica para determinar si se esta aprovechando el potencial del modelo
penetracion_target <- mean(as.numeric(as.character(df$TARGET_churn)))
df%>%
arrange(desc(SCORING_ABANDONO))%>%
ggplot(aes(y=SCORING_ABANDONO, x = seq_along(SCORING_ABANDONO)))+
geom_line()+
geom_vline(xintercept = tamaño_campaña, col = 'orange')+
geom_hline(yintercept = penetracion_target, col = 'blue')+
labs(x = 'CLIENTES ORDENADOS POR SCORING', y = 'SCORING')
La linea naranja corta con la azul cuando llega a los 1000 clientes.De acuerdo a esta campaña se esta desperdiciando recuperar los clientes que se encuentran entre el punto de unión entre línea naranja y negra, el punto de unión entre linea naranja y azuel y el punto comprendidi entre línea azul y negra. Estos tres puntos forman un triángulo con clientes con una alta probabilidad de abandono, por lo que se debería hacer una campaña comercial dirigia a más de 1000 clientes.
9.2 Escenario 2:Todavía no se ha decidido el tamaño de la capaña. Se establece un criterio de negocio cogiendo aquello clientes cuyo scoring de negocio este x2 o x3 valores por encima de la penetración de la target
scoring_x2 <- penetracion_target * 2
scoring_x3 <- penetracion_target * 3bote_campaña_x2 <- df %>%
filter(TARGET_churn == 0 & SCORING_ABANDONO > scoring_x2)%>%
select(id, SCORING_ABANDONO)
dim(bote_campaña_x2)## [1] 447 2bote_campaña_x3 <- df %>%
filter(SCORING_ABANDONO==0 & SCORING_ABANDONO> scoring_x3)%>%
select(id, SCORING_ABANDONO)
dim(bote_campaña_x3)## [1] 0 2Selecciono solo scoring_x2 porque la dimensión de scoring_x3 es de 0
df%>%
arrange(desc(SCORING_ABANDONO))%>%
ggplot(aes(y=SCORING_ABANDONO, x = seq_along(SCORING_ABANDONO)))+
geom_line()+
geom_hline(yintercept = scoring_x2, col = 'orange')+
geom_hline(yintercept = penetracion_target, col = 'blue')+
labs(x = 'CLIENTES ORDENADOS POR SCORING', y = 'SCORING')
9.3 Escenario 3: se conoce los costes e ingresos esperados
# Supuesto margen medio de ganacia por cliente recuperado = 100 euros
# Supuesto de coste medio por acción comercial (call center) = 20 por cliente.
# Margen esperado = robabilidad de evento * margen de evento.
# Margen neto = valor esperado - coste medio
mar_medio <- 100
coste_medio <- 20
df_campaña <- df%>%
mutate(ME = SCORING_ABANDONO*mar_medio,
MN= ME - coste_medio)%>%
arrange(desc(MN))%>%
mutate(INDICE = 1:nrow(df))%>%
select(id, INDICE,ME,MN)
head(df_campaña, 100)## id INDICE ME MN
## 1 208 1 89.10853 69.10853
## 2 384 2 89.10853 69.10853
## 3 534 3 89.10853 69.10853
## 4 642 4 89.10853 69.10853
## 5 680 5 89.10853 69.10853
## 6 843 6 89.10853 69.10853
## 7 968 7 89.10853 69.10853
## 8 981 8 89.10853 69.10853
## 9 1646 9 89.10853 69.10853
## 10 1700 10 89.10853 69.10853
## 11 1925 11 89.10853 69.10853
## 12 1972 12 89.10853 69.10853
## 13 2187 13 89.10853 69.10853
## 14 2204 14 89.10853 69.10853
## 15 2234 15 89.10853 69.10853
## 16 2393 16 89.10853 69.10853
## 17 2573 17 89.10853 69.10853
## 18 2650 18 89.10853 69.10853
## 19 2749 19 89.10853 69.10853
## 20 2857 20 89.10853 69.10853
## 21 2887 21 89.10853 69.10853
## 22 3000 22 89.10853 69.10853
## 23 3205 23 89.10853 69.10853
## 24 3347 24 89.10853 69.10853
## 25 3375 25 89.10853 69.10853
## 26 3450 26 89.10853 69.10853
## 27 3546 27 89.10853 69.10853
## 28 3882 28 89.10853 69.10853
## 29 3917 29 89.10853 69.10853
## 30 3933 30 89.10853 69.10853
## 31 4206 31 89.10853 69.10853
## 32 4320 32 89.10853 69.10853
## 33 4452 33 89.10853 69.10853
## 34 4578 34 89.10853 69.10853
## 35 4793 35 89.10853 69.10853
## 36 4947 36 89.10853 69.10853
## 37 5133 37 89.10853 69.10853
## 38 5299 38 89.10853 69.10853
## 39 5346 39 89.10853 69.10853
## 40 5530 40 89.10853 69.10853
## 41 5632 41 89.10853 69.10853
## 42 5775 42 89.10853 69.10853
## 43 5868 43 89.10853 69.10853
## 44 5897 44 89.10853 69.10853
## 45 6160 45 89.10853 69.10853
## 46 6182 46 89.10853 69.10853
## 47 6232 47 89.10853 69.10853
## 48 6465 48 89.10853 69.10853
## 49 6474 49 89.10853 69.10853
## 50 6612 50 89.10853 69.10853
## 51 6739 51 89.10853 69.10853
## 52 6856 52 89.10853 69.10853
## 53 233 53 83.35022 63.35022
## 54 2065 54 83.35022 63.35022
## 55 2242 55 83.35022 63.35022
## 56 3767 56 83.35022 63.35022
## 57 81 57 82.94226 62.94226
## 58 92 58 82.94226 62.94226
## 59 140 59 82.94226 62.94226
## 60 275 60 82.94226 62.94226
## 61 288 61 82.94226 62.94226
## 62 346 62 82.94226 62.94226
## 63 420 63 82.94226 62.94226
## 64 447 64 82.94226 62.94226
## 65 460 65 82.94226 62.94226
## 66 475 66 82.94226 62.94226
## 67 489 67 82.94226 62.94226
## 68 585 68 82.94226 62.94226
## 69 651 69 82.94226 62.94226
## 70 672 70 82.94226 62.94226
## 71 684 71 82.94226 62.94226
## 72 808 72 82.94226 62.94226
## 73 914 73 82.94226 62.94226
## 74 974 74 82.94226 62.94226
## 75 1092 75 82.94226 62.94226
## 76 1202 76 82.94226 62.94226
## 77 1205 77 82.94226 62.94226
## 78 1248 78 82.94226 62.94226
## 79 1322 79 82.94226 62.94226
## 80 1367 80 82.94226 62.94226
## 81 1401 81 82.94226 62.94226
## 82 1461 82 82.94226 62.94226
## 83 1501 83 82.94226 62.94226
## 84 1552 84 82.94226 62.94226
## 85 1557 85 82.94226 62.94226
## 86 1596 86 82.94226 62.94226
## 87 1647 87 82.94226 62.94226
## 88 1727 88 82.94226 62.94226
## 89 1735 89 82.94226 62.94226
## 90 1779 90 82.94226 62.94226
## 91 1803 91 82.94226 62.94226
## 92 1875 92 82.94226 62.94226
## 93 1949 93 82.94226 62.94226
## 94 1950 94 82.94226 62.94226
## 95 1991 95 82.94226 62.94226
## 96 2032 96 82.94226 62.94226
## 97 2033 97 82.94226 62.94226
## 98 2073 98 82.94226 62.94226
## 99 2080 99 82.94226 62.94226
## 100 2091 100 82.94226 62.942269.3.1 Grafico el apartado anterior
MN_cero <- df_campaña %>% filter(MN <= 0 ) %>% slice(1) %>% select(INDICE)
MN_cero <- MN_cero$INDICE
#Hacemos el gráfico
ggplot(df_campaña,aes(x = INDICE)) +
geom_line(aes(y = ME, col = "ME")) +
geom_line(aes(y = MN, col = "MN")) +
geom_hline(aes(yintercept = coste_medio, col = 'COSTE MEDIO')) +
geom_vline(aes(xintercept = MN_cero, col = 'MARGEN NETO CERO')) +
labs(x = 'TAMAÑO DE CAMPAÑA', y = 'MARGEN', colour = 'KPI')
print(paste('Tamaño maximo de campaña rentable: ',MN_cero))## [1] "Tamaño maximo de campaña rentable: 3541"9.4 Escenario 4 Se ha podido comprobar que el el tamaño óptimo de la campaña (clientes objetivos) son de 3541, pero no sabemos cuanto dinero no se pierde si nos dirigimos a estos clientes y se consigue que no abandonen. Para ello enriquecemos nuestro df_campaña con una curva ROI, donde los ingresos acumulados se van a cortar con los costes acumulados,para calcular exactamente el potencial de dinero que no se va a perder
df_campaña <- df_campaña %>%
mutate(INGRESOS_AGRE = cumsum(ME), COSTES_AGRE=INDICE*coste_medio,
ROI = INGRESOS_AGRE - COSTES_AGRE)
head(df_campaña, 100)## id INDICE ME MN INGRESOS_AGRE COSTES_AGRE ROI
## 1 208 1 89.10853 69.10853 89.10853 20 69.10853
## 2 384 2 89.10853 69.10853 178.21707 40 138.21707
## 3 534 3 89.10853 69.10853 267.32560 60 207.32560
## 4 642 4 89.10853 69.10853 356.43414 80 276.43414
## 5 680 5 89.10853 69.10853 445.54267 100 345.54267
## 6 843 6 89.10853 69.10853 534.65120 120 414.65120
## 7 968 7 89.10853 69.10853 623.75974 140 483.75974
## 8 981 8 89.10853 69.10853 712.86827 160 552.86827
## 9 1646 9 89.10853 69.10853 801.97680 180 621.97680
## 10 1700 10 89.10853 69.10853 891.08534 200 691.08534
## 11 1925 11 89.10853 69.10853 980.19387 220 760.19387
## 12 1972 12 89.10853 69.10853 1069.30241 240 829.30241
## 13 2187 13 89.10853 69.10853 1158.41094 260 898.41094
## 14 2204 14 89.10853 69.10853 1247.51947 280 967.51947
## 15 2234 15 89.10853 69.10853 1336.62801 300 1036.62801
## 16 2393 16 89.10853 69.10853 1425.73654 320 1105.73654
## 17 2573 17 89.10853 69.10853 1514.84508 340 1174.84508
## 18 2650 18 89.10853 69.10853 1603.95361 360 1243.95361
## 19 2749 19 89.10853 69.10853 1693.06214 380 1313.06214
## 20 2857 20 89.10853 69.10853 1782.17068 400 1382.17068
## 21 2887 21 89.10853 69.10853 1871.27921 420 1451.27921
## 22 3000 22 89.10853 69.10853 1960.38775 440 1520.38775
## 23 3205 23 89.10853 69.10853 2049.49628 460 1589.49628
## 24 3347 24 89.10853 69.10853 2138.60481 480 1658.60481
## 25 3375 25 89.10853 69.10853 2227.71335 500 1727.71335
## 26 3450 26 89.10853 69.10853 2316.82188 520 1796.82188
## 27 3546 27 89.10853 69.10853 2405.93041 540 1865.93041
## 28 3882 28 89.10853 69.10853 2495.03895 560 1935.03895
## 29 3917 29 89.10853 69.10853 2584.14748 580 2004.14748
## 30 3933 30 89.10853 69.10853 2673.25602 600 2073.25602
## 31 4206 31 89.10853 69.10853 2762.36455 620 2142.36455
## 32 4320 32 89.10853 69.10853 2851.47308 640 2211.47308
## 33 4452 33 89.10853 69.10853 2940.58162 660 2280.58162
## 34 4578 34 89.10853 69.10853 3029.69015 680 2349.69015
## 35 4793 35 89.10853 69.10853 3118.79869 700 2418.79869
## 36 4947 36 89.10853 69.10853 3207.90722 720 2487.90722
## 37 5133 37 89.10853 69.10853 3297.01575 740 2557.01575
## 38 5299 38 89.10853 69.10853 3386.12429 760 2626.12429
## 39 5346 39 89.10853 69.10853 3475.23282 780 2695.23282
## 40 5530 40 89.10853 69.10853 3564.34136 800 2764.34136
## 41 5632 41 89.10853 69.10853 3653.44989 820 2833.44989
## 42 5775 42 89.10853 69.10853 3742.55842 840 2902.55842
## 43 5868 43 89.10853 69.10853 3831.66696 860 2971.66696
## 44 5897 44 89.10853 69.10853 3920.77549 880 3040.77549
## 45 6160 45 89.10853 69.10853 4009.88402 900 3109.88402
## 46 6182 46 89.10853 69.10853 4098.99256 920 3178.99256
## 47 6232 47 89.10853 69.10853 4188.10109 940 3248.10109
## 48 6465 48 89.10853 69.10853 4277.20963 960 3317.20963
## 49 6474 49 89.10853 69.10853 4366.31816 980 3386.31816
## 50 6612 50 89.10853 69.10853 4455.42669 1000 3455.42669
## 51 6739 51 89.10853 69.10853 4544.53523 1020 3524.53523
## 52 6856 52 89.10853 69.10853 4633.64376 1040 3593.64376
## 53 233 53 83.35022 63.35022 4716.99398 1060 3656.99398
## 54 2065 54 83.35022 63.35022 4800.34420 1080 3720.34420
## 55 2242 55 83.35022 63.35022 4883.69442 1100 3783.69442
## 56 3767 56 83.35022 63.35022 4967.04464 1120 3847.04464
## 57 81 57 82.94226 62.94226 5049.98690 1140 3909.98690
## 58 92 58 82.94226 62.94226 5132.92916 1160 3972.92916
## 59 140 59 82.94226 62.94226 5215.87143 1180 4035.87143
## 60 275 60 82.94226 62.94226 5298.81369 1200 4098.81369
## 61 288 61 82.94226 62.94226 5381.75595 1220 4161.75595
## 62 346 62 82.94226 62.94226 5464.69821 1240 4224.69821
## 63 420 63 82.94226 62.94226 5547.64047 1260 4287.64047
## 64 447 64 82.94226 62.94226 5630.58273 1280 4350.58273
## 65 460 65 82.94226 62.94226 5713.52499 1300 4413.52499
## 66 475 66 82.94226 62.94226 5796.46725 1320 4476.46725
## 67 489 67 82.94226 62.94226 5879.40951 1340 4539.40951
## 68 585 68 82.94226 62.94226 5962.35178 1360 4602.35178
## 69 651 69 82.94226 62.94226 6045.29404 1380 4665.29404
## 70 672 70 82.94226 62.94226 6128.23630 1400 4728.23630
## 71 684 71 82.94226 62.94226 6211.17856 1420 4791.17856
## 72 808 72 82.94226 62.94226 6294.12082 1440 4854.12082
## 73 914 73 82.94226 62.94226 6377.06308 1460 4917.06308
## 74 974 74 82.94226 62.94226 6460.00534 1480 4980.00534
## 75 1092 75 82.94226 62.94226 6542.94760 1500 5042.94760
## 76 1202 76 82.94226 62.94226 6625.88986 1520 5105.88986
## 77 1205 77 82.94226 62.94226 6708.83213 1540 5168.83213
## 78 1248 78 82.94226 62.94226 6791.77439 1560 5231.77439
## 79 1322 79 82.94226 62.94226 6874.71665 1580 5294.71665
## 80 1367 80 82.94226 62.94226 6957.65891 1600 5357.65891
## 81 1401 81 82.94226 62.94226 7040.60117 1620 5420.60117
## 82 1461 82 82.94226 62.94226 7123.54343 1640 5483.54343
## 83 1501 83 82.94226 62.94226 7206.48569 1660 5546.48569
## 84 1552 84 82.94226 62.94226 7289.42795 1680 5609.42795
## 85 1557 85 82.94226 62.94226 7372.37021 1700 5672.37021
## 86 1596 86 82.94226 62.94226 7455.31248 1720 5735.31248
## 87 1647 87 82.94226 62.94226 7538.25474 1740 5798.25474
## 88 1727 88 82.94226 62.94226 7621.19700 1760 5861.19700
## 89 1735 89 82.94226 62.94226 7704.13926 1780 5924.13926
## 90 1779 90 82.94226 62.94226 7787.08152 1800 5987.08152
## 91 1803 91 82.94226 62.94226 7870.02378 1820 6050.02378
## 92 1875 92 82.94226 62.94226 7952.96604 1840 6112.96604
## 93 1949 93 82.94226 62.94226 8035.90830 1860 6175.90830
## 94 1950 94 82.94226 62.94226 8118.85056 1880 6238.85056
## 95 1991 95 82.94226 62.94226 8201.79283 1900 6301.79283
## 96 2032 96 82.94226 62.94226 8284.73509 1920 6364.73509
## 97 2033 97 82.94226 62.94226 8367.67735 1940 6427.67735
## 98 2073 98 82.94226 62.94226 8450.61961 1960 6490.61961
## 99 2080 99 82.94226 62.94226 8533.56187 1980 6553.56187
## 100 2091 100 82.94226 62.94226 8616.50413 2000 6616.504139.4.3 Se visualiza las curvas
ggplot(df_campaña, aes(x=INDICE)) +
geom_line(aes(y = INGRESOS_AGRE, col = 'INGRESOS_AGRE')) +
geom_line(aes(y = COSTES_AGRE, col = 'COSTES_AGRE')) +
geom_line(aes(y=ROI, col= 'ROI')) +
labs(y= 'EUROS', x= 'TAMAÑO DE CAMPAÑA')
9.4.4 Ampliamos la curva de ROI para determinar el punto óptimo que maximiza el ROI
df_campaña %>%
filter(ROI > 0) %>%
ggplot(aes(x = INDICE)) +
geom_line(aes(y = ROI, col='ROI')) +
geom_vline(aes(xintercept = MN_cero, col = 'PUNTO OPTIMO')) +
labs(x = 'TAMAÑO DE CAMPAÑA', y = 'ROI', colour = 'KPI')
9.5 Impresión del informe
cat(
paste(
'El tamaño óptimo de la campaña para el ROI es de :', MN_cero, 'clientes',
'\nManteniendo una cuota esperada de margen neto acumulado de:',
round(df_campaña[which(df_campaña$INDICE == MN_cero), 'INGRESOS_AGRE']),
'€',
'\nY unos costes agregados de :',
df_campaña[which(df_campaña$INDICE == MN_cero), 'COSTES_AGRE'],
'€',
'\n Que van a generar un retorno neto (por mantener a los clientes) de inversión de:',
round(df_campaña[which(df_campaña$INDICE == MN_cero), 'ROI']),
'€'
)
)## El tamaño óptimo de la campaña para el ROI es de : 3541 clientes
## Manteniendo una cuota esperada de margen neto acumulado de: 168571 €
## Y unos costes agregados de : 70820 €
## Que van a generar un retorno neto (por mantener a los clientes) de inversión de: 97751 €