Customers
Biswajit
July 16, 2017
R Markdown
You just got some contract work with an Ecommerce company based in New York City that sells clothing online but they also have in-store style and clothing advice sessions. Customers come in to the store, have sessions/meetings with a personal stylist, then they can go home and order either on a mobile app or website for the clothes they want.
The company is trying to decide whether to focus their efforts on their mobile app experience or their website. They’ve hired you on contract to help them figure it out! Let’s get started!
setwd("D:/Analytics/Visualization/Assignment")
customers=read.csv("Customers.csv", header = TRUE)
customers## Email
## 1 mstephenson@fernandez.com
## 2 hduke@hotmail.com
## 3 pallen@yahoo.com
## 4 riverarebecca@gmail.com
## 5 mstephens@davidson-herman.com
## 6 alvareznancy@lucas.biz
## 7 katherine20@yahoo.com
## 8 awatkins@yahoo.com
## 9 vchurch@walter-martinez.com
## 10 bonnie69@lin.biz
## 11 andrew06@peterson.com
## 12 ryanwerner@freeman.biz
## 13 knelson@gmail.com
## 14 wrightpeter@yahoo.com
## 15 taylormason@gmail.com
## 16 jstark@anderson.com
## 17 wjennings@gmail.com
## 18 rebecca45@hale-bauer.biz
## 19 alejandro75@hotmail.com
## 20 samuel46@love-west.net
## 21 megan33@gmail.com
## 22 agolden@yahoo.com
## 23 vstafford@hotmail.com
## 24 denise22@hernandez-townsend.com
## 25 youngbarbara@yahoo.com
## 26 william25@mcconnell.com
## 27 ijones@schaefer-carr.net
## 28 heatherhall@yahoo.com
## 29 tinasmith@martinez.info
## 30 chasejennifer@hotmail.com
## 31 jenniferbarnett@gmail.com
## 32 jared39@hotmail.com
## 33 briancarlson@page-fleming.com
## 34 joshuaodom@gmail.com
## 35 vickie90@lee-wilson.com
## 36 duane56@hotmail.com
## 37 enash@gmail.com
## 38 sandraharrison@bailey-gordon.net
## 39 cunninghamwilliam@hotmail.com
## 40 teresaallen@hill-leach.info
## 41 rhonda96@little.org
## 42 lisacabrera@yahoo.com
## 43 jasonrichardson@elliott.com
## 44 hoovernicole@dorsey.net
## 45 christopher20@gmail.com
## 46 brianwilson@yahoo.com
## 47 gonzaleskatie@gmail.com
## 48 lsmith@chung.com
## 49 dongarcia@hotmail.com
## 50 kimberly46@garcia-nelson.biz
## 51 william82@gmail.com
## 52 brenda82@maldonado-gonzalez.net
## 53 josephgould@west.info
## 54 wbrady@yahoo.com
## 55 smithtracey@mcgee.com
## 56 amberchase@fowler.info
## 57 gregoryholmes@hotmail.com
## 58 jeffreydawson@gmail.com
## 59 rjohns@gmail.com
## 60 john85@martin-morgan.com
## 61 vcoleman@yahoo.com
## 62 floresarthur@yahoo.com
## 63 ryan36@gmail.com
## 64 chris67@ryan.biz
## 65 katie25@gmail.com
## 66 kyang@diaz.org
## 67 tadams@contreras.info
## 68 craigcastro@burgess.com
## 69 ellen24@anthony.com
## 70 davisrobert@hicks-smith.com
## 71 walkerlaura@peterson-yates.com
## 72 marc54@hotmail.com
## 73 gregoryrussell@yahoo.com
## 74 williamsjohnny@ferguson.info
## 75 haydenrebecca@gmail.com
## 76 langmatthew@hotmail.com
## 77 david43@richards.com
## 78 paulkemp@yahoo.com
## 79 fbryant@gmail.com
## 80 kimberlyfrederick@gmail.com
## 81 sharon82@saunders.info
## 82 fishermichael@ramos.com
## 83 ilawson@hotmail.com
## 84 shafferdaniel@murphy-harris.info
## 85 stevenanderson@yahoo.com
## 86 richard16@boyer-pratt.com
## 87 hyoung@jones.info
## 88 erik46@hotmail.com
## 89 rojasmichael@wagner-thomas.com
## 90 lance88@briggs.com
## 91 anthony09@hotmail.com
## 92 audreyjohnson@rosales.com
## 93 beth76@yahoo.com
## 94 larrywest@davis.com
## 95 raylopez@hotmail.com
## 96 middletonrenee@gmail.com
## 97 grichardson@ryan.info
## 98 esmith@gmail.com
## 99 michael53@munoz.com
## 100 jacqueline46@mcdonald-smith.biz
## 101 briannasantana@gmail.com
## 102 mark52@yahoo.com
## 103 acampbell@sanchez-velasquez.info
## 104 qgarcia@williams.com
## 105 jenniferking@hess.net
## 106 taylor91@hotmail.com
## 107 afry@ford.biz
## 108 amandadean@gmail.com
## 109 brenda68@hotmail.com
## 110 bakerdrew@gmail.com
## 111 connorlambert@yahoo.com
## 112 tknapp@yahoo.com
## 113 garcialisa@yahoo.com
## 114 josephallen@hotmail.com
## 115 hailey18@yahoo.com
## 116 whess@hotmail.com
## 117 josesims@hunter.com
## 118 dtaylor@webb.com
## 119 briangonzales@gmail.com
## 120 jared99@yahoo.com
## 121 qchristian@martinez-allen.com
## 122 ngarcia@donaldson.info
## 123 scastillo@hotmail.com
## 124 joshua56@garcia.com
## 125 richard81@day.org
## 126 jessica97@hotmail.com
## 127 angelaphillips@gmail.com
## 128 donald67@harrison.com
## 129 zmalone@yahoo.com
## 130 rlindsey@norris.com
## 131 lewisgabrielle@hotmail.com
## 132 kristina69@gmail.com
## 133 krista86@norton.net
## 134 chelsea05@hansen.com
## 135 jill33@allen.com
## 136 welchashlee@hotmail.com
## 137 dawnlewis@watkins.org
## 138 ashleychristopher@gmail.com
## 139 acontreras@hotmail.com
## 140 alvaradoadam@jones-thompson.com
## 141 thomasgeorge@gonzalez-grant.com
## 142 solischristina@gmail.com
## 143 jacksonboone@rubio.com
## 144 kaitlyn78@chang.com
## 145 francisgeorge@thomas.org
## 146 linda90@yoder.org
## 147 david79@lopez-montes.com
## 148 micheleblanchard@lopez-greene.com
## 149 pmercado@rodriguez.com
## 150 james30@carter.biz
## 151 parkerkayla@miles.com
## 152 alicia85@lee.com
## 153 dominguezjacob@hotmail.com
## 154 ebrown@osborne.com
## 155 nathan86@hotmail.com
## 156 aaron11@luna.com
## 157 fsnow@ellis.com
## 158 asilva@yahoo.com
## 159 casey21@johnson.com
## 160 campbellross@yahoo.com
## 161 blevinseric@stephens.com
## 162 stevenking@patterson.com
## 163 samuel94@hotmail.com
## 164 johnsonpaul@keller-woodard.org
## 165 twilliams@gibbs.net
## 166 teresapacheco@salinas.biz
## 167 allison80@carson-hansen.com
## 168 turnerryan@hotmail.com
## 169 walkererica@scott.com
## 170 mark94@yahoo.com
## 171 daniellecuevas@hotmail.com
## 172 gbarnes@gmail.com
## 173 cody68@hotmail.com
## 174 fischermonica@gmail.com
## 175 brenda25@gmail.com
## 176 david58@yahoo.com
## 177 clifford76@johnson.com
## 178 jacquelinehughes@bennett-branch.info
## 179 victoria53@hotmail.com
## 180 cunninghamkyle@ellis-parker.org
## 181 jjones@yahoo.com
## 182 michaelferguson@torres-miles.net
## 183 crawforderik@price.org
## 184 jlawson@mccarthy.com
## 185 marshchristopher@zimmerman-villegas.com
## 186 oolson@collins.com
## 187 isaiahcampbell@yahoo.com
## 188 kcannon@alvarez-cline.info
## 189 nielsencarmen@harrell.net
## 190 efreeman@moore.com
## 191 roblessarah@hotmail.com
## 192 christopherhaas@gmail.com
## 193 ethomas@yahoo.com
## 194 wevans@gmail.com
## 195 patrickorr@yahoo.com
## 196 mary84@edwards.com
## 197 longwilliam@gmail.com
## 198 lisagutierrez@johnson-herring.net
## 199 david81@hotmail.com
## 200 jacksonking@mccormick.com
## 201 jessica04@christian-riley.com
## 202 simmonsmartin@hardy.com
## 203 michellejohnson@sanders-rodriguez.com
## 204 tylerhernandez@barton.info
## 205 connerjoseph@gmail.com
## 206 jeffrey54@mcdonald-williams.com
## 207 hevans@kelly-nunez.org
## 208 lewiskendra@yahoo.com
## 209 freemantina@cannon.org
## 210 wagnerbrian@hotmail.com
## 211 melissa08@nelson.com
## 212 karina59@gmail.com
## 213 baldwinbryan@estrada-silva.biz
## 214 audreyguerrero@carey.com
## 215 drew29@hotmail.com
## 216 michael00@yahoo.com
## 217 jgray@khan-allen.com
## 218 bushsusan@hotmail.com
## 219 charris@gmail.com
## 220 longphillip@yahoo.com
## 221 madisonalexander@gmail.com
## 222 mfoster@brown-white.com
## 223 sanchezkara@hotmail.com
## 224 floresbradley@hotmail.com
## 225 lamryan@curtis-garcia.net
## 226 alexandra26@summers-davis.com
## 227 ocortez@gmail.com
## 228 melinda39@morton.info
## 229 lisa94@jackson.com
## 230 lucastaylor@yahoo.com
## 231 apark@walsh-obrien.net
## 232 dominguezmaria@gmail.com
## 233 jimmy11@hardin.com
## 234 patriciajackson@jenkins.info
## 235 rayvanessa@fischer.com
## 236 gharrison@davis.com
## 237 alexandermichael@hotmail.com
## 238 christopher66@hotmail.com
## 239 archeremily@baldwin.com
## 240 hornesteven@gmail.com
## 241 william28@gmail.com
## 242 karenosborne@yahoo.com
## 243 chansen@holt.com
## 244 hallthomas@lane.com
## 245 taylorkimberly@yahoo.com
## 246 clester@yahoo.com
## 247 pvega@hotmail.com
## 248 vmartin@yahoo.com
## 249 andreperez@hotmail.com
## 250 anntaylor@hotmail.com
## 251 hickmanelizabeth@yahoo.com
## 252 halljohn@yahoo.com
## 253 cohensean@yahoo.com
## 254 jmartinez@anderson.org
## 255 cbrady@gonzalez-miller.com
## 256 pkline@hotmail.com
## 257 martha91@garrison.net
## 258 maureenlopez@gmail.com
## 259 russellbaldwin@ferrell.info
## 260 amandastanley@yahoo.com
## 261 george02@hotmail.com
## 262 swilliams@ball-arroyo.com
## 263 taylorjared@foster.net
## 264 keith13@yahoo.com
## 265 schmidtdenise@hotmail.com
## 266 jasmin20@salas.com
## 267 christophermorrison@mcguire-carter.biz
## 268 deborah51@yahoo.com
## 269 melindahartman@gmail.com
## 270 sharper@yahoo.com
## 271 jessicabrewer@simmons.net
## 272 beckycarson@jones-brown.biz
## 273 jennifer24@hotmail.com
## 274 jeremy00@yahoo.com
## 275 wellsjuan@schroeder.com
## 276 gregorystewart@hotmail.com
## 277 tammyjones@griffin.com
## 278 djohnson@hotmail.com
## 279 kenneth27@smith.com
## 280 johnathan33@yahoo.com
## 281 carrillojacob@perry-larsen.com
## 282 greenelizabeth@edwards.com
## 283 denisemorrow@johnson-james.net
## 284 wandaphillips@leonard.com
## 285 zachary94@gmail.com
## 286 ppowell@gmail.com
## 287 bhill@pierce-kane.info
## 288 matthewgraves@mills-shaffer.com
## 289 nwagner@yahoo.com
## 290 jamesfaulkner@hoffman-wolfe.org
## 291 phillipscarrie@gmail.com
## 292 samantha84@cortez.com
## 293 edward29@knapp.com
## 294 hannahgilbert@gmail.com
## 295 lschroeder@gmail.com
## 296 thomaswendy@yahoo.com
## 297 fuenteskathryn@schmidt-johnson.org
## 298 melissa08@rowe.net
## 299 bradleysmith@barber.com
## 300 morganorozco@hotmail.com
## 301 johnsonhannah@gmail.com
## 302 javier02@landry.net
## 303 lmalone@gmail.com
## 304 brandon77@richardson.com
## 305 bhamilton@shaw.biz
## 306 randyrobinson@hotmail.com
## 307 ecruz@yahoo.com
## 308 wrightdanielle@gmail.com
## 309 deandanny@yahoo.com
## 310 dblair@gmail.com
## 311 veronicapruitt@hotmail.com
## 312 davischristina@hotmail.com
## 313 douglasdunlap@boone-rose.com
## 314 david28@wallace-hill.org
## 315 williammoore@rose.com
## 316 angela25@walker.com
## 317 arice@reynolds.info
## 318 adam75@gmail.com
## 319 charlesgutierrez@hotmail.com
## 320 codyandrews@hotmail.com
## 321 wheelernancy@hernandez.com
## 322 drew27@ryan-thompson.com
## 323 suzanne63@gmail.com
## 324 mitchellscott@gmail.com
## 325 laurajimenez@gmail.com
## 326 rogersheather@hamilton-jensen.org
## 327 ievans@hotmail.com
## 328 john85@rodriguez.info
## 329 phillipsmark@byrd.net
## 330 elizabeth61@berg-braun.com
## 331 dbenson@simpson.net
## 332 stephaniehill@hotmail.com
## 333 davisbriana@gmail.com
## 334 kday@gmail.com
## 335 jonathanconner@morales.biz
## 336 anneingram@miller-alexander.com
## 337 jeffery48@mcguire.com
## 338 theresamitchell@martin-chambers.biz
## 339 christianwade@butler.info
## 340 tina16@santiago.com
## 341 vancealicia@hotmail.com
## 342 dbell@hotmail.com
## 343 pamelahampton@martin-cobb.com
## 344 mark81@wagner.com
## 345 awerner@manning.com
## 346 robertramirez@kaiser.com
## 347 justin26@gmail.com
## 348 douglas95@yahoo.com
## 349 qmorse@yahoo.com
## 350 jason50@bates.net
## 351 qeaton@savage.com
## 352 tluna@hotmail.com
## 353 kara33@gmail.com
## 354 thomas22@yahoo.com
## 355 david47@hotmail.com
## 356 beasleyjoseph@hotmail.com
## 357 hoffmandaniel@yahoo.com
## 358 garnerjustin@king.com
## 359 francesjohnson@lee.com
## 360 awu@robinson.org
## 361 xevans@hotmail.com
## 362 lauriewilson@jackson.com
## 363 cruiz@yahoo.com
## 364 tammy12@gmail.com
## 365 adamperkins@terrell.com
## 366 willie26@johnson-howard.com
## 367 yvaughn@meyer.com
## 368 carolfarley@gmail.com
## 369 rhonda01@gmail.com
## 370 david80@knight.com
## 371 aaron04@yahoo.com
## 372 kaylahenderson@hotmail.com
## 373 mholt@hotmail.com
## 374 tanya20@gmail.com
## 375 aaron89@gmail.com
## 376 hunterlucas@gmail.com
## 377 sfarley@jones.com
## 378 sarahtran@dixon.com
## 379 randywhite@armstrong.biz
## 380 tsmith@yahoo.com
## 381 martinezleah@carter.com
## 382 steven00@combs.com
## 383 blakekent@smith-pena.com
## 384 amanda03@yahoo.com
## 385 brandonsmith@yahoo.com
## 386 thardy@perry.com
## 387 michael86@yahoo.com
## 388 ulee@wells.com
## 389 judithsmith@jimenez.biz
## 390 nblack@smith-romero.biz
## 391 michaelcampbell@yahoo.com
## 392 rcarter@crane-thompson.org
## 393 dwhite@gmail.com
## 394 vancemichelle@gmail.com
## 395 kylemelendez@hotmail.com
## 396 richard35@hale-duncan.net
## 397 waltonkaren@gmail.com
## 398 contrerastiffany@gmail.com
## 399 rogerstiffany@wilson-horne.com
## 400 waltercharles@sanders.net
## 401 john96@chan-anderson.biz
## 402 bushsharon@barber.com
## 403 nicolegay@jennings.com
## 404 rchambers@hotmail.com
## 405 gomezalicia@hotmail.com
## 406 potterkenneth@strickland.com
## 407 charlesjackson@brady-fuller.net
## 408 jacquelinewest@pace-herrera.com
## 409 stevenjohnson@yahoo.com
## 410 johnsonchelsea@gmail.com
## 411 jenniferjenkins@jones.com
## 412 ebutler@rogers-gonzalez.com
## 413 ellenlucas@cox.org
## 414 elizabethnunez@vasquez-nelson.net
## 415 ramirezjacob@turner.com
## 416 brian51@cook.info
## 417 victoriajohnson@gmail.com
## 418 lawrencewalton@hotmail.com
## 419 ashleymoreno@gmail.com
## 420 wesleyvance@moore.com
## 421 edwardbrown@yahoo.com
## 422 youngellen@hotmail.com
## 423 robin80@yahoo.com
## 424 dana59@hotmail.com
## 425 bwilliams@hotmail.com
## 426 whitetyler@anderson-avery.com
## 427 rwilliams@trujillo.biz
## 428 randall85@williams.com
## 429 kevin45@mathews.net
## 430 deborah48@white.com
## 431 hoganrichard@george.com
## 432 kelly24@lewis.info
## 433 katherinegray@yahoo.com
## 434 efoster@williamson-boyd.org
## 435 jordandavid@gmail.com
## 436 sanchezamber@scott-patterson.com
## 437 tinayoung@hotmail.com
## 438 alicia28@fuller.com
## 439 rileyalejandro@gmail.com
## 440 oliviamarshall@sawyer-sellers.com
## 441 hortonrobert@hotmail.com
## 442 montgomerycheyenne@hotmail.com
## 443 martinkristi@sanchez-coleman.com
## 444 jefferycampbell@gmail.com
## 445 webertom@phelps.com
## 446 aschmidt@johnson.biz
## 447 lisadelgado@gmail.com
## 448 sharongraves@yahoo.com
## 449 flevine@gmail.com
## 450 rskinner@johnson-jefferson.com
## 451 kiarakim@harris.org
## 452 rachelrodriguez@lara-waters.com
## 453 dbrown@gmail.com
## 454 mary45@gmail.com
## 455 marcusleach@floyd.org
## 456 lmunoz@yahoo.com
## 457 dvasquez@wiley.com
## 458 dylanmartin@hotmail.com
## 459 xkaufman@gmail.com
## 460 jasonhensley@yahoo.com
## 461 gstrong@hotmail.com
## 462 arnoldsamuel@wilson.com
## 463 scottrose@yahoo.com
## 464 salazarkaren@hotmail.com
## 465 susanibarra@yahoo.com
## 466 nhenry@hotmail.com
## 467 millerrachel@gallagher-nichols.com
## 468 garciakevin@gmail.com
## 469 philliproberson@yahoo.com
## 470 kstafford@estes-nguyen.com
## 471 kennethperry@bowen.org
## 472 prussell@lopez.com
## 473 mosleyjacob@yahoo.com
## 474 rhaas@yahoo.com
## 475 antonioharris@hotmail.com
## 476 austinthomas@gmail.com
## 477 bethsullivan@reed.net
## 478 ncummings@yahoo.com
## 479 hking@hotmail.com
## 480 annstone@hotmail.com
## 481 christopher44@hotmail.com
## 482 autumn88@mendoza-mills.com
## 483 dhudson@ramos.net
## 484 egomez@hotmail.com
## 485 kimberlyruiz@smith-gordon.com
## 486 mooremichelle@logan.com
## 487 aaron22@gmail.com
## 488 michelleshepherd@price.com
## 489 zscott@wright.com
## 490 tracy79@wheeler.net
## 491 brian28@sanchez.org
## 492 leonardhancock@hotmail.com
## 493 davidsonkathleen@gmail.com
## 494 nathan84@lowery.net
## 495 kellydeborah@chan.biz
## 496 lewisjessica@craig-evans.com
## 497 katrina56@gmail.com
## 498 dale88@hotmail.com
## 499 cwilson@hotmail.com
## 500 hannahwilson@davidson.com
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## 74 51920 Kent Junctions Apt. 352\nWalkerport, NY 11257-6647
## 75 10022 Wilson Orchard Suite 107\nHarrisstad, MH 99272
## 76 606 Perez Drives\nMaryside, CO 94387-5877
## 77 967 Andrew Spurs\nMathistown, CO 28230
## 78 PSC 9698, Box 5466\nAPO AE 75496-3580
## 79 284 Jennifer Curve\nLake Hollyberg, IN 05228
## 80 71299 Jessica Shoals\nEast Mark, IA 48085-1070
## 81 873 Clay Flats Apt. 810\nLake Kyle, GU 48782
## 82 565 Duarte Keys Suite 293\nTraceytown, IN 17797
## 83 19018 Christopher Neck Apt. 963\nMcintoshchester, IA 66908-2456
## 84 USCGC Thomas\nFPO AP 43708-2468
## 85 5401 Holt Corner Apt. 195\nHannahstad, NC 86693-3595
## 86 4568 Jeffrey Lane Apt. 512\nSouth Jason, WV 78116-0966
## 87 73469 Baker Forest Apt. 550\nAllenbury, TX 63791
## 88 20711 Martin Harbors Apt. 582\nNew Justinborough, AK 40834-2664
## 89 7602 Scott Plaza Apt. 158\nLake Amberland, VI 10516-3276
## 90 16001 Wilkins Island Suite 852\nJonathanfort, AL 88541-7817
## 91 5118 Madden Views Apt. 738\nNorth Barryport, AS 28731-2270
## 92 USCGC Nicholson\nFPO AE 43987-0470
## 93 4522 Paul Heights Suite 851\nAdamsland, RI 08981
## 94 21918 Gail Glens\nBarbershire, SD 45790-8387
## 95 3600 Amber Plains Suite 002\nNorth Jamesburgh, VA 07917
## 96 71757 David Freeway Apt. 851\nWest Carriefurt, NC 27106-3364
## 97 79139 Boone Common\nStewartstad, DE 63633-1812
## 98 USS Johnson\nFPO AE 35617-5384
## 99 USNS Mitchell\nFPO AP 92946
## 100 3794 Michael Forest Apt. 750\nNew Stephenberg, MD 61004-0181
## 101 88978 Noble Crest\nNorth Rosemouth, FM 53484-6689
## 102 82227 Farmer Throughway Suite 266\nLeeborough, WV 35324
## 103 5791 Jessica Cove\nMckinneyborough, OK 64460-7536
## 104 465 Kenneth Common Apt. 192\nNorth Tracy, WI 36024-8978
## 105 06939 Jones Neck\nMariaview, VT 87641
## 106 3132 Willie Harbor\nKaylafurt, FL 01107
## 107 399 Jeremy Skyway Suite 377\nNorth Keithville, IL 55074
## 108 66880 Mckinney Hills\nMatthewchester, MH 88386
## 109 0377 Reed Via Apt. 169\nAlexandershire, MO 43498
## 110 39637 Griffin Plain Suite 691\nNew Deborahview, MP 73870-3773
## 111 931 Andrews Heights\nSouth Shelley, NV 21850
## 112 15810 Karl Plain\nDavidville, TX 64072
## 113 46079 Gonzalez Loaf\nWilliamside, PA 72265
## 114 3144 Jamie Rest\nMaxwellville, NC 93749-1190
## 115 08079 Thompson Village\nNorth Lukeborough, AL 16825
## 116 29282 Alexander Street\nSouth Andrewmouth, MS 22041
## 117 8830 Debra Loaf Apt. 341\nDrakeville, ME 22340
## 118 18219 Jackson Well\nFosterton, MP 85302
## 119 572 Michelle Motorway Apt. 889\nNew Craig, ND 17250
## 120 PSC 0811, Box 7054\nAPO AA 91691
## 121 26737 Brooks Roads\nVincentstad, VA 93089
## 122 662 Wells Stravenue Apt. 578\nSouth Kristaview, DC 49423-2452
## 123 0922 Gutierrez Loaf\nWattsbury, OH 96315
## 124 38154 Davis Locks\nLake Stevenfort, KY 86814-9222
## 125 7955 Samantha Walk Suite 230\nNorth Luis, IL 44629
## 126 32202 Curtis Branch Apt. 411\nPort Brettmouth, KY 01192-0594
## 127 102 Karen Court\nNew Jameston, SC 57761-6570
## 128 9759 Tammy Skyway Apt. 171\nLake Debra, AS 95011
## 129 PSC 6717, Box 7673\nAPO AE 66950-0088
## 130 581 Smith Prairie Suite 995\nAndersontown, AS 58802
## 131 422 Rivers Springs Suite 221\nNorth Barbara, WI 51990-7596
## 132 2859 Rodriguez Forks\nPort Josephtown, OH 13591-3011
## 133 0537 Rice Village\nWest Kylieberg, NJ 19433-5090
## 134 7182 Stephen Fork Suite 150\nPort Laurachester, CO 99974-1961
## 135 459 Amy Burg\nLake Travis, OR 53314
## 136 PSC 8159, Box 3254\nAPO AP 71071-4890
## 137 623 Erica Flat\nLake Josephland, MT 73514
## 138 9271 Christopher Prairie\nDouglasshire, NM 18581
## 139 88995 Edwards Row Suite 456\nNorth Jo, DE 02062-7953
## 140 35970 Holly Key\nPort Frank, VT 78059-9385
## 141 93306 Donald Greens\nNew Christopherbury, SC 59447
## 142 43102 Russo View Suite 717\nHollyport, SC 15344
## 143 973 Marc Ports\nBrownstad, IN 48786-6700
## 144 978 Bean Square\nDeanburgh, OR 95149
## 145 27563 Vincent Lake\nAllenchester, DC 22159
## 146 979 Alison Motorway Apt. 676\nNorth Frank, HI 55870-2651
## 147 969 William Manor\nWest Sherry, MA 66282-2258
## 148 555 Hunt Track Suite 307\nSouth Kristi, PA 73709
## 149 811 Maria Run\nSanchezville, MI 04953
## 150 3604 Richard Junctions Suite 448\nBrownburgh, CO 64856-8238
## 151 170 Andrew Mews\nNorth Susan, NM 85338-2426
## 152 14220 Carla Flat Suite 521\nLake Matthew, DE 06183
## 153 8594 Erica Manors Apt. 529\nLake Miguel, MH 10652-9266
## 154 4291 Nichols Fork Apt. 562\nThomaschester, SC 08938-8769
## 155 748 Michael Plaza\nWest Billyside, UT 20799
## 156 672 Jesus Roads Apt. 443\nThompsonland, WY 69228
## 157 0272 Jones Way\nLake Angela, MP 97003-5793
## 158 USNV Johnson\nFPO AP 19026
## 159 691 Johnson Field Apt. 510\nMichaelville, VI 78140
## 160 6218 Michael Station Apt. 982\nSalazarburgh, NJ 79955
## 161 PSC 3676, Box 1549\nAPO AE 26130-7683
## 162 94730 Martin Mount\nNew Matthew, VI 08142-6708
## 163 5480 Vazquez Crossing Suite 825\nEast Christopherland, PA 42104
## 164 USCGC Dodson\nFPO AA 87781-3935
## 165 Unit 6678 Box 6628\nDPO AP 44369
## 166 75805 Larry Mills\nEast Cristian, MH 53820
## 167 04311 Oconnor Park Apt. 415\nKelleystad, ND 63064-8935
## 168 770 Lewis Pike Apt. 869\nPhelpsport, PA 93969-4887
## 169 86536 Barnes Track\nSouth Kyle, MT 21570-5606
## 170 586 Timothy Union Suite 592\nEast Joseph, MO 81374
## 171 9287 Daniel Rest Apt. 608\nAllentown, SD 73050
## 172 8667 Suzanne Motorway Suite 241\nSpencechester, KY 74385-4618
## 173 374 Dana Junctions\nLangside, WI 36474
## 174 9847 Michael Plaza Suite 837\nLake Christophershire, NV 87324-8427
## 175 353 Jones Loaf Apt. 767\nSouth Michaelburgh, PR 16281-4840
## 176 6058 Thomas Divide\nMatthewland, PA 89442-8198
## 177 8032 Hodge Circle Apt. 255\nLake Jessicashire, OR 54914
## 178 601 Ashley Loop Suite 162\nPort Benjaminview, DE 02456
## 179 16329 Sara Neck Apt. 463\nBryanside, TX 62329
## 180 449 Williamson Lakes Apt. 118\nTravisville, AK 06848-0177
## 181 047 Carla Locks\nCoreymouth, AR 98066
## 182 757 Amber Gateway Apt. 787\nNew Stephaniechester, OR 61576-6056
## 183 5183 Michael Ramp\nEast Lukeburgh, FL 93972
## 184 0127 Morgan Fields Apt. 080\nThompsonfurt, ME 01160-7043
## 185 667 Stephanie Lake Apt. 658\nMarthashire, NC 11815-2307
## 186 07867 Horn Lake\nWest Teresatown, VT 64387-1228
## 187 55414 Ramirez Union Apt. 614\nWest Crystal, CA 03845-2631
## 188 55479 Peters Field Apt. 702\nNorth Micheleberg, PR 45063
## 189 2491 Yates Crest Suite 316\nConnieville, FL 92080-0819
## 190 223 Powell Ridges\nEast Richardtown, RI 90715-2178
## 191 022 Taylor Mews Suite 692\nHallberg, NJ 53614
## 192 56674 Melanie Flats\nSchneiderberg, IN 66532
## 193 1279 Douglas Mountains\nPort Christopherberg, RI 32811-8325
## 194 222 Jason Park\nDominguezshire, NC 98241
## 195 6009 Heather Park\nHowardhaven, SD 51705-2993
## 196 19123 Craig Isle Apt. 719\nMillsmouth, SC 94194
## 197 16068 Kelly Parks\nWrightside, NH 21447
## 198 89300 Amber Centers Apt. 879\nVictoriaton, VT 98394
## 199 1576 Lane Shoal\nRogerton, PR 63867-3426
## 200 120 Micheal Fort Apt. 762\nEast Patrickbury, WY 65946
## 201 338 Graham Loaf Suite 236\nEast Toddton, FM 43566-4238
## 202 2302 Joshua Park\nMillerbury, WA 30239-8144
## 203 70562 Gonzalez Stravenue\nElizabethland, WI 40700-9149
## 204 7613 Miguel Knoll Suite 762\nWest Katherine, WV 19406
## 205 981 David Square\nNew Jacquelinetown, AK 66018-4092
## 206 297 Francis Valley\nSouth Lindsey, NY 13669-5367
## 207 Unit 4065 Box 2267\nDPO AE 69180-7372
## 208 988 Matthew Plaza\nLake Jacobshire, AL 37889
## 209 870 Dennis Throughway\nWilsonport, PW 12658
## 210 50593 Wells Roads Apt. 110\nSouth Amy, MI 06969-2026
## 211 15863 Harrington Glens Suite 012\nMarystad, LA 50652-8210
## 212 9580 Clark Trail Suite 687\nWilliamsside, FM 57367
## 213 1470 Kathleen Pass\nSouth Christopherberg, SD 22850
## 214 1995 Susan Locks Suite 760\nEast Cheryl, AR 37103-5176
## 215 20888 Erin Via\nGrahamville, NH 72913-6101
## 216 03065 Henry Courts Suite 443\nDerekstad, VT 88473
## 217 1416 Rachel Crescent\nWest Laurieside, IL 81119-7229
## 218 20618 David Square\nGayland, HI 78719-9628
## 219 2781 Matthew Wells Apt. 569\nPotterview, KS 50763-8282
## 220 13044 Woods Heights\nAndreamouth, ND 52317-6007
## 221 791 Allen Trafficway Suite 776\nChristopherland, DC 41460
## 222 36192 Ho Spring\nNew Michael, RI 65851-6369
## 223 40494 Robert Park\nHeatherside, IL 70364
## 224 446 Daniel Rest Suite 644\nPort Matthewhaven, MN 89465
## 225 96393 Joshua Rapids\nJonesview, VA 58733
## 226 Unit 7032 Box 7016\nDPO AE 44749-2992
## 227 4800 Ashley Spur Apt. 347\nDannyfort, GA 23352
## 228 13693 Cox Falls Apt. 693\nPadillaview, PW 28998-0386
## 229 40288 Stephens Corner Apt. 221\nWest Stephanie, OK 55617-4332
## 230 63872 Chavez Lodge\nDanielton, NJ 85847
## 231 28942 Bradford Crescent\nNew Morganfurt, MD 77162-0478
## 232 1768 Rosales Ford Apt. 793\nLake Markbury, SC 31567
## 233 496 Bush Turnpike Apt. 674\nDonnabury, OR 32596-0079
## 234 981 Matthew Valley Apt. 621\nLake Tracyburgh, NM 33288-1364
## 235 2583 Mark Springs\nLake Robert, AL 40928
## 236 04140 Cameron Brooks Apt. 724\nSouth Laurenberg, HI 08562
## 237 2086 Lisa View\nOrtegabury, MI 43544
## 238 388 Kelly Pike\nWest Jeffery, DE 44039-7785
## 239 USCGC Hernandez\nFPO AE 53064
## 240 91425 Roy Trail\nRivaston, NE 34949-2588
## 241 16763 Melissa Creek Suite 367\nNorth Keithland, PW 29458
## 242 81814 Pratt Squares Suite 460\nNorth Robert, GU 77741-1307
## 243 2380 Fisher Neck Suite 233\nBrianland, AZ 34453-0625
## 244 22630 Bell Centers Suite 030\nNorth Danielport, FM 31756
## 245 0030 Mathis Square Suite 154\nSouth Jadehaven, AR 33997-4450
## 246 76778 Underwood Knoll\nNew Gregory, ID 57323
## 247 61629 Johnson Underpass\nNew Eric, MI 92352-5044
## 248 30242 Rubio Forest\nPort Kyleland, VA 18339-5779
## 249 17463 George Ports\nEast Julianborough, WY 68291
## 250 PSC 1634, Box 8167\nAPO AA 49814
## 251 12641 Greer Track Apt. 183\nNorth Mitchell, IA 77991-6276
## 252 311 Savannah Ramp Suite 245\nCarlsonbury, LA 08453-6035
## 253 3751 Green Loaf\nNew Julia, VT 20897
## 254 14889 Page Prairie\nDennisville, NV 27982-4210
## 255 193 Ashley Plaza Suite 706\nHernandezport, WV 71270-7338
## 256 PSC 6338, Box 7637\nAPO AA 22066
## 257 360 Albert Spring\nSouth Tylerbury, VA 92641-9077
## 258 82537 Alice Centers\nGregland, OR 71749
## 259 295 Michael Keys Apt. 706\nEricfurt, KS 09476
## 260 38528 Jerry Valleys Suite 027\nJonesstad, NY 74787-2691
## 261 3286 Lynch Field\nHenrychester, RI 41833-7902
## 262 450 Samantha Valleys\nCollinsborough, KS 37205-9891
## 263 601 Mitchell Estates Suite 922\nPort Daniel, WV 83595
## 264 81830 Katie Squares\nPort Austinland, FL 73522-0761
## 265 06392 Matthew Viaduct Suite 000\nLake Ronald, NY 45787-0181
## 266 634 Nancy Shoals Suite 241\nSouth Barry, AR 52307
## 267 90089 Eric Well\nNicoleside, MT 95918
## 268 4190 Shelton Harbors\nNorth Christopher, RI 60962
## 269 3761 Jared Mountain\nNicholasport, WY 51181
## 270 239 Bush Fall Apt. 906\nRiveraville, KY 88906-3319
## 271 5052 Mccoy Passage Apt. 328\nTeresaport, FM 97139
## 272 78787 Mitchell Lights\nMatthewville, AZ 30310-0130
## 273 46954 Melissa Corner\nNorth Amanda, LA 34844
## 274 45442 Barber Key Apt. 882\nSouth Jaclyn, NM 24367-3001
## 275 0338 Francis Junction\nLake Alexstad, NH 14302
## 276 232 John Haven Suite 456\nJohnsonhaven, VT 90106-0173
## 277 0859 Audrey Isle\nSouth Zachary, AS 09138
## 278 5358 Stephen Parkway Suite 894\nKimview, MN 17436-4528
## 279 721 Robert Viaduct Apt. 052\nLake Olivia, MO 93807
## 280 836 Amy Villages\nHannahside, RI 09207-2616
## 281 909 Hicks Mountains\nGabriellaport, MD 33121
## 282 54051 Jenkins View\nEast Danielshire, IN 32905-7784
## 283 24458 Hudson Square\nHallside, PA 68038
## 284 149 Monica Vista Apt. 908\nJasonberg, TX 19632-8886
## 285 99902 Scott Road\nJoyton, MT 46760-7400
## 286 74260 Carly Mews Suite 703\nJonesberg, OR 39594
## 287 3324 Branch Squares Suite 221\nRiddleton, OK 34594
## 288 66636 Jason Parkway\nKellyside, NV 67033
## 289 Unit 2079 Box 7792\nDPO AP 47668
## 290 Unit 0474 Box 0661\nDPO AP 48938-3469
## 291 625 Andrew Locks\nMadisonside, AZ 74068
## 292 960 Miller Union\nEast Virginiastad, MS 74191-2346
## 293 4029 Gerald Cape\nSouth Laurenborough, SC 19130-5133
## 294 6961 Mary Stravenue Suite 857\nHilltown, TX 52813-7703
## 295 93101 Shannon Common\nSouth Destiny, ND 30379-2855
## 296 449 Amanda Tunnel\nJoshuahaven, CO 15377
## 297 839 Heather Cliff\nSouth Blake, SC 90412
## 298 13799 Cortez Inlet Suite 733\nEast Stevenshire, AL 32757
## 299 581 Gilmore Port\nHeatherville, MS 20879
## 300 0001 Mack Mill\nNorth Jennifer, NE 42021-5936
## 301 634 Robert Hill Apt. 800\nCoxtown, OK 32430
## 302 Unit 7029 Box 3429\nDPO AE 56975
## 303 USS Beasley\nFPO AP 50556-7615
## 304 109 Jessica Manor\nNorth Patriciashire, PR 84726
## 305 036 Mary Drive Apt. 581\nPort Brandytown, FL 66143
## 306 14548 Hayes Isle Apt. 436\nGarciaville, IN 65366
## 307 08111 Barry Highway\nBentonberg, GU 13706
## 308 508 May Highway\nPort Jacobview, MN 31932
## 309 9781 Lopez Spurs Apt. 300\nFitzgeraldborough, MA 89035-4317
## 310 190 Kelley Burg\nWest Juliaport, IA 35826-8163
## 311 Unit 7502 Box 8345\nDPO AE 53747
## 312 49352 Avila Terrace Suite 624\nAmandaland, GA 99736
## 313 093 Larson Ports\nWest Kathryn, OK 91243
## 314 43382 Heather Meadows\nNew Lisaburgh, WI 19151-0302
## 315 686 Baker Fords Suite 893\nEast John, IL 50171-9547
## 316 456 Eric Views\nNorth Amanda, MS 98876-3102
## 317 740 Marshall Squares\nDavidbury, AL 94251-0846
## 318 9991 Macdonald Squares\nVasquezborough, WY 73586-4597
## 319 363 Kathleen Underpass\nAshleyside, PR 98964
## 320 63010 Reyes Creek Apt. 569\nWest Catherinetown, MN 67491-6816
## 321 66340 Michael Lane Suite 878\nWest Brian, LA 69137-1147
## 322 4475 Lopez Stravenue Apt. 690\nSmithchester, NV 84347
## 323 229 Eric Mountains\nNew Caleb, PA 00396
## 324 3976 Tom Streets Suite 438\nPort Davidtown, AL 55334-2369
## 325 06103 Erik Fields Suite 781\nJonesmouth, GA 49931-3078
## 326 510 Michele Port\nEast Angela, HI 23618
## 327 2064 Poole Groves\nNorth Chrisland, SC 78169
## 328 57120 Frank Keys\nJerryborough, DC 81028-0939
## 329 6734 Perez Trafficway Suite 395\nNunezland, NC 83245
## 330 649 King Extension\nNorth April, NY 54175
## 331 732 Heather Place\nNorth Michael, VT 92527
## 332 8248 Parker Overpass Apt. 024\nLake Pamela, WY 44322-1735
## 333 15298 Erickson Shore Apt. 056\nSouth Patrickfort, MD 16503-3145
## 334 4835 Jessica Walk Suite 205\nWest Jacob, NH 93681
## 335 920 Anderson Extensions\nGreenfurt, GA 19316-3498
## 336 4301 Park Lake Apt. 158\nSpencertown, SD 45934
## 337 52326 Townsend Centers\nLake Williamburgh, NJ 70568-7463
## 338 157 Linda Roads\nNew Jimmyshire, MH 51942
## 339 3687 Sarah Ranch Suite 919\nGainesfort, AK 05665
## 340 314 Kidd Run\nJohnfort, KS 46546-2732
## 341 06307 Scott Spurs Suite 161\nJessicaburgh, NH 26093-5908
## 342 3485 Anthony Street Apt. 119\nMikeberg, FL 32602
## 343 91542 Jessica Springs Suite 255\nThomashaven, MT 39239-3790
## 344 410 Gonzalez Corners Apt. 187\nEast Stephenport, VT 22771
## 345 407 Blake Ways\nPort Davidland, WA 78438
## 346 1583 Anderson Coves\nEast Rebecca, NH 27212
## 347 32303 Baldwin Causeway\nSouth Robertside, HI 58126
## 348 395 Summers Courts Apt. 413\nCoopermouth, IA 21205-1079
## 349 0360 Pearson Dam Suite 263\nLake Shawn, UT 65986-4190
## 350 74839 Michael Plains Suite 356\nSouth Austinshire, ND 40309-1424
## 351 27032 Michelle Forest\nMorrowtown, ND 14749
## 352 01512 Hendricks Rue\nEast Pamela, PR 46481
## 353 5527 Hogan Road\nSouth Jeffreychester, MA 28632
## 354 7346 Jennifer Green Suite 148\nWagnertown, MT 65972
## 355 37216 Krista Drives\nWest Andrew, DE 70036
## 356 1094 Bentley Forges\nLake Antonio, MA 29181-3664
## 357 922 Hampton Path Suite 198\nPort Jasonmouth, FL 46623
## 358 0833 Brian Canyon Suite 566\nAnthonymouth, VT 01329-7541
## 359 577 Peters Turnpike\nLoriport, MA 60572-1669
## 360 0281 Dale Wells Suite 656\nEast Joshua, ME 73389
## 361 13164 Miller Camp\nSouth Deannaberg, ID 85433
## 362 389 Joshua Stravenue Apt. 983\nMartinezland, MN 29049
## 363 497 Julian Brook Suite 872\nHillberg, FM 87927-5760
## 364 78297 Brown Street Apt. 786\nEast Taylorfurt, AK 97246
## 365 2595 James Creek Apt. 571\nMillerberg, HI 82236
## 366 97686 Robertson Cape Suite 607\nPort Veronicaside, NE 47293
## 367 9863 Dawn Court Suite 429\nLake Connie, MI 12238
## 368 51173 Curtis Cliff Apt. 727\nRamoston, DE 32714-4579
## 369 939 Watson Run\nStaceyberg, VT 58376-0454
## 370 368 Morris Ports Apt. 735\nNew Lisaville, GA 34271-8632
## 371 16338 Scott Corner Suite 727\nWest Alexandra, AR 54429
## 372 Unit 1609 Box 3480\nDPO AA 95185
## 373 486 Adams Hills\nNorth Walter, MS 18124
## 374 69279 Stewart Mountains\nSouth Pamela, KS 22541-3414
## 375 0128 Sampson Loop Suite 943\nHoffmanton, MO 02122
## 376 89301 Kylie Crossroad\nPetersonberg, MH 23834
## 377 0554 Powers Curve\nNathanchester, FL 06878-6336
## 378 770 Katie Walk Apt. 585\nPort David, MN 52850
## 379 0506 Pitts Forks\nWoodsbury, AL 98082-8186
## 380 92028 Thomas Mountains Suite 044\nNew Matthew, MI 02429-0994
## 381 8456 Joseph Locks Suite 926\nChristopherport, TN 57784
## 382 64460 Morris Fords\nGonzalesmouth, MI 40832
## 383 3933 Brooke Point\nJohnsonburgh, DE 22659-3488
## 384 313 Lisa Loop Apt. 543\nNorth Jenniferchester, MN 58819
## 385 62106 Nathan Mountain Suite 505\nNorth Matthewborough, AZ 32092-6122
## 386 39209 Cooper Neck Apt. 541\nTylermouth, ME 94450
## 387 87270 Garrett Cliffs Suite 361\nBrooksberg, MO 26555-2502
## 388 309 Singleton Hollow\nMatthewhaven, NJ 68776-7477
## 389 186 Anthony Route\nGordonview, AS 78120-4633
## 390 00615 Tracy Islands\nNew Marcfort, MO 87297-7431
## 391 96480 White Lane Suite 521\nPattersonhaven, OR 39409-4561
## 392 14064 Frazier Hills Apt. 176\nAmyborough, MP 77858-0018
## 393 02136 White Grove Suite 418\nMarytown, DE 70033
## 394 6586 Reginald Crest Apt. 061\nNorth Josephfort, NM 55275
## 395 2749 Cunningham Flat Apt. 838\nDerekberg, OH 45288
## 396 33940 Craig Throughway Apt. 334\nMartinview, IL 62015-0314
## 397 355 Villegas Isle Apt. 070\nWest Jenniferview, NM 26775-4339
## 398 439 Todd Summit Apt. 478\nMooreland, AR 31655
## 399 30700 Justin Ports\nPort David, PA 52171-5921
## 400 291 Stephen Glens Apt. 532\nJacquelineton, NJ 53606-5656
## 401 04290 Barron Square\nLaurenmouth, AS 79917-9544
## 402 0013 Andre Field\nWhitebury, AZ 68447-6306
## 403 50718 Timothy Light\nGarciaport, SC 60266-6696
## 404 53964 Weaver Brook Suite 861\nStevensonshire, NY 18128
## 405 506 Allison Cove Apt. 766\nWeeksstad, AS 71308
## 406 2559 Harris Pines Apt. 514\nMichaelshire, ME 21753-8834
## 407 3802 Veronica Causeway\nEast Patrickfurt, DC 84522
## 408 592 Villanueva Village\nWoodsstad, AK 20530
## 409 PSC 4427, Box 6116\nAPO AP 87584-5187
## 410 19270 Velasquez Coves\nBoylechester, AZ 51480
## 411 USNS Jacobs\nFPO AE 71507-1312
## 412 001 Estrada Union\nLewismouth, TN 47360
## 413 86268 Davis Corner\nNorth Danielview, CT 59551-9382
## 414 209 Andrew Viaduct\nPort Anna, OR 01627-8037
## 415 19704 Kaitlin Flat\nWest Andrewtown, VI 38642
## 416 0508 Terrance Cliff\nRebekahtown, NC 48724-8308
## 417 2082 Christopher Place Apt. 081\nCynthiahaven, HI 99393-8910
## 418 584 Patterson Falls\nWest Alicia, DE 45751
## 419 11430 Meza Green Suite 037\nMartinezborough, FL 40624-8726
## 420 210 Johnson Street Suite 717\nNew Bethanyborough, MO 84817
## 421 2971 Angela Island\nLake Timothychester, NE 48734-6685
## 422 994 Joel Highway Suite 216\nNew Jessicafort, UT 14179
## 423 928 Bailey Road\nEast Mary, DE 11678-5634
## 424 31927 Jill Mountain\nSouth Jessica, MN 63418
## 425 1549 Walker Passage Apt. 463\nWest Calvin, AZ 03144
## 426 4547 Stafford Throughway Apt. 178\nNorth Patrick, MD 60768-4837
## 427 54560 Thompson Creek Apt. 029\nNew Brianville, FL 84430-8588
## 428 5086 Morales Islands Apt. 099\nNew Patricia, IL 78823
## 429 02393 Baker Falls\nNew Georgeport, ND 36338-5110
## 430 1693 Gary Mission Suite 479\nLake Kelly, MO 68205
## 431 4929 Michelle Grove\nLake Alexis, MT 92147-1660
## 432 983 Ross Glen\nWest Jessica, NJ 42860-5757
## 433 685 Sexton Ranch Suite 125\nLake Robertshire, NE 04469-3024
## 434 4968 Bennett Manors\nRogerschester, IL 81579-8333
## 435 61502 Parker Vista Apt. 363\nJonesshire, GU 33532
## 436 257 Hunt Manors\nSouth Charlottefort, CT 15033
## 437 83995 Owens Course Apt. 747\nSouth Jennifer, NJ 29942
## 438 8055 Robinson Brooks Apt. 657\nWalterview, KY 83019
## 439 Unit 1475 Box 4215\nDPO AE 39546-5591
## 440 Unit 5934 Box 9748\nDPO AA 37361-3043
## 441 31309 Stacey Keys Apt. 979\nSouth Jason, KS 35357
## 442 1812 Sandra Shoal Apt. 350\nAmandamouth, SC 87794-1628
## 443 PSC 1893, Box 7023\nAPO AA 73445
## 444 381 Ashley Locks Suite 366\nNorth Migueltown, TX 09795-0494
## 445 189 Crawford Hill Apt. 746\nNew Madison, WV 14108-4333
## 446 Unit 1743 Box 8085\nDPO AE 47693-8164
## 447 57993 Jennifer Unions Suite 685\nEmilyville, OK 53366-2375
## 448 73098 Ronald Port\nCliffordborough, MO 37479-9244
## 449 5292 Melanie Crescent Apt. 064\nFischerborough, NV 85721-5045
## 450 24725 Neal Lock\nCynthiaville, NY 51578
## 451 1502 Gonzalez Throughway\nKathrynchester, FM 86014-7194
## 452 35466 Tommy Stream\nPort Daniellemouth, KS 68863-6330
## 453 76666 Kathy Locks\nPort Susan, ME 64335
## 454 33213 Tanner Knolls Apt. 519\nWhiteborough, OR 37119-7790
## 455 Unit 3998 Box 4348\nDPO AA 37629
## 456 2100 Austin Camp Apt. 943\nAnthonymouth, WV 24243-3781
## 457 967 Chloe Springs Suite 554\nLake Ashley, GA 03230
## 458 42644 Helen Keys Apt. 103\nJessicahaven, KS 89406-1960
## 459 02342 Melissa Islands\nSmithhaven, KS 68335
## 460 97262 Brian Skyway\nLake Marissa, GU 96859
## 461 7875 Landry Road Apt. 947\nBrownshire, NC 10074-7735
## 462 949 Tapia Viaduct\nMartinezfurt, CT 79271-8205
## 463 50639 Sarah Isle Apt. 268\nYangmouth, MO 05540
## 464 51173 Burton Wall Apt. 417\nPrestonville, NY 37002
## 465 426 Scott Radial Apt. 065\nAbigailstad, MS 16590-2222
## 466 3874 Harper Plaza\nNorth Nancy, ME 96802-9462
## 467 Unit 4742 Box 9517\nDPO AE 67219-3123
## 468 845 Colleen Ways\nLake Matthewview, VT 65340-3159
## 469 Unit 0373 Box 8981\nDPO AA 89902
## 470 PSC 4856, Box 1297\nAPO AA 17032-7944
## 471 272 Frederick Lodge\nEast Andrew, FL 07414
## 472 9985 Wolf Pass\nBrandimouth, CA 63346
## 473 PSC 1790, Box 8872\nAPO AE 01821-4769
## 474 4502 Jennifer Prairie Suite 029\nLake Jesse, LA 02328-3633
## 475 4307 Nicholas Drive Apt. 259\nRamirezberg, AS 59832
## 476 5855 Gross Burgs Suite 169\nBallland, AS 98525
## 477 80500 Mary Corners Apt. 225\nWallsville, ME 80526
## 478 344 Jessica Stravenue\nNew Brian, MA 04730-6761
## 479 85181 Christian Courts Suite 758\nLarryfurt, MS 38722-6766
## 480 543 Reynolds Burg\nMelindaberg, KY 46631
## 481 549 Anna Avenue\nPort Laura, CA 76209-9339
## 482 214 Obrien Lakes Suite 572\nSouth Jeremy, KS 52867-7617
## 483 5661 Grant Centers\nStevensfurt, CT 53959
## 484 768 Riley Pine Apt. 624\nKellymouth, OK 98992-3108
## 485 503 Adams Pines Apt. 638\nNorth Ashleyside, AZ 34687-6128
## 486 07813 Randy Point\nLake Thomasberg, MO 06013-9920
## 487 38678 Sean Drive Suite 293\nKarentown, IA 78306-2717
## 488 6820 Erica Vista Apt. 418\nBrightside, IA 50639
## 489 9909 Hoffman Ranch Suite 195\nScotthaven, SC 53575
## 490 513 Moore Crescent Apt. 416\nAmandaberg, GU 03655-2219
## 491 7446 Mary Ferry\nLake Sherryfurt, GA 49066-0207
## 492 64147 Alexander Station Apt. 474\nEast Jasonview, MN 83788
## 493 70128 Zimmerman Overpass\nRobertsshire, VA 59860
## 494 01242 Stephanie Ways Suite 003\nChurchville, MO 35617
## 495 354 Sanchez Wall Suite 884\nJuliabury, VI 39735
## 496 4483 Jones Motorway Suite 872\nLake Jamiefurt, UT 75292
## 497 172 Owen Divide Suite 497\nWest Richard, CA 19320
## 498 0787 Andrews Ranch Apt. 633\nSouth Chadburgh, TN 56128
## 499 680 Jennifer Lodge Apt. 808\nBrendachester, TX 05000-5873
## 500 49791 Rachel Heights Apt. 898\nEast Drewborough, OR 55919-9528
## Avatar Avg..Session.Length Time.on.App Time.on.Website
## 1 Violet 34.49727 12.655651 39.57767
## 2 DarkGreen 31.92627 11.109461 37.26896
## 3 Bisque 33.00091 11.330278 37.11060
## 4 SaddleBrown 34.30556 13.717514 36.72128
## 5 MediumAquaMarine 33.33067 12.795189 37.53665
## 6 FloralWhite 33.87104 12.026925 34.47688
## 7 DarkSlateBlue 32.02160 11.366348 36.68378
## 8 Aqua 32.73914 12.351959 37.37336
## 9 Salmon 33.98777 13.386235 37.53450
## 10 Brown 31.93655 11.814128 37.14517
## 11 Tomato 33.99257 13.338975 37.22581
## 12 Tomato 33.87936 11.584783 37.08793
## 13 RoyalBlue 29.53243 10.961298 37.42022
## 14 Bisque 33.19033 12.959226 36.14467
## 15 DarkBlue 32.38798 13.148726 36.61996
## 16 Peru 30.73772 12.636606 36.21376
## 17 PowderBlue 32.12539 11.733862 34.89409
## 18 OliveDrab 32.33890 12.013195 38.38514
## 19 Cyan 32.18781 14.715388 38.24411
## 20 LightSeaGreen 32.61786 13.989593 37.19050
## 21 PeachPuff 32.91279 11.365492 37.60779
## 22 Black 33.50309 12.877984 37.44102
## 23 Olive 31.53160 13.378563 38.73401
## 24 Silver 32.90325 11.657576 36.77260
## 25 Wheat 34.50755 12.893669 37.63576
## 26 Teal 33.02933 11.765813 37.73852
## 27 Linen 33.54123 12.783892 36.43065
## 28 MediumSlateBlue 32.33599 13.007819 37.85178
## 29 LemonChiffon 33.11021 11.982045 35.29309
## 30 DarkOrchid 33.10544 11.965020 37.27781
## 31 SeaGreen 33.24190 12.305418 36.16365
## 32 SteelBlue 33.46106 10.869164 35.62244
## 33 DarkMagenta 32.17550 13.387492 35.69417
## 34 DarkGoldenRod 32.72836 13.104507 38.87804
## 35 DarkSeaGreen 32.82031 11.634893 35.36863
## 36 Gainsboro 33.61604 11.936386 38.76864
## 37 HotPink 31.72165 11.755024 36.76572
## 38 LightSeaGreen 32.86533 11.984418 37.04436
## 39 HoneyDew 32.74937 9.954976 37.38831
## 40 WhiteSmoke 32.56723 12.489013 36.37148
## 41 GhostWhite 32.07055 11.733106 37.53429
## 42 DarkSlateBlue 33.01955 10.634561 37.49669
## 43 Chocolate 33.79204 12.507525 37.14286
## 44 HoneyDew 32.89398 11.529878 36.88809
## 45 Snow 32.04449 13.414935 36.11244
## 46 BurlyWood 34.55577 12.170525 39.13110
## 47 Moccasin 34.56456 13.146551 37.33545
## 48 BlueViolet 32.72678 12.988510 36.46200
## 49 MediumBlue 33.11722 11.864126 36.58273
## 50 GreenYellow 31.66105 11.398064 36.59446
## 51 SandyBrown 33.25634 13.858062 37.78026
## 52 MediumVioletRed 33.90022 10.956791 37.26688
## 53 DarkBlue 34.18777 10.320116 37.45341
## 54 SandyBrown 33.76207 9.984514 35.93345
## 55 DarkOliveGreen 34.39016 12.645195 38.46832
## 56 GreenYellow 33.92530 11.588655 35.25224
## 57 DarkSalmon 32.68823 13.761533 39.25293
## 58 DarkSeaGreen 34.30187 10.568295 36.17313
## 59 DeepPink 32.84393 11.832286 36.81401
## 60 Olive 33.75499 12.064157 37.27122
## 61 SkyBlue 33.87978 12.495592 38.05261
## 62 Magenta 33.07654 9.607315 36.49399
## 63 DarkTurquoise 32.22730 13.728627 37.99703
## 64 Silver 32.78977 11.670066 37.40875
## 65 SpringGreen 32.77261 13.276313 36.60078
## 66 OliveDrab 34.37426 15.126994 37.15762
## 67 Aqua 33.07872 12.695790 35.35844
## 68 OrangeRed 32.80522 11.835476 36.37507
## 69 LimeGreen 32.43076 11.306232 37.68040
## 70 SkyBlue 32.17910 11.187539 40.00518
## 71 LightGreen 33.15418 11.887494 36.26500
## 72 SandyBrown 34.33590 12.228935 36.15719
## 73 Teal 32.38625 10.674653 38.00658
## 74 LightYellow 32.80870 12.817113 37.03154
## 75 MintCream 33.87974 13.587806 38.26035
## 76 DimGray 32.04984 12.238057 38.73086
## 77 Indigo 33.55521 11.551821 36.62883
## 78 LightSalmon 33.14208 11.433380 35.89243
## 79 GreenYellow 32.59718 10.889567 38.21257
## 80 DeepSkyBlue 33.16714 11.928842 36.91463
## 81 DarkGreen 31.51474 12.595671 39.60038
## 82 LimeGreen 34.59402 10.947259 35.88399
## 83 DarkGoldenRod 33.50137 13.898082 37.05891
## 84 Turquoise 32.40237 10.875560 37.78114
## 85 LightGreen 34.65549 10.338073 36.15726
## 86 LightSteelBlue 31.80930 11.634668 36.18254
## 87 Cornsilk 33.87778 12.517666 37.15192
## 88 LemonChiffon 34.44787 10.607724 36.81910
## 89 DarkKhaki 31.95630 12.828893 36.95162
## 90 FireBrick 32.60558 12.068816 36.10500
## 91 LightSeaGreen 32.49145 12.530357 37.87522
## 92 SlateGray 33.61602 13.516284 36.77312
## 93 Crimson 33.47160 11.662263 36.05024
## 94 MidnightBlue 33.71065 13.664748 37.72439
## 95 DarkGoldenRod 32.19772 11.830231 36.63386
## 96 DarkCyan 32.46121 13.291143 38.63363
## 97 SteelBlue 33.79039 11.942341 38.06341
## 98 OldLace 34.18382 13.349913 37.82739
## 99 MediumBlue 32.28867 12.020112 39.07440
## 100 Gray 33.82635 12.084092 35.89036
## 101 LightPink 32.49839 13.410759 35.99049
## 102 BlanchedAlmond 31.88541 11.281931 37.38532
## 103 Wheat 32.42570 11.448902 37.58019
## 104 Aqua 33.43783 12.595420 36.26203
## 105 BlueViolet 31.38959 10.994224 38.07445
## 106 CadetBlue 33.46870 13.085506 35.84583
## 107 PaleTurquoise 32.29176 12.190474 36.15246
## 108 DimGray 32.06377 10.719150 37.71251
## 109 Moccasin 33.15570 12.931550 38.16644
## 110 Chartreuse 33.35687 13.452129 38.50301
## 111 Khaki 31.85307 12.149375 37.32533
## 112 MediumSpringGreen 32.01230 12.178331 37.71599
## 113 LemonChiffon 32.38845 11.010482 38.41504
## 114 PeachPuff 32.65318 11.602532 37.30969
## 115 Lime 32.93134 12.732212 35.60082
## 116 Tomato 33.23561 11.223369 37.69230
## 117 SlateBlue 33.92579 12.011022 36.70105
## 118 Orange 33.05926 11.725910 35.99910
## 119 Fuchsia 32.40173 12.089310 38.30991
## 120 GoldenRod 33.88994 13.068639 37.54052
## 121 GreenYellow 34.56938 12.854990 35.00748
## 122 ForestGreen 33.70161 11.564022 37.67321
## 123 Moccasin 33.26833 11.113330 37.38795
## 124 Indigo 31.35848 12.809883 36.54967
## 125 SlateBlue 33.01479 11.761172 37.57016
## 126 Cyan 31.57613 12.579894 37.09326
## 127 MintCream 32.65727 11.957923 36.63465
## 128 Lime 34.70932 10.651794 37.14601
## 129 Moccasin 34.53666 12.752077 36.71414
## 130 Green 32.77172 11.540832 37.52642
## 131 LightSkyBlue 33.70040 11.924395 37.24503
## 132 BlueViolet 32.43977 12.424130 38.94883
## 133 Azure 34.31217 11.810587 37.41413
## 134 LightGray 32.45518 12.759169 36.59911
## 135 DarkCyan 33.54098 11.851891 37.42455
## 136 GreenYellow 33.35840 12.703688 36.10091
## 137 Crimson 32.68613 12.215252 36.59436
## 138 MediumOrchid 34.55829 11.281445 36.49441
## 139 Sienna 33.54775 10.735363 37.45837
## 140 Aquamarine 31.95490 10.963132 37.32728
## 141 FloralWhite 31.06622 11.735095 36.59937
## 142 SlateBlue 31.85125 12.418962 35.97765
## 143 Sienna 32.60928 10.537308 35.73055
## 144 LimeGreen 32.11512 11.919242 39.29404
## 145 Teal 33.92462 11.911416 38.27470
## 146 WhiteSmoke 33.47719 12.488067 36.51838
## 147 Purple 32.11640 12.380695 37.23200
## 148 SlateGray 32.25590 10.480507 37.33867
## 149 LightPink 32.69239 12.296518 36.95156
## 150 LimeGreen 32.38473 10.861604 36.58444
## 151 DarkSlateBlue 34.33873 10.716355 38.30720
## 152 DimGray 32.88710 12.387184 37.43116
## 153 CornflowerBlue 32.51022 10.984836 37.39650
## 154 DarkSlateGray 31.94540 12.965761 36.96639
## 155 MidnightBlue 36.13966 12.050267 36.95964
## 156 LightSkyBlue 32.44952 13.457725 37.23881
## 157 MediumBlue 32.29464 12.443048 37.32785
## 158 Wheat 34.60331 12.207298 33.91385
## 159 SpringGreen 33.59852 11.586320 39.09463
## 160 DarkRed 34.56868 11.378087 38.30447
## 161 Orange 32.83810 12.364342 38.03911
## 162 LightGray 33.50371 12.399436 35.01281
## 163 DarkViolet 33.30188 12.542481 38.31136
## 164 LimeGreen 30.87948 13.280432 36.93616
## 165 CadetBlue 33.15425 11.795887 37.65862
## 166 DarkMagenta 32.04780 12.718039 37.66111
## 167 ForestGreen 33.63080 12.039648 38.92409
## 168 LightSkyBlue 34.04664 12.474455 35.03786
## 169 MediumAquaMarine 33.64418 13.160020 36.40775
## 170 Salmon 32.65462 11.052324 37.63301
## 171 LavenderBlush 33.42875 10.636761 37.57884
## 172 Green 31.86483 13.443406 36.87832
## 173 SpringGreen 34.48239 13.283033 35.90730
## 174 Navy 32.52977 11.747732 36.93988
## 175 OliveDrab 33.43223 10.859609 38.83567
## 176 LightSalmon 33.30857 11.691686 37.48091
## 177 RosyBrown 32.33264 11.548761 38.57652
## 178 DeepPink 34.71345 11.724002 36.81386
## 179 Pink 32.63588 12.178573 35.67426
## 180 LightGreen 33.07570 12.319845 37.81916
## 181 GreenYellow 32.23015 11.084361 37.95968
## 182 Sienna 34.14286 13.177775 38.85604
## 183 DarkKhaki 32.49720 12.832803 37.67924
## 184 LightGray 33.12240 11.509048 37.25306
## 185 DarkRed 33.08853 11.857663 36.08693
## 186 Aqua 32.53380 12.293366 37.06462
## 187 Red 32.48426 10.933252 36.54551
## 188 Lavender 32.54346 13.332839 37.96439
## 189 DeepPink 32.28312 10.902556 36.09424
## 190 White 32.20080 12.276982 38.23261
## 191 MediumSeaGreen 34.71332 12.038808 37.63530
## 192 MediumPurple 32.71251 11.724474 37.15315
## 193 LightGreen 33.69490 11.202670 35.49396
## 194 Tan 31.57020 13.378063 36.33780
## 195 LawnGreen 33.45948 11.388613 37.90914
## 196 LightSkyBlue 31.82100 10.771074 37.27864
## 197 BurlyWood 32.73322 11.818572 37.10203
## 198 Peru 32.40715 13.808799 37.42677
## 199 Thistle 33.50609 11.659833 37.28139
## 200 DarkMagenta 30.83643 13.100110 35.90772
## 201 LemonChiffon 34.87849 13.067896 36.67822
## 202 MediumVioletRed 34.00721 12.494323 36.04546
## 203 Teal 31.52575 11.340036 37.03951
## 204 SlateGray 31.04722 11.199661 38.68871
## 205 Turquoise 34.59578 11.332488 35.45986
## 206 Gainsboro 34.96761 13.919494 37.95201
## 207 Orchid 32.29525 11.031358 38.25298
## 208 Yellow 33.32424 11.084584 36.77602
## 209 AntiqueWhite 32.90345 10.542645 35.53386
## 210 AliceBlue 32.55949 11.797796 37.77737
## 211 Tomato 31.76562 12.442617 38.13171
## 212 PapayaWhip 34.08165 12.104542 36.05965
## 213 MediumSeaGreen 33.30443 12.378490 38.76430
## 214 BlueViolet 34.33075 13.722454 35.77312
## 215 Tomato 32.07895 12.725909 36.54466
## 216 DarkSlateGray 33.60580 13.685119 34.89198
## 217 Gold 32.74515 10.012583 38.35496
## 218 Moccasin 32.12236 11.435534 36.22356
## 219 MediumSeaGreen 32.53083 12.354607 37.12235
## 220 LightGreen 31.73664 10.748534 35.73871
## 221 Orange 34.11757 11.591872 37.74362
## 222 Cyan 33.63662 11.236507 37.67502
## 223 SlateBlue 34.33486 11.109456 38.58585
## 224 BlanchedAlmond 34.81498 12.114945 36.28872
## 225 LavenderBlush 34.64267 11.866481 37.71777
## 226 Navy 32.83694 10.256549 36.14391
## 227 MediumBlue 32.29965 12.168596 37.07362
## 228 Moccasin 31.94802 13.085357 37.60565
## 229 CadetBlue 32.72732 13.013376 36.65128
## 230 MediumTurquoise 33.94624 10.983977 37.95149
## 231 DarkGreen 32.35148 13.105159 35.57484
## 232 RoyalBlue 34.17375 12.144749 37.25803
## 233 DarkGoldenRod 32.97518 13.909916 37.79224
## 234 Thistle 32.00475 11.395209 37.33281
## 235 White 34.19706 13.033566 37.07680
## 236 MediumSpringGreen 33.17720 11.622777 35.96890
## 237 WhiteSmoke 32.69324 12.600750 37.37012
## 238 BurlyWood 31.62536 13.187911 37.06709
## 239 YellowGreen 31.26065 13.266760 36.97120
## 240 White 31.72077 11.752343 38.57361
## 241 Cyan 32.92261 11.568116 36.90938
## 242 SlateBlue 32.68625 12.638572 36.09722
## 243 LightSkyBlue 34.05095 11.388645 39.08156
## 244 DarkTurquoise 32.45455 11.822983 36.94613
## 245 Gainsboro 31.28345 12.725677 35.96567
## 246 LightCyan 32.98003 11.201160 37.68934
## 247 LightCoral 31.90963 11.347264 36.32365
## 248 Turquoise 34.40241 14.220979 37.52320
## 249 DarkOliveGreen 32.95976 11.546276 36.94795
## 250 Teal 33.78016 11.917636 36.84473
## 251 DeepPink 32.67294 12.276057 37.19279
## 252 MediumTurquoise 32.72852 10.131712 34.84561
## 253 DarkCyan 33.40992 12.026942 36.13389
## 254 PeachPuff 31.72420 13.172287 36.19975
## 255 Aqua 32.71112 12.326291 36.67388
## 256 MediumTurquoise 33.13666 13.891313 39.22071
## 257 HotPink 34.37939 12.930929 36.36025
## 258 SeaShell 35.53090 11.379257 36.63610
## 259 Orange 33.24727 14.069382 38.99332
## 260 CadetBlue 32.09611 10.804891 37.37276
## 261 LightCoral 35.03928 14.426491 37.37418
## 262 Orchid 32.55053 13.041245 36.65521
## 263 Crimson 32.58249 11.739744 36.85481
## 264 LightGoldenRodYellow 33.29698 12.491059 38.23894
## 265 DarkGoldenRod 33.10834 12.892375 36.52739
## 266 HotPink 33.90272 11.668867 37.34127
## 267 Blue 34.55528 11.777772 37.97983
## 268 Violet 33.73265 12.138794 36.85388
## 269 Pink 31.60051 12.222967 36.82275
## 270 SandyBrown 34.31893 13.402332 37.29204
## 271 LightBlue 34.00649 12.956277 38.65509
## 272 Gold 33.54048 12.884125 36.22604
## 273 SteelBlue 34.43643 13.325469 36.76860
## 274 FloralWhite 33.55170 12.158585 36.57513
## 275 Green 31.81862 11.226546 35.66994
## 276 PaleGoldenRod 32.36312 12.461135 37.74561
## 277 Navy 33.19157 9.846125 36.87631
## 278 Coral 32.19250 13.325412 36.89729
## 279 DarkGreen 32.60790 13.677246 37.74470
## 280 LightSteelBlue 32.26200 11.644970 37.02688
## 281 Aquamarine 32.27185 13.485009 37.55088
## 282 DarkViolet 33.79512 11.620997 38.41947
## 283 MediumSpringGreen 31.65481 13.014459 37.78904
## 284 OliveDrab 33.07773 11.466984 35.67573
## 285 Purple 31.31235 11.684904 38.71708
## 286 BlueViolet 32.87274 12.093966 36.62077
## 287 RoyalBlue 33.70815 14.325655 35.72183
## 288 DarkSeaGreen 33.90857 12.914847 39.06886
## 289 AntiqueWhite 32.31291 9.824402 35.74278
## 290 Blue 34.39433 12.807752 38.55103
## 291 FloralWhite 32.42330 13.058278 37.26388
## 292 Navy 33.53940 10.534553 37.03479
## 293 DarkOrange 33.37402 11.143433 35.94640
## 294 Aqua 33.79476 10.982806 34.81063
## 295 Ivory 33.77090 11.153966 37.24033
## 296 LavenderBlush 31.30919 11.947175 36.19083
## 297 Cyan 33.61256 11.470565 37.06169
## 298 Tan 33.39826 11.037850 38.61733
## 299 PaleVioletRed 33.62259 11.167357 35.62659
## 300 LightPink 30.49254 11.562936 35.97656
## 301 Thistle 31.90486 12.227728 36.98591
## 302 CadetBlue 33.02642 13.186813 38.06693
## 303 AntiqueWhite 32.97519 13.394452 37.80698
## 304 GhostWhite 30.81620 11.851399 36.92504
## 305 DarkOrchid 33.91402 12.266504 36.57503
## 306 DarkGray 33.30267 13.459222 36.33952
## 307 Gainsboro 31.91208 11.792972 36.25782
## 308 DarkSalmon 32.40856 10.985740 37.36839
## 309 Ivory 32.64462 12.637557 36.51709
## 310 MediumSlateBlue 34.10228 8.508152 35.46240
## 311 Cyan 33.24851 11.656592 36.54861
## 312 SeaGreen 34.72908 11.966898 36.54760
## 313 Purple 30.39318 11.802986 36.31576
## 314 LightBlue 33.38411 12.677401 35.62253
## 315 Brown 32.87847 13.032535 37.87095
## 316 Chocolate 34.50142 12.447617 37.53453
## 317 Thistle 33.56647 12.235659 37.27757
## 318 Purple 32.84879 10.973162 36.60951
## 319 MistyRose 33.53186 13.665770 36.90022
## 320 Indigo 33.41907 13.391120 37.19419
## 321 Gold 32.49542 12.968326 38.29611
## 322 PeachPuff 33.67403 12.968893 37.33311
## 323 LightSalmon 33.26463 10.732131 36.14579
## 324 DarkOrange 32.76246 10.952353 37.64629
## 325 SlateBlue 33.47947 12.608889 37.22939
## 326 MintCream 33.78521 13.039511 36.31273
## 327 NavajoWhite 33.21719 10.999684 38.44277
## 328 Tomato 31.12809 13.278956 37.38718
## 329 DarkSeaGreen 33.36952 10.627949 38.04031
## 330 Lavender 32.83789 13.185181 35.92160
## 331 DodgerBlue 30.57436 11.351049 37.08885
## 332 Wheat 32.27459 12.954811 37.10882
## 333 MediumVioletRed 33.14423 11.737041 37.93519
## 334 Magenta 33.48552 11.887345 35.86245
## 335 SeaShell 31.97648 10.757131 36.59587
## 336 HoneyDew 32.13386 11.612651 39.24880
## 337 LightCyan 32.30255 11.979061 38.26906
## 338 Khaki 31.82798 12.461147 37.42900
## 339 Crimson 32.01807 10.079463 38.07066
## 340 White 32.99746 12.589241 37.33224
## 341 RoyalBlue 31.81643 14.288015 36.77386
## 342 DarkViolet 34.46151 11.917116 37.76669
## 343 DarkSeaGreen 32.34280 11.409645 35.77778
## 344 Navy 32.30275 12.815393 37.95781
## 345 Gray 33.06644 11.673229 37.84066
## 346 Purple 33.89464 10.610537 37.97739
## 347 RosyBrown 32.76566 12.506548 35.82347
## 348 White 33.76981 11.304462 37.83397
## 349 MediumTurquoise 31.81248 10.886921 34.89783
## 350 Bisque 32.00850 12.095889 36.37751
## 351 SaddleBrown 33.30434 12.692661 37.33359
## 352 YellowGreen 32.18984 11.386776 38.19748
## 353 LavenderBlush 34.93561 10.728419 36.88119
## 354 IndianRed 33.55165 11.936895 35.90025
## 355 DarkKhaki 32.38697 12.717995 35.12882
## 356 SaddleBrown 33.34451 10.969803 35.97458
## 357 Orchid 33.67276 13.420546 37.76369
## 358 DarkCyan 34.00207 11.854682 37.49189
## 359 Aquamarine 32.65540 11.918860 35.71627
## 360 Brown 32.05426 13.149670 37.65040
## 361 DarkMagenta 33.22877 12.685394 36.04899
## 362 Cornsilk 32.07759 10.347877 39.04516
## 363 LightSalmon 33.98101 9.316289 36.91495
## 364 Chocolate 34.17952 12.581548 35.44426
## 365 PaleVioletRed 32.60274 11.764448 37.92270
## 366 Wheat 32.03055 12.644202 38.00183
## 367 OldLace 33.10036 11.832112 36.84149
## 368 SlateBlue 32.99060 10.441235 35.93896
## 369 Orchid 34.38582 12.729720 36.23211
## 370 MediumAquaMarine 34.35720 9.477778 37.90601
## 371 SeaGreen 33.70511 10.163179 37.76304
## 372 MediumSpringGreen 32.40430 11.608998 38.11046
## 373 LightSeaGreen 31.82935 11.268259 36.95697
## 374 DarkKhaki 31.36621 11.163160 37.08832
## 375 SaddleBrown 31.44745 10.101632 38.04345
## 376 Turquoise 33.58295 12.761531 36.90819
## 377 AntiqueWhite 32.39742 12.055340 37.68547
## 378 GoldenRod 35.03745 11.935935 35.78392
## 379 Teal 32.78494 12.451200 36.66579
## 380 Bisque 33.97172 12.284467 38.29573
## 381 PaleGreen 33.38599 12.782172 35.55077
## 382 RosyBrown 33.55656 12.960307 37.95195
## 383 Crimson 33.58737 9.953995 37.34574
## 384 Brown 34.18818 13.130022 35.42933
## 385 Gold 33.59396 11.520567 36.18913
## 386 SeaGreen 33.23627 10.972554 34.57403
## 387 LightYellow 33.20892 13.531913 38.95246
## 388 LemonChiffon 33.63781 12.039502 34.48718
## 389 DarkOrange 33.59049 10.942070 36.17049
## 390 LightCyan 34.19551 12.664193 37.02715
## 391 Gray 35.86024 11.730661 36.88215
## 392 MediumVioletRed 33.48193 11.918670 37.31770
## 393 OrangeRed 33.25824 11.514949 37.12804
## 394 DeepPink 32.31986 12.418113 36.15534
## 395 DeepPink 32.43084 13.887275 38.38196
## 396 GhostWhite 31.44597 12.846499 37.86922
## 397 Green 35.74267 10.889828 35.56544
## 398 CadetBlue 34.01262 12.914570 36.04620
## 399 DarkOliveGreen 34.14039 11.568527 38.91875
## 400 IndianRed 32.37799 11.971751 37.19937
## 401 Snow 33.17233 13.078692 37.32982
## 402 DarkSeaGreen 33.24732 11.956426 36.51735
## 403 BlueViolet 33.59891 13.252737 37.30596
## 404 OliveDrab 33.08530 13.093537 38.31565
## 405 MediumSpringGreen 32.27844 12.527472 36.68837
## 406 MediumSlateBlue 33.44155 11.235969 37.05262
## 407 GhostWhite 32.86530 12.074830 35.56917
## 408 Purple 31.52620 12.045332 38.50588
## 409 SandyBrown 33.00085 11.230743 36.99529
## 410 LightCyan 32.08838 11.907844 35.18912
## 411 LightSalmon 33.26544 13.052210 38.77567
## 412 Chartreuse 32.99257 13.004362 36.98504
## 413 DarkGoldenRod 33.86319 11.523523 35.93805
## 414 Cornsilk 32.59209 10.314718 36.72903
## 415 Magenta 32.38103 12.433129 37.62691
## 416 SaddleBrown 31.51712 10.745189 38.79123
## 417 DarkViolet 33.45430 11.016756 37.63731
## 418 Chocolate 32.21553 12.216855 36.95396
## 419 DarkViolet 31.67392 12.329147 37.07437
## 420 Magenta 33.71755 10.806966 36.01232
## 421 HotPink 33.21547 12.135101 37.14209
## 422 DodgerBlue 31.57414 12.941556 36.72528
## 423 Turquoise 33.89457 13.300299 36.39368
## 424 Blue 33.12869 10.398458 36.68339
## 425 PaleVioletRed 34.37033 11.887800 37.86145
## 426 MidnightBlue 34.08026 11.591440 36.45690
## 427 BlanchedAlmond 31.42523 13.271475 37.23985
## 428 Black 33.62531 12.988221 39.67259
## 429 DodgerBlue 31.86274 14.039867 37.02227
## 430 DarkGreen 33.29259 11.906508 38.42287
## 431 BlanchedAlmond 33.74923 11.137140 38.40137
## 432 Bisque 34.14497 12.902665 36.61120
## 433 Cyan 31.12397 12.386516 35.63211
## 434 Lavender 34.27825 11.822722 36.30855
## 435 Violet 33.66662 10.985764 36.35250
## 436 Fuchsia 32.25997 14.132893 37.02348
## 437 MistyRose 35.43317 11.912210 36.08964
## 438 CadetBlue 31.96732 11.481587 39.24096
## 439 LightSteelBlue 32.14906 10.047315 37.18145
## 440 Brown 33.91884 12.428737 37.30536
## 441 Salmon 33.20062 11.965980 36.83154
## 442 FireBrick 32.53677 11.121366 36.97937
## 443 Lime 34.08366 8.668350 35.90676
## 444 GreenYellow 33.02502 12.504220 37.64584
## 445 DarkOrchid 31.26810 12.132509 35.45680
## 446 Blue 32.21292 11.732991 35.63395
## 447 Olive 33.49951 11.946591 36.48633
## 448 Wheat 32.90485 12.556108 37.80551
## 449 AliceBlue 32.20465 12.480702 37.68029
## 450 OliveDrab 32.67515 12.594194 37.68388
## 451 Linen 32.99839 10.946842 37.64781
## 452 LightSlateGray 33.94312 11.484199 36.83937
## 453 Indigo 33.55211 11.120871 36.80838
## 454 Lime 33.67683 10.971392 37.72237
## 455 SteelBlue 32.64195 11.588949 36.32214
## 456 Olive 33.42121 10.706642 35.76615
## 457 HoneyDew 32.76708 11.076259 34.77975
## 458 MidnightBlue 33.11995 12.953263 37.03428
## 459 DarkViolet 35.37188 10.572467 36.86218
## 460 Sienna 33.97608 11.658037 37.42528
## 461 Pink 34.03416 13.592513 36.83866
## 462 LightSkyBlue 32.77049 11.371767 35.26150
## 463 SaddleBrown 33.50381 11.233415 37.21115
## 464 SteelBlue 31.87455 10.290351 36.92976
## 465 Thistle 32.53324 14.121784 38.40633
## 466 BlanchedAlmond 34.85131 12.415542 37.67232
## 467 Turquoise 34.21146 10.770249 34.64980
## 468 Orange 33.45962 12.664391 36.36684
## 469 Beige 34.20054 12.667809 37.48705
## 470 YellowGreen 31.16951 13.970181 36.67395
## 471 SlateGray 32.51820 11.509253 36.59929
## 472 Bisque 34.52302 11.405770 36.37827
## 473 Orange 33.66599 12.263718 38.86023
## 474 DimGray 31.60984 12.710701 36.16646
## 475 MediumBlue 33.70089 13.471578 37.07164
## 476 AntiqueWhite 33.81173 11.186809 36.29889
## 477 Beige 34.33668 11.246813 38.68258
## 478 Beige 31.06133 12.357638 36.16604
## 479 PeachPuff 33.06977 11.764326 36.87503
## 480 LightPink 34.60624 11.761884 38.12652
## 481 WhiteSmoke 34.23824 11.550300 35.76933
## 482 MediumOrchid 32.04781 12.482670 35.53602
## 483 Olive 30.97168 11.731364 36.07455
## 484 MistyRose 33.60685 12.214074 37.19843
## 485 DarkRed 33.44813 11.903757 36.87454
## 486 Pink 33.36938 12.222484 36.35523
## 487 DarkGray 33.45230 12.005916 36.53410
## 488 Orchid 32.90469 11.913745 36.05865
## 489 PeachPuff 35.63085 12.125402 38.18776
## 490 Magenta 32.24635 11.305551 37.13313
## 491 GhostWhite 34.69559 11.608997 37.68488
## 492 SeaShell 34.34392 11.693058 36.81293
## 493 DarkBlue 33.68094 11.201570 37.83545
## 494 MediumSeaGreen 32.06091 12.625433 35.53914
## 495 DarkTurquoise 33.43110 13.350632 37.96597
## 496 Tan 33.23766 13.566160 36.41798
## 497 PaleVioletRed 34.70253 11.695736 37.19027
## 498 Cornsilk 32.64678 11.499409 38.33258
## 499 Teal 33.32250 12.391423 36.84009
## 500 DarkMagenta 33.71598 12.418808 35.77102
## Length.of.Membership Yearly.Amount.Spent Customer.Type
## 1 4.0826206 587.9511 OLD
## 2 2.6640342 392.2049 NEW
## 3 4.1045432 487.5475 OLD
## 4 3.1201788 581.8523 OLD
## 5 4.4463083 599.4061 OLD
## 6 5.4935072 637.1024 OLD
## 7 4.6850172 521.5722 OLD
## 8 4.4342734 549.9041 OLD
## 9 3.2734336 570.2004 OLD
## 10 3.2028061 427.1994 OLD
## 11 2.4826078 492.6060 NEW
## 12 3.7132092 522.3374 OLD
## 13 4.0464232 408.6404 OLD
## 14 3.9185418 573.4159 OLD
## 15 2.4945436 470.4527 NEW
## 16 3.3578468 461.7807 OLD
## 17 3.1361327 457.8477 OLD
## 18 2.4208062 407.7045 NEW
## 19 1.5165756 452.3157 NEW
## 20 4.0645485 605.0610 OLD
## 21 4.5999374 534.7057 OLD
## 22 1.5591519 419.9388 NEW
## 23 2.2451478 436.5156 NEW
## 24 3.9193023 519.3410 OLD
## 25 5.7051540 700.9171 OLD
## 26 2.7217360 423.1800 NEW
## 27 4.6481993 619.8956 OLD
## 28 2.9963645 486.8389 NEW
## 29 3.9234887 529.5377 OLD
## 30 4.7425775 554.7221 OLD
## 31 3.0623681 497.5867 OLD
## 32 3.4714135 447.6879 OLD
## 33 4.3430629 588.7126 OLD
## 34 2.8200972 491.0732 NEW
## 35 4.1245853 507.4418 OLD
## 36 3.6492862 521.8836 OLD
## 37 1.8473704 347.7769 NEW
## 38 3.4523886 490.7386 OLD
## 39 4.6504913 478.1703 OLD
## 40 4.2224362 537.8462 OLD
## 41 4.6712755 532.7518 OLD
## 42 4.6461200 501.8744 OLD
## 43 4.2144951 591.1972 OLD
## 44 4.6432585 547.2443 OLD
## 45 2.2586864 448.2298 NEW
## 46 3.6631055 549.8606 OLD
## 47 3.8768752 593.9150 OLD
## 48 4.1132261 563.6729 OLD
## 49 3.2025312 479.7319 OLD
## 50 3.1983993 416.3584 OLD
## 51 5.9767681 725.5848 OLD
## 52 2.9526690 442.6673 NEW
## 53 2.0948917 384.6266 NEW
## 54 3.8554717 451.4574 OLD
## 55 2.8745969 522.4041 NEW
## 56 3.3920505 483.6733 OLD
## 57 2.9957612 520.8988 NEW
## 58 3.3152248 453.1695 OLD
## 59 3.4719191 496.6507 OLD
## 60 3.9705556 547.3651 OLD
## 61 4.6393203 616.8515 OLD
## 62 5.0812101 507.2126 OLD
## 63 4.8026306 613.5993 OLD
## 64 3.4146884 483.1597 OLD
## 65 3.4622988 540.2634 OLD
## 66 5.3775936 765.5185 OLD
## 67 4.0017863 553.6015 OLD
## 68 3.4395906 469.3109 OLD
## 69 2.7795207 408.6202 NEW
## 70 3.5526498 451.5757 OLD
## 71 2.6022871 444.9666 NEW
## 72 4.6943223 595.8228 OLD
## 73 3.4015223 418.1501 OLD
## 74 3.8515788 534.7772 OLD
## 75 3.2581129 578.2416 OLD
## 76 3.1205689 478.7194 OLD
## 77 2.8379432 444.2859 NEW
## 78 4.4702826 544.7799 OLD
## 79 4.4420543 488.7861 OLD
## 80 3.1649440 475.7591 OLD
## 81 3.7517346 489.8125 OLD
## 82 3.1597544 462.8976 OLD
## 83 4.1305628 596.4302 OLD
## 84 1.9140899 338.3199 NEW
## 85 4.3966519 533.5149 OLD
## 86 5.1133195 536.7719 OLD
## 87 2.6699416 487.3793 NEW
## 88 3.3664637 473.7290 OLD
## 89 4.5712130 547.1259 OLD
## 90 3.9174511 505.1133 OLD
## 91 2.4761391 449.0703 NEW
## 92 4.1255844 611.0000 OLD
## 93 3.9972554 515.8288 OLD
## 94 1.3626741 439.0748 NEW
## 95 4.1933246 514.0890 OLD
## 96 3.8710034 543.3402 OLD
## 97 4.0818027 521.1430 OLD
## 98 4.2520061 614.7153 OLD
## 99 3.9117087 507.3901 OLD
## 100 3.0216718 495.2994 OLD
## 101 3.1846187 518.0646 OLD
## 102 2.8772249 390.1033 NEW
## 103 2.5869680 420.7377 NEW
## 104 2.9696402 492.1051 NEW
## 105 3.4288599 410.0696 OLD
## 106 2.9269402 497.5137 NEW
## 107 3.7818230 494.5519 OLD
## 108 3.0047425 378.3309 OLD
## 109 3.8544739 570.4517 OLD
## 110 3.3188223 549.0082 OLD
## 111 3.3618146 459.2851 OLD
## 112 3.7225612 492.9451 OLD
## 113 3.5435470 424.7626 OLD
## 114 2.7894615 422.4268 NEW
## 115 5.4859767 642.1016 OLD
## 116 2.5941897 413.3718 NEW
## 117 2.7534242 479.2311 NEW
## 118 5.0048206 593.0772 OLD
## 119 3.8733376 506.5473 OLD
## 120 3.7987253 571.3075 OLD
## 121 3.2927977 576.3112 OLD
## 122 4.7161050 576.8025 OLD
## 123 4.0187266 514.2395 OLD
## 124 3.6377013 495.1760 OLD
## 125 3.8341697 514.3366 OLD
## 126 4.5319866 541.2266 OLD
## 127 4.1060552 516.8316 OLD
## 128 3.2182654 468.4457 OLD
## 129 3.2836635 548.2803 OLD
## 130 2.9240207 431.6177 NEW
## 131 3.9052503 552.9403 OLD
## 132 4.9203184 573.3062 OLD
## 133 2.4735961 452.6273 NEW
## 134 4.1312766 542.7116 OLD
## 135 1.7677307 407.8040 NEW
## 136 2.7241082 482.3536 NEW
## 137 3.8971159 529.2301 OLD
## 138 2.4916715 433.0488 NEW
## 139 3.8634254 476.1914 OLD
## 140 3.5786339 439.9979 OLD
## 141 3.9588923 448.9333 OLD
## 142 3.2517418 472.9922 OLD
## 143 3.9143847 463.9235 OLD
## 144 1.4435151 350.0582 NEW
## 145 2.9100379 460.0613 NEW
## 146 3.3455710 505.7711 OLD
## 147 3.0895278 463.4850 OLD
## 148 4.5141224 479.7319 OLD
## 149 1.8258847 424.1855 NEW
## 150 3.9936565 465.8893 OLD
## 151 2.6521583 426.7752 NEW
## 152 6.4012288 684.1634 OLD
## 153 5.3912751 555.8926 OLD
## 154 6.0766536 657.0199 OLD
## 155 3.8648607 595.8038 OLD
## 156 2.9414108 503.9784 NEW
## 157 5.0848613 586.1559 OLD
## 158 6.9226893 744.2219 OLD
## 159 3.6043986 512.8254 OLD
## 160 3.7849321 528.2238 OLD
## 161 3.3091823 468.9135 OLD
## 162 0.9686221 357.5914 NEW
## 163 3.7685620 536.4231 OLD
## 164 3.5851606 490.2066 OLD
## 165 4.5203534 550.0476 OLD
## 166 3.6758488 513.4506 OLD
## 167 2.8730075 497.8119 NEW
## 168 4.0557760 578.9863 OLD
## 169 3.0151753 506.5364 OLD
## 170 4.7171025 501.7492 OLD
## 171 2.9263964 421.9668 NEW
## 172 2.3610869 439.8913 NEW
## 173 4.9687427 666.1256 OLD
## 174 0.8015157 298.7620 NEW
## 175 3.6692256 465.1766 OLD
## 176 1.7157772 373.8857 NEW
## 177 4.7735030 532.7175 OLD
## 178 4.0878373 554.9008 OLD
## 179 4.1317550 537.7732 OLD
## 180 3.4427992 501.1002 OLD
## 181 4.7240274 517.1651 OLD
## 182 3.2309738 557.5293 OLD
## 183 2.9722714 493.7192 NEW
## 184 3.1823297 452.1226 OLD
## 185 4.8063496 577.2735 OLD
## 186 3.6203650 485.9231 OLD
## 187 3.2613247 425.7451 OLD
## 188 3.5974600 537.2151 OLD
## 189 4.7892016 524.6380 OLD
## 190 3.3164647 478.8854 OLD
## 191 4.6324609 612.3852 OLD
## 192 3.3084430 476.7667 OLD
## 193 4.0159866 505.1196 OLD
## 194 4.3693668 545.9455 OLD
## 195 2.5666398 434.0217 NEW
## 196 3.5190324 424.6753 OLD
## 197 1.5038544 352.5501 NEW
## 198 5.0399553 662.9611 OLD
## 199 4.4787126 560.5602 OLD
## 200 3.3616130 467.5019 OLD
## 201 1.9207155 504.8704 NEW
## 202 4.3307145 590.5627 OLD
## 203 3.8112482 443.9656 OLD
## 204 3.0887640 392.4974 OLD
## 205 4.5416953 568.7176 OLD
## 206 5.0666969 712.3963 OLD
## 207 3.1074687 413.2960 OLD
## 208 4.7469897 562.0820 OLD
## 209 3.0918269 412.0129 OLD
## 210 3.1956258 468.6685 OLD
## 211 3.8502796 496.5541 OLD
## 212 3.9745225 548.5185 OLD
## 213 3.8438489 536.1309 OLD
## 214 2.9090085 558.4273 NEW
## 215 1.1390935 357.8637 NEW
## 216 2.6852848 529.0567 NEW
## 217 3.1089114 387.3571 OLD
## 218 4.8528424 528.9336 OLD
## 219 2.3075524 420.9162 NEW
## 220 4.8355287 496.9334 OLD
## 221 3.6785894 519.3730 OLD
## 222 5.2547089 591.4377 OLD
## 223 3.8928915 502.4098 OLD
## 224 4.3894552 604.3348 OLD
## 225 4.0033250 555.0684 OLD
## 226 0.7895199 256.6706 NEW
## 227 4.4033698 547.1110 OLD
## 228 2.6485968 461.9209 NEW
## 229 2.3678482 458.3769 NEW
## 230 3.0507130 436.2835 OLD
## 231 3.6414972 532.9352 OLD
## 232 3.3973631 512.5525 OLD
## 233 4.2976865 630.4228 OLD
## 234 3.8033650 463.7460 OLD
## 235 2.6334200 493.1802 NEW
## 236 3.6340937 501.2092 OLD
## 237 3.4670141 501.9283 OLD
## 238 1.4943109 376.3369 NEW
## 239 2.2672511 421.3266 NEW
## 240 5.0239342 538.7749 OLD
## 241 2.4717507 398.1635 NEW
## 242 4.2977375 571.4710 OLD
## 243 2.4369589 451.6286 NEW
## 244 3.6569839 490.6004 OLD
## 245 5.0002434 591.7811 OLD
## 246 2.4128310 409.0705 NEW
## 247 5.3143541 563.4460 OLD
## 248 4.0777751 647.6195 OLD
## 249 3.2750707 448.3404 OLD
## 250 3.6349960 518.7865 OLD
## 251 3.9824715 523.6339 OLD
## 252 3.2877018 393.8574 OLD
## 253 2.3133499 426.1545 NEW
## 254 3.5578137 503.3879 OLD
## 255 3.3502793 482.6025 OLD
## 256 2.9070949 524.7976 NEW
## 257 3.7927120 574.6548 OLD
## 258 4.0294538 574.7472 OLD
## 259 4.9784758 660.4252 OLD
## 260 2.6995621 375.3985 NEW
## 261 3.9306153 640.1877 OLD
## 262 3.4562338 514.0098 OLD
## 263 2.1820170 376.4968 NEW
## 264 2.7095266 484.5198 NEW
## 265 4.5941169 614.7296 OLD
## 266 4.2569833 567.4750 OLD
## 267 3.7842731 554.0031 OLD
## 268 1.6234196 399.9839 NEW
## 269 3.4145062 479.1729 OLD
## 270 3.6060869 585.9318 OLD
## 271 3.2757337 540.9957 OLD
## 272 5.0072720 628.0478 OLD
## 273 3.3712581 582.4919 OLD
## 274 5.4539695 640.7862 OLD
## 275 3.7558694 446.4187 OLD
## 276 4.6642585 570.6301 OLD
## 277 3.8066709 423.3083 OLD
## 278 5.0499275 616.6603 OLD
## 279 2.8719475 530.3625 NEW
## 280 3.2367328 442.3631 OLD
## 281 3.0863373 511.9799 OLD
## 282 4.5596991 560.4438 OLD
## 283 3.0102098 475.2634 OLD
## 284 1.8092296 374.2697 NEW
## 285 3.5942951 463.5914 OLD
## 286 3.0491957 471.6029 OLD
## 287 3.6343402 626.0187 OLD
## 288 1.4823596 432.4721 NEW
## 289 2.9213501 356.6156 NEW
## 290 1.8100799 467.4278 NEW
## 291 3.3731047 503.2174 OLD
## 292 2.2147975 378.4736 NEW
## 293 5.4544633 584.2183 OLD
## 294 3.2018017 451.7279 OLD
## 295 4.7294845 557.6341 OLD
## 296 3.2055298 432.7207 OLD
## 297 3.8025114 506.4239 OLD
## 298 4.1163405 510.1598 OLD
## 299 5.4625008 587.5748 OLD
## 300 1.4816166 282.4712 NEW
## 301 3.7714201 473.9499 OLD
## 302 2.8982996 489.9081 NEW
## 303 3.5690465 541.9722 OLD
## 304 1.0845853 266.0863 NEW
## 305 3.0234744 494.6872 OLD
## 306 5.5663849 689.7876 OLD
## 307 2.3951681 387.5347 NEW
## 308 3.5048335 441.8966 OLD
## 309 5.2266877 604.8413 OLD
## 310 1.8382107 302.1895 NEW
## 311 3.3634114 479.6148 OLD
## 312 2.9574488 506.1323 NEW
## 313 2.0838142 319.9289 NEW
## 314 3.6808473 528.3092 OLD
## 315 4.6937321 610.1280 OLD
## 316 4.0083522 584.1059 OLD
## 317 2.5320441 466.4212 NEW
## 318 2.8709869 404.8245 NEW
## 319 3.5156883 564.7910 OLD
## 320 4.0699166 596.5167 OLD
## 321 1.2004839 368.6548 NEW
## 322 3.2294509 542.4125 OLD
## 323 4.0865663 478.2621 OLD
## 324 4.0194704 473.3605 OLD
## 325 4.2059039 559.1990 OLD
## 326 2.0181946 447.1876 NEW
## 327 4.2438128 505.2301 OLD
## 328 4.6260753 557.2527 OLD
## 329 3.0029570 422.3687 OLD
## 330 1.8235952 445.0622 NEW
## 331 4.0783080 442.0644 OLD
## 332 3.6899166 533.0401 OLD
## 333 2.1901322 424.2028 NEW
## 334 3.2067567 498.6356 OLD
## 335 1.9770071 330.5944 NEW
## 336 3.3492454 443.4419 OLD
## 337 3.5328616 478.6009 OLD
## 338 2.9747368 440.0027 NEW
## 339 2.6181653 357.7831 NEW
## 340 2.8040137 476.1392 NEW
## 341 2.9644979 501.1225 NEW
## 342 4.3508878 592.6885 OLD
## 343 3.8724320 486.0834 OLD
## 344 4.6154263 576.0252 OLD
## 345 2.7272095 442.7229 NEW
## 346 3.5371239 461.7910 OLD
## 347 3.1265095 488.3875 OLD
## 348 5.1378167 593.1564 OLD
## 349 3.1286389 392.8103 OLD
## 350 3.1789524 443.1972 OLD
## 351 3.8273759 535.4808 OLD
## 352 4.8083204 533.3966 OLD
## 353 4.0485101 532.1274 OLD
## 354 4.5433324 558.9481 OLD
## 355 3.4810621 508.7719 OLD
## 356 2.6276250 403.7669 NEW
## 357 4.7943123 640.5841 OLD
## 358 2.7618619 461.6283 NEW
## 359 2.1596760 382.4161 NEW
## 360 4.1956144 561.8747 OLD
## 361 2.1394030 444.5761 NEW
## 362 3.4345597 401.0331 OLD
## 363 2.8684282 384.3261 NEW
## 364 3.1370690 527.7830 OLD
## 365 3.5258064 482.1450 OLD
## 366 5.0381075 594.2745 OLD
## 367 3.6122392 502.0925 OLD
## 368 2.8950752 407.6572 NEW
## 369 5.7059407 708.9352 OLD
## 370 5.0470226 531.9616 OLD
## 371 4.7789736 521.2408 OLD
## 372 2.9665589 447.3690 NEW
## 373 2.6689198 385.1523 NEW
## 374 3.6203546 430.5889 OLD
## 375 4.2382962 418.6027 OLD
## 376 2.4793398 478.9514 NEW
## 377 3.5069676 483.7965 OLD
## 378 3.3101503 538.9420 OLD
## 379 3.5358025 486.1638 OLD
## 380 1.1304770 385.0950 NEW
## 381 3.2287177 527.7838 OLD
## 382 3.3459223 547.1907 OLD
## 383 3.2156668 410.6029 OLD
## 384 3.7905521 583.9778 OLD
## 385 3.5612153 474.5323 OLD
## 386 2.9316195 414.9351 NEW
## 387 3.0465406 550.8134 OLD
## 388 2.7392005 458.7811 NEW
## 389 2.7839631 407.5422 NEW
## 390 4.3304074 581.3089 OLD
## 391 3.4162100 546.5567 OLD
## 392 3.3363394 503.1751 OLD
## 393 4.6628453 549.1316 OLD
## 394 3.2220808 482.8310 OLD
## 395 3.7729690 557.6083 OLD
## 396 3.4201495 484.8770 OLD
## 397 6.1151989 669.9871 OLD
## 398 3.4880300 547.7100 OLD
## 399 4.0828553 537.8253 OLD
## 400 2.8296996 408.2169 NEW
## 401 5.4054065 663.0748 OLD
## 402 3.4517507 506.3759 OLD
## 403 2.9355773 528.4193 NEW
## 404 4.7503601 632.1236 OLD
## 405 3.5314023 488.2703 OLD
## 406 3.9044794 508.7357 OLD
## 407 2.3990798 411.1870 NEW
## 408 2.8477090 409.0945 NEW
## 409 3.7817036 467.8009 OLD
## 410 4.3497784 512.1659 OLD
## 411 4.5742877 608.2718 OLD
## 412 4.6204164 589.0265 OLD
## 413 3.0130325 444.0538 OLD
## 414 4.7911087 493.1813 OLD
## 415 4.3340014 532.7248 OLD
## 416 1.4288239 275.9184 NEW
## 417 4.1370004 511.0388 OLD
## 418 2.9105308 438.4177 NEW
## 419 3.9824623 475.7251 OLD
## 420 3.7012292 483.5432 OLD
## 421 5.8405059 663.8037 OLD
## 422 4.5603961 544.4093 OLD
## 423 4.4900021 630.1567 OLD
## 424 3.8598180 461.1122 OLD
## 425 3.0466202 491.9115 OLD
## 426 4.6528544 574.4157 OLD
## 427 4.0221029 530.7667 OLD
## 428 3.9694178 581.7988 OLD
## 429 3.7382252 556.2981 OLD
## 430 3.3766875 502.1328 OLD
## 431 4.5955227 556.1864 OLD
## 432 2.2239935 475.0716 NEW
## 433 4.2884868 486.9471 OLD
## 434 2.1173825 434.1442 NEW
## 435 0.9364976 304.1356 NEW
## 436 3.7620704 571.2160 OLD
## 437 4.0009636 583.0796 OLD
## 438 3.5325172 445.7498 OLD
## 439 3.5350884 392.9923 OLD
## 440 4.1582147 565.9944 OLD
## 441 3.5490361 499.1402 OLD
## 442 4.1292547 510.5394 OLD
## 443 2.2524460 308.5277 NEW
## 444 4.0513825 561.5165 OLD
## 445 3.0720761 423.4705 OLD
## 446 4.3318630 513.1531 OLD
## 447 3.9378626 529.1945 OLD
## 448 0.2699011 314.4385 NEW
## 449 3.2794663 478.5843 OLD
## 450 2.5717778 444.5822 NEW
## 451 3.8260306 475.0154 OLD
## 452 2.4024538 436.7206 NEW
## 453 4.0278138 521.1953 OLD
## 454 3.6293399 478.1831 OLD
## 455 3.1896099 432.4812 OLD
## 456 3.3939750 438.3037 OLD
## 457 2.5749485 388.9405 NEW
## 458 3.4720214 534.7715 OLD
## 459 4.1983491 537.9158 OLD
## 460 2.0863481 407.8764 NEW
## 461 3.6059339 618.8460 OLD
## 462 4.0343861 502.7711 OLD
## 463 2.3205503 397.4206 NEW
## 464 3.4910933 392.2852 OLD
## 465 5.3200939 689.2357 OLD
## 466 3.1305385 543.1326 OLD
## 467 4.9852050 577.7360 OLD
## 468 1.7269620 436.5807 NEW
## 469 3.7016223 553.9947 OLD
## 470 1.7851739 427.3565 NEW
## 471 3.0226758 424.7288 OLD
## 472 4.0412450 541.0498 OLD
## 473 3.1395269 469.3831 OLD
## 474 2.5628188 444.5455 NEW
## 475 2.3790765 492.5568 NEW
## 476 4.3019965 535.3216 OLD
## 477 2.0947617 408.9583 NEW
## 478 4.0893308 487.5555 OLD
## 479 3.5160510 487.6462 OLD
## 480 1.8208106 402.1671 NEW
## 481 4.1831437 551.0230 OLD
## 482 3.3939028 497.3896 OLD
## 483 4.4263641 494.6386 OLD
## 484 2.9052384 479.2474 NEW
## 485 2.7827578 462.6565 NEW
## 486 3.4470178 515.5025 OLD
## 487 4.7122336 576.4776 OLD
## 488 1.2281124 357.8580 NEW
## 489 4.0190514 597.7399 OLD
## 490 1.7073897 327.3780 NEW
## 491 3.1630919 510.4014 OLD
## 492 3.4470929 510.5015 OLD
## 493 2.2088137 403.8195 NEW
## 494 5.4123578 627.6033 OLD
## 495 2.7688519 510.6618 NEW
## 496 3.7465730 573.8474 OLD
## 497 3.5765259 529.0490 OLD
## 498 4.9582645 551.6201 OLD
## 499 2.3364847 456.4695 NEW
## 500 2.7351596 497.7786 NEWattach(customers)
summary(customers)## Email
## aaron04@yahoo.com : 1
## aaron11@luna.com : 1
## aaron22@gmail.com : 1
## aaron89@gmail.com : 1
## acampbell@sanchez-velasquez.info: 1
## acontreras@hotmail.com : 1
## (Other) :494
## Address
## 0001 Mack Mill\nNorth Jennifer, NE 42021-5936 : 1
## 001 Estrada Union\nLewismouth, TN 47360 : 1
## 0013 Andre Field\nWhitebury, AZ 68447-6306 : 1
## 0030 Mathis Square Suite 154\nSouth Jadehaven, AR 33997-4450: 1
## 00615 Tracy Islands\nNew Marcfort, MO 87297-7431 : 1
## 01242 Stephanie Ways Suite 003\nChurchville, MO 35617 : 1
## (Other) :494
## Avatar Avg..Session.Length Time.on.App Time.on.Website
## CadetBlue : 7 Min. :29.53 Min. : 8.508 Min. :33.91
## Cyan : 7 1st Qu.:32.34 1st Qu.:11.388 1st Qu.:36.35
## GreenYellow: 7 Median :33.08 Median :11.983 Median :37.07
## SlateBlue : 7 Mean :33.05 Mean :12.052 Mean :37.06
## Teal : 7 3rd Qu.:33.71 3rd Qu.:12.754 3rd Qu.:37.72
## Aqua : 6 Max. :36.14 Max. :15.127 Max. :40.01
## (Other) :459
## Length.of.Membership Yearly.Amount.Spent Customer.Type
## Min. :0.2699 Min. :256.7 NEW:137
## 1st Qu.:2.9304 1st Qu.:445.0 OLD:363
## Median :3.5340 Median :498.9
## Mean :3.5335 Mean :499.3
## 3rd Qu.:4.1265 3rd Qu.:549.3
## Max. :6.9227 Max. :765.5
## names(customers)## [1] "Email" "Address" "Avatar"
## [4] "Avg..Session.Length" "Time.on.App" "Time.on.Website"
## [7] "Length.of.Membership" "Yearly.Amount.Spent" "Customer.Type"str(customers)## 'data.frame': 500 obs. of 9 variables:
## $ Email : Factor w/ 500 levels "aaron04@yahoo.com",..: 343 191 356 392 342 18 260 44 461 57 ...
## $ Address : Factor w/ 500 levels "0001 Mack Mill\nNorth Jennifer, NE 42021-5936",..: 382 227 124 63 61 314 329 483 392 460 ...
## $ Avatar : Factor w/ 138 levels "AliceBlue","AntiqueWhite",..: 133 26 7 115 81 44 35 3 116 12 ...
## $ Avg..Session.Length : num 34.5 31.9 33 34.3 33.3 ...
## $ Time.on.App : num 12.7 11.1 11.3 13.7 12.8 ...
## $ Time.on.Website : num 39.6 37.3 37.1 36.7 37.5 ...
## $ Length.of.Membership: num 4.08 2.66 4.1 3.12 4.45 ...
## $ Yearly.Amount.Spent : num 588 392 488 582 599 ...
## $ Customer.Type : Factor w/ 2 levels "NEW","OLD": 2 1 2 2 2 2 2 2 2 2 ...dim(customers)## [1] 500 9Including Plots
You can also embed plots, for example:
datatable(customers, options = list(pageLength = 5))Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.
plot
plot(Time.on.Website,Yearly.Amount.Spent)
plot(Time.on.App,Yearly.Amount.Spent)
plot(Time.on.App,Length.of.Membership)
plot(Length.of.Membership,Yearly.Amount.Spent)
Explore
ggplot(customers) + aes(x=Time.on.Website, y = Yearly.Amount.Spent) + geom_point(size = 4)
ggplot(customers) + aes(x=Time.on.App, y = Yearly.Amount.Spent) + geom_point(size = 4)
ggplot(customers) + aes(x=Time.on.App, y = Length.of.Membership) + geom_point(size = 4)
ggplot(customers) + aes(x=Length.of.Membership, y = Yearly.Amount.Spent) + geom_point(size = 4)
Connect
shared_customers <- SharedData$new(customers)
bscols(
d3scatter(shared_customers, ~Time.on.Website, ~Length.of.Membership, ~Customer.Type, width="100%", height=300),
d3scatter(shared_customers, ~Time.on.App, ~Length.of.Membership, ~Customer.Type, width="100%", height=300)
)Elaborate
bscols(widths = c(3,NA,NA),
list(
filter_checkbox("type", "Type", shared_customers, ~Customer.Type, inline = TRUE),
filter_slider("Length.of.Membership", "Length.of.Membership", shared_customers, ~Length.of.Membership, width = "100%"),
filter_slider("Avg..Session.Length", "Avg..Session.Length", shared_customers, ~Avg..Session.Length, width = "100%")
),
d3scatter(shared_customers, ~Time.on.Website, ~Length.of.Membership, ~Customer.Type, width="100%", height=300),
d3scatter(shared_customers, ~Time.on.App, ~Length.of.Membership, ~Customer.Type, width="100%", height=300)
)Filter
bscols(
filter_slider("Yearly.Amount.Spent", "Yearly.Amount.Spent", shared_customers, ~Yearly.Amount.Spent, width = "100%"),
d3scatter(shared_customers, ~Length.of.Membership, ~Yearly.Amount.Spent, ~Customer.Type, width="100%", height=300)
)Analysis
model <- lm(Yearly.Amount.Spent~Avg..Session.Length+Time.on.App+Time.on.Website+Length.of.Membership)
summary(model)##
## Call:
## lm(formula = Yearly.Amount.Spent ~ Avg..Session.Length + Time.on.App +
## Time.on.Website + Length.of.Membership)
##
## Residuals:
## Min 1Q Median 3Q Max
## -30.4059 -6.2191 -0.1364 6.6048 30.3085
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1051.5943 22.9925 -45.736 <2e-16 ***
## Avg..Session.Length 25.7343 0.4510 57.057 <2e-16 ***
## Time.on.App 38.7092 0.4510 85.828 <2e-16 ***
## Time.on.Website 0.4367 0.4441 0.983 0.326
## Length.of.Membership 61.5773 0.4483 137.346 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 9.973 on 495 degrees of freedom
## Multiple R-squared: 0.9843, Adjusted R-squared: 0.9842
## F-statistic: 7766 on 4 and 495 DF, p-value: < 2.2e-16Interpreting the coefficients: Holding all other features fixed, a 1 unit increase in Avg. Session Length is associated with an increase of 25.98 total dollars spent. Holding all other features fixed, a 1 unit increase in Time on App is associated with an increase of 38.59 total dollars spent. Holding all other features fixed, a 1 unit increase in Time on Website is associated with an increase of 0.19 total dollars spent. Holding all other features fixed, a 1 unit increase in Length of Membership is associated with an increase of 61.27 total dollars spent.
there are two ways to think about this: Develop the Website to catch up to the performance of the mobile app, or develop the app more since that is what is working better. This sort of answer really depends on the other factors going on at the company, you would probably want to explore the relationship between Length of Membership and the App or the Website before coming to a conclusion!