Importing the accounts manager data
library(dplyr)
##
## Attaching package: 'dplyr'
##
## The following objects are masked from 'package:stats':
##
## filter, lag
##
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
AccountsManager <- read.csv("C:/Users/localadmin/Desktop/AccountsManager.csv", header=TRUE)
View(AccountsManager)
Removing the duplicates
duplicated(AccountsManager)
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AccountsManager[duplicated(AccountsManager),]
## Customer_Id Firstname LastName Address1
## 77 1234567925 Solange Shinko Mosocco Ronald A
## 84 1234568025 Beatriz Corrington Prohab Rehabilitation Servs
## 94 1234568353 Tegan Arceo Ceramic Tile Sales Inc
## 98 1234568237 Roselle Estell Mcglynn Bliss Pc
## 126 1234568314 Rikki Nayar Targan & Kievit Pa
## 129 1234568062 Eun Coody Ray Carolyne Realty
## 130 1234568313 Keneth Borgman Centerline Engineering
## 135 1234567982 Danica Bruschke Stevens Charles T
## 144 1234568150 Jade Farrar Bonnet & Daughter
## 154 1234568227 Kate Keneipp Davis Maxon R Esq
## 165 1234568245 Audry Yaw Mike Uchrin Htg & Air Cond Inc
## 206 1234568052 Larae Gudroe Lehigh Furn Divsn Lehigh
## 256 1234568156 Johnna Engelberg Thrifty Oil Co
## 268 1234567895 Simona Morasca Chapman Ross E Esq
## 273 1234568187 Kayleigh Lace Dentalaw Divsn Hlth Care
## 283 1234568101 Willodean Konopacki Magnuson
## 287 1234568276 Gail Kitty Service Supply Co Inc
## 293 1234568047 Lizette Stem Edward S Katz
## 301 1234568222 Leonora Mauson Insty Prints
## 306 1234568143 Heike Berganza Cali Sportswear Cutting Dept
## 312 1234568284 Mireya Frerking Roberts Supply Co Inc
## 324 1234568169 Garry Keetch Italian Express Franchise Corp
## 326 1234568352 Izetta Dewar Lisatoni Jean Esq
## 344 1234568305 Ettie Hoopengardner Jackson Millwork Co
## 347 1234568029 Valentin Klimek Schmid Gayanne K Esq
## 351 1234567973 Dominque Dickerson E A I Electronic Assocs Inc
## 356 1234568065 Layla Springe Chadds Ford Winery
## 359 1234568322 Clorinda Heimann Haughey Charles Jr
## 361 1234567943 Marjory Mastella Vicon Corporation
## 370 1234567956 Penney Weight Hawaiian King Hotel
## 378 1234568139 Portia Stimmel Peace Christian Center
## 383 1234568094 Ronny Caiafa Remaco Inc
## 389 1234567933 Lavera Perin Abc Enterprises Inc
## 392 1234568221 Kirk Herritt Hasting H Duane Esq
## 403 1234567922 Ernie Stenseth Knwz Newsradio
## 405 1234567970 Devorah Chickering Garrison Ind
## 408 1234568366 Glory Schieler Mcgraths Seafood
## 423 1234568261 Izetta Funnell Baird Kurtz & Dobson
## 424 1234567907 Gladys Rim T M Byxbee Company Pc
## 429 1234568372 Gilma Liukko Sammys Steak Den
## 437 1234568258 Quentin Birkner Spoor Behrins Campbell & Young
## 445 1234568096 Norah Waymire Carmichael Jeffery L Esq
## 446 1234568317 Trinidad Mcrae Water Office
## 455 1234568207 Hermila Thyberg Chilton Malting Co
## 470 1234568300 Mitzie Hudnall Cangro Transmission Co
## 484 1234568130 Lashon Vizarro Sentry Signs
## 489 1234568033 Audra Kohnert Nelson Karolyn King Esq
## 493 1234568149 Skye Fillingim Rodeway Inn
## 501 1234568006 Shawna Palaspas Windsor James L Esq
## 503 1234568323 Dick Wenzinger Wheaton Plastic Products
## 511 1234568072 Junita Brideau Leonards Antiques Inc
## 515 1234568069 Nelida Sawchuk Anchorage Museum Of Hist & Art
## 518 1234568255 Linn Paa Valerie & Company
## 523 1234567959 Vallie Mondella Private Properties
## 536 1234568000 Edna Miceli Sampler
## 537 1234568036 Gearldine Gellinger Megibow & Edwards
## 540 1234568066 Joesph Degonia A R Packaging
## 548 1234567928 Valentine Gillian Fbs Business Finance
## 550 1234568007 Brandon Callaro Jackson Shields Yeiser
## 553 1234568257 Wynell Dorshorst Haehnel Craig W Esq
## 557 1234568210 Roosevelt Hoffis Denbrook Myron
## Address2 City County State
## 77 426 Wolf St Metairie Jefferson LA
## 84 481 W Lemon St Middleboro Plymouth MA
## 94 62260 Park Stre Monroe Township Middlesex NJ
## 98 8116 Mount Vernon Ave Bucyrus Crawford OH
## 126 1644 Clove Rd Miami Miami-Dade FL
## 129 84 Bloomfield Ave Spartanburg Spartanburg SC
## 130 86350 Roszel Rd Phoenix Maricopa AZ
## 135 840 15th Ave Waco McLennan TX
## 144 6882 Torresdale Ave Columbia Richland SC
## 154 33 N Michigan Ave Green Bay Brown WI
## 165 70295 Pioneer Ct Brandon Hillsborough FL
## 206 6651 Municipal Rd Houma Terrebonne LA
## 256 5 S Colorado Blvd #449 Bothell Snohomish WA
## 268 3 Mcauley Dr Ashland Ashland OH
## 273 43 Huey P Long Ave Lafayette Lafayette LA
## 283 55 Hawthorne Blvd Lafayette Lafayette LA
## 287 735 Crawford Dr Anchorage Anchorage AK
## 293 501 N 19th Ave Cherry Hill Camden NJ
## 301 3381 E 40th Ave Passaic Passaic NJ
## 306 3 Railway Ave #75 Little Falls Passaic NJ
## 312 8429 Miller Rd Pelham Westchester NY
## 324 5 Green Pond Rd #4 Southampton Bucks PA
## 326 2 W Scyene Rd #3 Baltimore Baltimore City MD
## 344 39 Franklin Ave Richland Benton WA
## 347 137 Pioneer Way Chicago Cook IL
## 351 69 Marquette Ave Hayward Alameda CA
## 356 229 N Forty Driv New York New York NY
## 359 105 Richmond Valley Rd Escondido San Diego CA
## 361 71 San Mateo Ave Wayne Delaware PA
## 370 18 Fountain St Anchorage Anchorage AK
## 378 3732 Sherman Ave Bridgewater Somerset NJ
## 383 73 Southern Blvd Philadelphia Philadelphia PA
## 389 678 3rd Ave Miami Miami-Dade FL
## 392 88 15th Ave Ne Vestal Broome NY
## 403 45 E Liberty St Ridgefield Park Bergen NJ
## 405 31 Douglas Blvd #950 Clovis Curry NM
## 408 5 E Truman Rd Abilene Taylor TX
## 423 82 Winsor St #54 Atlanta Dekalb GA
## 424 322 New Horizon Blvd Milwaukee Milwaukee WI
## 429 16452 Greenwich St Garden City Nassau NY
## 437 7061 N 2nd St Burnsville Dakota MN
## 445 6 Middlegate Rd #106 San Francisco San Francisco CA
## 446 10276 Brooks St San Francisco San Francisco CA
## 455 1 Rancho Del Mar Shopping C Providence Providence RI
## 470 17 Jersey Ave Englewood Arapahoe CO
## 484 433 Westminster Blvd #590 Roseville Placer CA
## 489 134 Lewis Rd Nashville Davidson TN
## 493 25 Minters Chapel Rd #9 Minneapolis Hennepin MN
## 501 5 N Cleveland Massillon Rd Thousand Oaks Ventura CA
## 503 22 Spruce St #595 Gardena Los Angeles CA
## 511 6 S Broadway St Cedar Grove Essex NJ
## 515 3 State Route 35 S Paramus Bergen NJ
## 518 1 S Pine St Memphis Shelby TN
## 523 74 W College St Boise Ada ID
## 536 555 Main St Erie Erie PA
## 537 4 Bloomfield Ave Irving Dallas TX
## 540 2887 Knowlton St #5435 Berkeley Alameda CA
## 548 775 W 17th St San Antonio Bexar TX
## 550 7 Benton Dr Honolulu Honolulu HI
## 553 94290 S Buchanan St Pacifica San Mateo CA
## 557 60 Old Dover Rd Hialeah Miami-Dade FL
## Zipcode Phone1 Phone1.1 Email
## 77 70002 504-979-9175 504-265-8174 solange@shinko.com
## 84 2346 508-584-4279 508-315-3867 beatriz@yahoo.com
## 94 8831 732-730-2692 732-705-6719 tegan.arceo@arceo.org
## 98 44820 419-571-5920 419-488-6648 roselle.estell@hotmail.com
## 126 33155 305-968-9487 305-978-2069 rikki@nayar.com
## 129 29301 864-256-3620 864-594-4578 eun@yahoo.com
## 130 85012 602-919-4211 602-442-3092 keneth@yahoo.com
## 135 76708 254-782-8569 254-205-1422 danica_bruschke@gmail.com
## 144 29201 803-352-5387 803-975-3405 jade.farrar@yahoo.com
## 154 54301 920-353-6377 920-355-1610 kate_keneipp@yahoo.com
## 165 33511 813-797-4816 813-744-7100 audry.yaw@yaw.org
## 206 70360 985-890-7262 985-261-5783 larae_gudroe@gmail.com
## 256 98021 425-986-7573 425-700-3751 jengelberg@engelberg.org
## 268 44805 419-503-2484 419-800-6759 simona@morasca.com
## 273 70508 337-740-9323 337-751-2326 kayleigh.lace@yahoo.com
## 283 70506 337-253-8384 337-774-7564 willodean_konopacki@konopacki.org
## 287 99501 907-435-9166 907-770-3542 gail@kitty.com
## 293 8002 856-487-5412 856-702-3676 lizette.stem@aol.com
## 301 7055 973-412-2995 973-355-2120 leonora@yahoo.com
## 306 7424 973-936-5095 973-822-8827 heike@gmail.com
## 312 10803 914-868-5965 914-883-3061 mireya.frerking@hotmail.com
## 324 18966 215-979-8776 215-846-9046 garry_keetch@hotmail.com
## 326 21217 410-473-1708 410-522-7621 idewar@dewar.com
## 344 99352 509-755-5393 509-847-3352 ettie.hoopengardner@hotmail.com
## 347 60604 312-303-5453 312-512-2338 vklimek@klimek.org
## 351 94545 510-993-3758 510-901-7640 dominque.dickerson@dickerson.org
## 356 10011 212-260-3151 212-253-7448 layla.springe@cox.net
## 359 92025 760-291-5497 760-261-4786 clorinda.heimann@hotmail.com
## 361 19087 610-814-5533 610-379-7125 mmastella@mastella.com
## 370 99515 907-797-9628 907-873-2882 penney_weight@aol.com
## 378 8807 908-722-7128 908-670-4712 portia.stimmel@aol.com
## 383 19103 215-605-7570 215-511-3531 ronny.caiafa@caiafa.org
## 389 33196 305-606-7291 305-995-2078 lperin@perin.org
## 392 13850 607-407-3716 607-350-7690 kirk.herritt@aol.com
## 403 7660 201-709-6245 201-387-9093 ernie_stenseth@aol.com
## 405 88101 505-975-8559 505-950-1763 devorah@hotmail.com
## 408 79602 325-869-2649 325-740-3778 glory@yahoo.com
## 423 30340 770-844-3447 770-584-4119 izetta.funnell@hotmail.com
## 424 53207 414-661-9598 414-377-2880 gladys.rim@rim.org
## 429 11530 516-393-9967 516-407-9573 gilma_liukko@gmail.com
## 437 55337 952-702-7993 952-314-5871 qbirkner@aol.com
## 445 94107 415-306-7897 415-874-2984 norah.waymire@gmail.com
## 446 94105 415-331-9634 415-419-1597 trinidad_mcrae@yahoo.com
## 455 2903 401-893-4882 401-885-7681 hermila_thyberg@hotmail.com
## 470 80110 303-402-1940 303-997-7760 mitzie_hudnall@yahoo.com
## 484 95661 916-741-7884 916-289-4526 lashon@aol.com
## 489 37211 615-406-7854 615-448-9249 audra@kohnert.com
## 493 55401 612-508-2655 612-664-6304 skye_fillingim@yahoo.com
## 501 91362 805-275-3566 805-638-6617 shawna_palaspas@palaspas.org
## 503 90248 310-510-9713 310-936-2258 dick@yahoo.com
## 511 7009 973-943-3423 973-582-5469 jbrideau@aol.com
## 515 7652 201-971-1638 201-247-8925 nelida@gmail.com
## 518 38112 901-412-4381 901-573-9024 linn_paa@paa.com
## 523 83707 208-862-5339 208-737-8439 vmondella@mondella.com
## 536 16502 814-460-2655 814-299-2877 emiceli@miceli.org
## 537 75061 972-934-6914 972-821-7118 gearldine_gellinger@gellinger.com
## 540 94710 510-677-9785 510-942-5916 joesph_degonia@degonia.org
## 548 78204 210-812-9597 210-300-6244 valentine_gillian@gmail.com
## 550 96819 808-215-6832 808-240-5168 brandon_callaro@hotmail.com
## 553 94044 650-473-1262 650-749-9879 wynell_dorshorst@dorshorst.org
## 557 33014 305-622-4739 305-302-1135 roosevelt.hoffis@aol.com
## Agegroup
## 77 20-25
## 84 25-35
## 94 35-45
## 98 25-35
## 126 <20
## 129 25-35
## 130 >45
## 135 35-45
## 144 20-25
## 154 25-35
## 165 25-35
## 206 35-45
## 256 <20
## 268 <20
## 273 25-35
## 283 <20
## 287 20-25
## 293 20-25
## 301 25-35
## 306 <20
## 312 >45
## 324 >45
## 326 25-35
## 344 25-35
## 347 20-25
## 351 <20
## 356 <20
## 359 20-25
## 361 >45
## 370 20-25
## 378 20-25
## 383 <20
## 389 >45
## 392 20-25
## 403 >45
## 405 25-35
## 408 25-35
## 423 25-35
## 424 25-35
## 429 35-45
## 437 >45
## 445 25-35
## 446 35-45
## 455 35-45
## 470 25-35
## 484 <20
## 489 <20
## 493 <20
## 501 20-25
## 503 25-35
## 511 25-35
## 515 >45
## 518 20-25
## 523 >45
## 536 <20
## 537 25-35
## 540 20-25
## 548 >45
## 550 25-35
## 553 35-45
## 557 20-25
AccMgr<-unique(AccountsManager)
Importing the clickstream output ofdata
ClickStream_output <- read.csv("C:/Users/localadmin/Desktop/ClickStream_output.csv")
View(ClickStream_output)
Sorting of the accounts manager data
AccountsManager[order(AccountsManager$Agegroup),]
## Customer_Id Firstname LastName Address1
## 9 1234567945 Tonette Wenner Northwest Publishing
## 15 1234568115 Tiera Frankel Roland Ashcroft
## 24 1234567910 Bette Nicka Sport En Art
## 26 1234568055 Dorthy Hidvegi Kwik Kopy Printing
## 29 1234568314 Rikki Nayar Targan & Kievit Pa
## 31 1234568175 Junita Stoltzman Geonex Martel Inc
## 46 1234568345 Alline Jeanty W W John Holden Inc
## 56 1234568350 Leslie Threets C W D C Metal Fabricators
## 59 1234568198 Fabiola Hauenstein Sidewinder Products Corp
## 63 1234567999 Tiffiny Steffensmeier Whitehall Robbins Labs Divsn
## 69 1234568335 Daniel Perruzza Gersh & Danielson
## 71 1234567936 Jina Briddick Grace Pastries Inc
## 73 1234568044 Arminda Parvis Newtec Inc
## 76 1234568101 Willodean Konopacki Magnuson
## 82 1234568330 Annmarie Castros Tipiak Inc
## 85 1234568170 Matthew Neither American Council On Sci & Hlth
## 90 1234567955 Tawna Buvens H H H Enterprises Inc
## 92 1234567918 Willow Kusko U Pull It
## 105 1234568054 Kerry Theodorov Capitol Reporters
## 109 1234568308 Merissa Tomblin One Day Surgery Center Inc
## 116 1234568280 Glenn Berray Griswold John E Esq
## 125 1234568230 Lashawnda Stuer Rodriguez J Christopher Esq
## 126 1234568314 Rikki Nayar Targan & Kievit Pa
## 127 1234568220 Aja Gehrett Stero Company
## 138 1234568384 Lai Harabedian Buergi & Madden Scale
## 140 1234568164 Alecia Bubash Petersen James E Esq
## 143 1234568363 Gary Nunlee Irving Foot Center
## 146 1234568143 Heike Berganza Cali Sportswear Cutting Dept
## 157 1234568065 Layla Springe Chadds Ford Winery
## 161 1234568259 Regenia Kannady Ken Jeter Store Equipment Inc
## 162 1234567950 Blondell Pugh Alpenlite Inc
## 164 1234567895 Simona Morasca Chapman Ross E Esq
## 170 1234568138 An Fritz Linguistic Systems Inc
## 176 1234568340 Lonny Weglarz History Division Of State
## 178 1234568264 Serina Zagen Mark Ii Imports Inc
## 181 1234568088 Gracia Melnyk Juvenile & Adult Super
## 184 1234568156 Johnna Engelberg Thrifty Oil Co
## 186 1234568295 Hubert Walthall Dee Deanna
## 196 1234568125 Yoko Fishburne Sams Corner Store
## 199 1234568376 Dorothy Chesterfield Cowan & Kelly
## 205 1234567965 Moon Parlato Ambelang Jessica M Md
## 214 1234567944 Karl Klonowski Rossi Michael M
## 218 1234568240 Kristofer Bennick Logan Ronald J Esq
## 219 1234568374 Lili Paskin Morgan Custom Homes
## 228 1234568015 Rory Papasergi Bailey Cntl Co Div Babcock
## 229 1234568165 Ma Layous Development Authority
## 230 1234568020 Rolande Spickerman Neland Travel Agency
## 236 1234568319 Selma Husser Armon Communications
## 239 1234568329 Quentin Swayze Ulbrich Trucking
## 253 1234568253 Krissy Rauser Anderson Mark A Esq
## 256 1234568156 Johnna Engelberg Thrifty Oil Co
## 259 1234568358 Malcolm Tromblay Versatile Sash & Woodwork
## 263 1234568154 Pamella Fortino Super 8 Motel
## 264 1234567991 Louisa Cronauer Pacific Grove Museum Ntrl Hist
## 266 1234568185 Judy Aquas Plantation Restaurant
## 268 1234567895 Simona Morasca Chapman Ross E Esq
## 282 1234568149 Skye Fillingim Rodeway Inn
## 283 1234568101 Willodean Konopacki Magnuson
## 290 1234567934 Erick Ferencz Cindy Turner Associates
## 292 1234568285 Annelle Tagala Vico Products Mfg Co
## 298 1234568266 Markus Lukasik M & M Store Fixtures Co Inc
## 302 1234568075 Hillary Skulski Replica I
## 305 1234568033 Audra Kohnert Nelson Karolyn King Esq
## 306 1234568143 Heike Berganza Cali Sportswear Cutting Dept
## 309 1234568204 Lilli Scriven Hunter John J Esq
## 320 1234567973 Dominque Dickerson E A I Electronic Assocs Inc
## 321 1234568094 Ronny Caiafa Remaco Inc
## 330 1234568274 Galen Cantres Del Charro Apartments
## 332 1234568083 Candida Corbley Colts Neck Medical Assocs Inc
## 334 1234568321 Luisa Jurney Forest Fire Laboratory
## 345 1234568290 Cordelia Storment Burrows Jon H Esq
## 351 1234567973 Dominque Dickerson E A I Electronic Assocs Inc
## 356 1234568065 Layla Springe Chadds Ford Winery
## 362 1234568120 Justine Mugnolo Evans Rule Company
## 363 1234567905 Mattie Poquette Century Communications
## 365 1234568130 Lashon Vizarro Sentry Signs
## 369 1234567989 Arlene Klusman Beck Horizon Builders
## 373 1234567923 Albina Glick Giampetro Anthony D
## 374 1234568180 Cathrine Pontoriero Business Systems Of Wis Inc
## 375 1234568275 Truman Feichtner Legal Search Inc
## 379 1234568060 Jennifer Fallick Nagle Daniel J Esq
## 382 1234567984 Elvera Benimadho Tree Musketeers
## 383 1234568094 Ronny Caiafa Remaco Inc
## 384 1234567929 Kati Rulapaugh Eder Assocs Consltng Engrs Pc
## 385 1234568039 Cheryl Haroldson New York Life John Thune
## 388 1234568225 Corinne Loder Local Office
## 418 1234568010 Ty Smith Bresler Eitel Framg Gllry Ltd
## 421 1234568005 Glory Kulzer Comfort Inn
## 428 1234568219 Jutta Amyot National Medical Excess Corp
## 432 1234568193 Olive Matuszak Colony Paints Sales Ofc & Plnt
## 433 1234567960 Kallie Blackwood Rowley Schlimgen Inc
## 438 1234568248 Elouise Gwalthney Quality Inn Northwest
## 441 1234568110 Avery Steier Dill Dill Carr & Stonbraker Pc
## 448 1234568070 Marguerita Hiatt Haber George D Md
## 451 1234568099 Viola Bitsuie Burton & Davis
## 456 1234568385 Brittni Gillaspie Inner Label
## 457 1234568235 Mariann Bilden H P G Industrys Inc
## 464 1234568303 Nichelle Meteer Print Doctor
## 467 1234567890 James Butt Benton John B Jr
## 478 1234568109 Glendora Sarbacher Defur Voran Hanley Radcliff
## 481 1234567978 Stephen Emigh Sharp J Daniel Esq
## 484 1234568130 Lashon Vizarro Sentry Signs
## 489 1234568033 Audra Kohnert Nelson Karolyn King Esq
## 493 1234568149 Skye Fillingim Rodeway Inn
## 502 1234568000 Edna Miceli Sampler
## 509 1234567900 Minna Amigon Dorl James J Esq
## 526 1234568046 Yolando Luczki Dal Tile Corporation
## 530 1234568209 Caitlin Julia Helderman Seymour Cpa
## 536 1234568000 Edna Miceli Sampler
## 541 1234568369 Refugia Jacobos North Central Fl Sfty Cncl
## 547 1234568028 Leatha Hagele Ninas Indian Grs & Videos
## 558 1234568211 Helaine Halter Lippitt Mike
## 13 1234568239 Margart Meisel Yeates Arthur L Aia
## 18 1234567904 Cammy Albares Rousseaux Michael Esq
## 28 1234568174 Lavonda Hengel Bradley Nameplate Corp
## 30 1234568184 Lucy Treston Franz Inc
## 37 1234568263 Zona Colla Solove Robert A Esq
## 51 1234568284 Mireya Frerking Roberts Supply Co Inc
## 66 1234568032 Bulah Padilla Admiral Party Rentals & Sales
## 67 1234568064 Nana Wrinkles Ray Milbern D
## 68 1234568318 Mari Lueckenbach Westbrooks Nelson E Jr
## 81 1234568313 Keneth Borgman Centerline Engineering
## 86 1234568368 Alpha Palaia Stoffer James M Jr
## 99 1234567928 Valentine Gillian Fbs Business Finance
## 100 1234568137 Daron Dinos Wolf Warren R Esq
## 103 1234568224 Tarra Nachor Circuit Solution Inc
## 112 1234568179 Mirta Mallett Stephen Kennerly Archts Inc Pc
## 121 1234568153 Stevie Westerbeck Wise Dennis W Md
## 130 1234568313 Keneth Borgman Centerline Engineering
## 141 1234568294 Tasia Andreason Campbell Robert A
## 152 1234568169 Garry Keetch Italian Express Franchise Corp
## 159 1234568074 Benton Skursky Nercon Engineering & Mfg Inc
## 182 1234568098 Mozell Pelkowski Winship & Byrne
## 191 1234567894 Donette Foller Printing Dimensions
## 197 1234568203 Kattie Vonasek H A C Farm Lines Co Optv Assoc
## 198 1234568053 Latrice Tolfree United Van Lines Agent
## 207 1234568119 Ressie Auffrey Faw James C Cpa
## 221 1234568004 Pamella Schmierer K Cs Cstm Mouldings Windows
## 222 1234567943 Marjory Mastella Vicon Corporation
## 225 1234568383 Alesia Hixenbaugh Kwikprint
## 227 1234567954 Maurine Yglesias Schultz Thomas C Md
## 232 1234568258 Quentin Birkner Spoor Behrins Campbell & Young
## 241 1234568362 Nickolas Juvera United Oil Co Inc
## 243 1234567964 Tamar Hoogland A K Construction Co
## 244 1234567917 Ezekiel Chui Sider Donald C Esq
## 251 1234567972 Arlette Honeywell Smc Inc
## 258 1234568192 Renea Monterrubio Wmmt Radio Station
## 269 1234568148 Martina Staback Ace Signs Inc
## 271 1234568307 Lynelle Auber United Cerebral Palsy Of Ne Pa
## 279 1234567988 Lisha Centini Industrial Paper Shredders Inc
## 280 1234567899 Kris Marrier King Christopher A Esq
## 284 1234568339 Jacqueline Rowling John Hancock Mutl Life Ins Co
## 299 1234568389 Chauncey Motley Affiliated With Travelodge
## 308 1234568114 Virgina Tegarden Berhanu International Foods
## 311 1234568289 Sharee Maile Holiday Inn Naperville
## 312 1234568284 Mireya Frerking Roberts Supply Co Inc
## 315 1234568273 Ciara Ventura Johnson Robert M Esq
## 323 1234568349 Cecilia Colaizzo Switchcraft Inc
## 324 1234568169 Garry Keetch Italian Express Franchise Corp
## 336 1234568019 Bok Isaacs Nelson Hawaiian Ltd
## 337 1234568009 Oretha Menter Custom Engineering Inc
## 341 1234568087 Belen Strassner Eagle Software Inc
## 346 1234568302 Staci Schmaltz Midwest Contracting & Mfg Inc
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## 19 1234568118 Leonida Gobern Holmes Armstead J Esq
## 21 1234568348 Daniela Comnick Water & Sewer Department
## 27 1234568081 Lemuel Latzke Computer Repair Service
## 33 1234568023 Thurman Manno Honey Bee Breeding Genetics &
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## 43 1234568104 Frederica Blunk Jets Cybernetics
## 48 1234568243 Denise Patak Spence Law Offices
## 50 1234568128 Rickie Plumer Merrill Lynch
## 55 1234567908 Yuki Whobrey Farmers Insurance Group
## 57 1234568183 Sarah Candlish Alabama Educational Tv Comm
## 61 1234568379 Lawrence Lorens New England Sec Equip Co Inc
## 74 1234567963 Micaela Rhymes H Lee Leonard Attorney At Law
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## 128 1234568228 Kaitlyn Ogg Garrison Paul E Esq
## 131 1234567921 Francine Vocelka Cascade Realty Advisors Inc
## 132 1234568078 Merlyn Lawler Nischwitz Jeffrey L Esq
## 133 1234567982 Danica Bruschke Stevens Charles T
## 135 1234567982 Danica Bruschke Stevens Charles T
## 145 1234567913 Maryann Royster Franklin Peter L Esq
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## 160 1234568162 Deonna Kippley Midas Muffler Shops
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## 180 1234568269 Gayla Schnitzler Sigma Corp Of America
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## 195 1234568233 Lavonna Wolny Linhares Kenneth A Esq
## 204 1234567987 Natalie Fern Kelly Charles G Esq
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## 245 1234568058 Novella Degroot Evans C Kelly Esq
## 247 1234568136 Marvel Raymo Edison Supply & Equipment Co
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## 255 1234568013 Devora Perez Desco Equipment Corp
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## 270 1234568003 Rolland Francescon Stanley Richard L Esq
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## 276 1234568306 Eden Jayson Harris Corporation
## 277 1234568293 Teddy Pedrozo Barkan Neal J Esq
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## 310 1234568382 Jovita Oles Pagano Philip G Esq
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## 333 1234568026 Marti Maybury Eldridge Kristin K Esq
## 339 1234568343 Kenneth Grenet Bank Of New York
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## 448 82 N Highway 67 Oakley
## 451 70 Mechanic St Northridge
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## 478 2140 Diamond Blvd Rohnert Park
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## 489 134 Lewis Rd Nashville
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## 18 56 E Morehead St Laredo
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## 37 49440 Dearborn St Norwalk
## 51 8429 Miller Rd Pelham
## 66 8927 Vandever Ave Waco
## 67 6 Van Buren St Mount Vernon
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## 81 86350 Roszel Rd Phoenix
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## 222 71 San Mateo Ave Wayne
## 225 9 Front St Washington
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## 461 63 Smith Ln #8343 Moss
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## 2 4 B Blue Ridge Blvd Brighton
## 3 3958 S Dupont Hwy #7 Ramsey
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## 36 18 Fountain St Anchorage
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## 44 22 Bridle Ln Valley Park
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## 120 8 Fair Lawn Ave Tampa
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## 147 501 N 19th Ave Cherry Hill
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## 158 13 Gunnison St Plano
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## 188 53075 Sw 152nd Ter #615 Monroe Township
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## 240 92 Broadway Astoria
## 254 3989 Portage Tr Escondido
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## 267 9 Murfreesboro Rd Chicago
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## 285 1088 Pinehurst St Chapel Hill
## 287 735 Crawford Dr Anchorage
## 289 28 S 7th St #2824 Englewood
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## 304 195 13n N Santa Clara
## 318 4379 Highway 116 Philadelphia
## 322 7116 Western Ave Dearborn
## 325 9581 E Arapahoe Rd Rochester
## 327 88827 Frankford Ave Greensboro
## 328 2 Flynn Rd Hicksville
## 331 759 Eldora St New Haven
## 335 3 Fort Worth Ave Philadelphia
## 338 866 34th Ave Denver
## 347 137 Pioneer Way Chicago
## 350 386 9th Ave N Conroe
## 358 944 Gaither Dr Strongsville
## 359 105 Richmond Valley Rd Escondido
## 360 347 Chestnut St Peoria
## 364 80 Pittsford Victor Rd #9 Cleveland
## 366 9745 W Main St Randolph
## 370 18 Fountain St Anchorage
## 372 4800 Black Horse Pike Burlingame
## 376 14288 Foster Ave #4121 Jenkintown
## 377 3882 W Congress St #799 Los Angeles
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## 380 9 W Central Ave Phoenix
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## 392 88 15th Ave Ne Vestal
## 396 810 N La Brea Ave King of Prussia
## 400 97 E 3rd St #9 Long Island City
## 402 45 E Acacia Ct Chicago
## 406 3829 Ventura Blvd Butte
## 409 5 Tomahawk Dr Los Angeles
## 410 55262 N French Rd Indianapolis
## 414 25346 New Rd New York
## 419 2 Se 3rd Ave Mesquite
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## 427 63517 Dupont St Jackson
## 436 42744 Hamann Industrial Pky #82 Miami
## 442 4 Webbs Chapel Rd Boulder
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## 458 721 Interstate 45 S Colorado Springs
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## 482 6201 S Nevada Ave Toms River
## 485 67 E Chestnut Hill Rd Seattle
## 487 37275 St Rt 17m M Middle Island
## 488 85092 Southern Blvd San Antonio
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## 495 9 Waydell St Fairfield
## 497 7 Eads St Chicago
## 499 4252 N Washington Ave #9 Kennedale
## 500 2 Lighthouse Ave Hopkins
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## 504 2 S 15th St Fort Worth
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## 514 73 W Barstow Ave Arlington Heights
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## 518 1 S Pine St Memphis
## 521 6 Ridgewood Center Dr Old Forge
## 527 3 Elmwood Dr Beaverton
## 539 2 Monroe St San Mateo
## 540 2887 Knowlton St #5435 Berkeley
## 542 7667 S Hulen St #42 Yonkers
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## 544 1482 College Ave Fayetteville
## 554 6 Greenleaf Ave San Jose
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## 557 60 Old Dover Rd Hialeah
## 1 96263 Greenwood Pl Warren
## 7 2239 Shawnee Mission Pky Tullahoma
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## 23 9 Church St Salem
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## 65 2 W Scyene Rd #3 Baltimore
## 70 61 13 Stoneridge #835 Findlay
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## 208 2500 Pringle Rd Se #508 Hatfield
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## 237 1 Central Ave Stevens Point
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## 249 38773 Gravois Ave Cheyenne
## 250 25 E 75th St #69 Los Angeles
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## 294 7 Benton Dr Honolulu
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## 301 3381 E 40th Ave Passaic
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## 313 369 Latham St #500 Saint Louis
## 316 187 Market St Atlanta
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## 340 31 Douglas Blvd #950 Clovis
## 343 798 Lund Farm Way Rockaway
## 344 39 Franklin Ave Richland
## 352 910 Rahway Ave Philadelphia
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## 399 64 Newman Springs Rd E Brooklyn
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## 408 5 E Truman Rd Abilene
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## 412 70099 E North Ave Arlington
## 416 99 Tank Farm Rd Hazleton
## 417 3 Lawton St New York
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## 424 322 New Horizon Blvd Milwaukee
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## 494 1 Midway Rd Westborough
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## 516 30 W 80th St #1995 San Carlos
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## 533 7 W 32nd St Erie
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## 115 47154 Whipple Ave Nw Gardena
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## 132 4671 Alemany Blvd Jersey City
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## 135 840 15th Ave Waco
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## 276 4 Iwaena St Baltimore
## 277 46314 Route 130 Bridgeport
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## 314 3717 Hamann Industrial Pky San Francisco
## 317 10276 Brooks St San Francisco
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## 476 62 W Austin St Syosset
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## 510 4441 Point Term Mkt Philadelphia
## 513 90177 N 55th Ave Nashville
## 519 1128 Delaware St San Jose
## 529 639 Main St Anchorage
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## 534 3211 E Northeast Loop Tampa
## 545 6 Harry L Dr #6327 Perrysburg
## 549 2 W Beverly Blvd Harrisburg
## 553 94290 S Buchanan St Pacifica
## 555 2853 S Central Expy Glen Burnie
## County State Zipcode Phone1 Phone1.1
## 9 Nassau NY 11590 516-968-6051 516-333-4861
## 15 Los Angeles CA 91731 626-636-4117 626-638-4241
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## 26 Ada ID 83704 208-649-2373 208-690-3315
## 29 Miami-Dade FL 33155 305-968-9487 305-978-2069
## 31 Carson City NV 89701 775-638-9963 775-578-1214
## 46 St Joseph IN 46601 574-656-2800 574-405-1983
## 56 Westchester NY 10536 914-861-9748 914-396-2615
## 59 York PA 17404 717-809-3119 717-344-2804
## 63 Miami-Dade FL 33133 305-385-9695 305-304-6573
## 69 Orange CA 92705 714-771-3880 714-531-1391
## 71 Suffolk MA 2128 617-399-5124 617-997-5771
## 73 Maricopa AZ 85017 602-906-9419 602-277-3025
## 76 Lafayette LA 70506 337-253-8384 337-774-7564
## 82 Montgomery TX 77301 936-751-7961 936-937-2334
## 85 Scott MN 55379 952-651-7597 952-906-4597
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## 105 Sacramento CA 95827 916-591-3277 916-770-7448
## 109 Los Angeles CA 90706 562-579-6900 562-719-7922
## 116 Polk IA 50315 515-370-7348 515-372-1738
## 125 Lucas OH 43607 419-588-8719 419-399-1744
## 126 Miami-Dade FL 33155 305-968-9487 305-978-2069
## 127 Essex NJ 7110 973-544-2677 973-986-4456
## 138 Marin CA 94945 415-423-3294 415-926-6089
## 140 Wichita TX 76301 940-276-7922 940-302-3036
## 143 Hancock IN 46040 317-542-6023 317-887-8486
## 146 Passaic NJ 7424 973-936-5095 973-822-8827
## 157 New York NY 10011 212-260-3151 212-253-7448
## 161 Maricopa AZ 85260 480-726-1280 480-205-5121
## 162 Providence RI 2904 401-960-8259 401-300-8122
## 164 Ashland OH 44805 419-503-2484 419-800-6759
## 170 Atlantic NJ 8401 609-228-5265 609-854-7156
## 176 Salt Lake UT 84115 801-293-9853 801-892-8781
## 178 Allen IN 46802 260-273-3725 260-382-4869
## 181 Duval FL 32216 904-235-3633 904-627-4341
## 184 Snohomish WA 98021 425-986-7573 425-700-3751
## 186 Summit OH 44203 330-903-1345 330-566-8898
## 196 New Haven CT 6511 203-506-4706 203-840-8634
## 199 San Diego CA 92126 858-617-7834 858-732-1884
## 205 Allegany NY 14895 585-866-8313 585-498-4278
## 214 Hunterdon NJ 8822 908-877-6135 908-470-4661
## 218 Monroe IN 47404 812-368-1511 812-442-8544
## 219 Hudson NJ 7032 201-431-2989 201-478-8540
## 228 Lackawanna PA 18411 570-867-7489 570-469-8401
## 229 New Haven CT 6473 203-721-3388 203-564-1543
## 230 Honolulu HI 96782 808-315-3077 808-526-5863
## 236 Hudson NJ 7306 201-991-8369 201-772-7699
## 239 Monroe MI 48160 734-561-6170 734-851-8571
## 253 Suffolk NY 11727 631-443-4710 631-288-2866
## 256 Snohomish WA 98021 425-986-7573 425-700-3751
## 259 Fairfax VA 22003 703-221-5602 703-874-4248
## 263 Denver CO 80212 303-404-2210 303-794-1341
## 264 Alameda CA 94577 510-828-7047 510-472-7758
## 266 Berrien MI 49120 269-756-7222 269-431-9464
## 268 Ashland OH 44805 419-503-2484 419-800-6759
## 282 Hennepin MN 55401 612-508-2655 612-664-6304
## 283 Lafayette LA 70506 337-253-8384 337-774-7564
## 290 Fairbanks North Star AK 99712 907-741-1044 907-227-6777
## 292 Baltimore MD 21234 410-757-1035 410-234-2267
## 298 Macomb MI 48310 586-970-7380 586-247-1614
## 302 Citrus FL 34448 352-242-2570 352-990-5946
## 305 Davidson TN 37211 615-406-7854 615-448-9249
## 306 Passaic NJ 7424 973-936-5095 973-822-8827
## 309 Taylor TX 79601 325-631-1560 325-667-7868
## 320 Alameda CA 94545 510-993-3758 510-901-7640
## 321 Philadelphia PA 19103 215-605-7570 215-511-3531
## 330 Cuyahoga OH 44142 216-600-6111 216-871-6876
## 332 Somerset NJ 8876 908-275-8357 908-943-6103
## 334 Middlesex MA 2138 617-365-2134 617-544-2541
## 345 Lafayette LA 70506 337-566-6001 337-255-3427
## 351 Alameda CA 94545 510-993-3758 510-901-7640
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## 362 New York NY 10048 212-304-9225 212-311-6377
## 363 Maricopa AZ 85013 602-277-4385 602-953-6360
## 365 Placer CA 95661 916-741-7884 916-289-4526
## 369 Orleans LA 70112 504-710-5840 504-946-1807
## 373 Middlesex NJ 8812 732-924-7882 732-782-6701
## 374 Randall TX 79109 806-703-1435 806-558-5848
## 375 Essex NJ 7003 973-852-2736 973-473-5108
## 379 Cook IL 60090 847-979-9545 847-800-3054
## 382 Santa Clara CA 95110 408-703-8505 408-440-8447
## 383 Philadelphia PA 19103 215-605-7570 215-511-3531
## 384 Dickinson KS 67410 785-463-7829 785-219-7724
## 385 Atlantic NJ 8401 609-518-7697 609-263-9243
## 388 Bristol MA 2760 508-942-4186 508-618-7826
## 418 Bergen NJ 7601 201-672-1553 201-995-3149
## 421 Baltimore MD 21117 410-224-9462 410-916-8015
## 428 Lafayette LA 70518 337-515-1438 337-991-8070
## 432 Riverside CA 92234 760-938-6069 760-745-2649
## 433 San Francisco CA 94104 415-315-2761 415-604-7609
## 438 Prince Georges MD 20710 301-841-5012 301-591-3034
## 441 Orange FL 32803 407-808-9439 407-945-8566
## 448 Contra Costa CA 94561 925-634-7158 925-541-8521
## 451 Los Angeles CA 91325 818-864-4875 818-481-5787
## 456 Ada ID 83709 208-709-1235 208-206-9848
## 457 Travis TX 78753 512-223-4791 512-742-1149
## 464 Cook IL 60657 773-225-9985 773-857-2231
## 467 Orleans LA 70116 504-621-8927 504-845-1427
## 478 Sonoma CA 94928 707-653-8214 707-881-3154
## 481 Summit OH 44302 330-537-5358 330-700-2312
## 484 Placer CA 95661 916-741-7884 916-289-4526
## 489 Davidson TN 37211 615-406-7854 615-448-9249
## 493 Hennepin MN 55401 612-508-2655 612-664-6304
## 502 Erie PA 16502 814-460-2655 814-299-2877
## 509 Montgomery PA 19443 215-874-1229 215-422-8694
## 526 Onondaga NY 13214 315-304-4759 315-640-6357
## 530 Providence RI 2919 401-948-4982 401-552-9059
## 536 Erie PA 16502 814-460-2655 814-299-2877
## 541 Alameda CA 94545 510-974-8671 510-509-3496
## 547 Dallas TX 75227 214-339-1809 214-225-5850
## 558 Hudson NJ 7304 201-832-4168 201-412-3040
## 13 Hamilton OH 45251 513-617-2362 513-747-9603
## 18 Webb TX 78045 956-537-6195 956-841-7216
## 28 Cass ND 58102 701-898-2154 701-421-7080
## 30 Worcester MA 1602 508-769-5250 508-502-5634
## 37 Fairfield CT 6854 203-461-1949 203-938-2557
## 51 Westchester NY 10803 914-868-5965 914-883-3061
## 66 McLennan TX 76707 254-463-4368 254-816-8417
## 67 Westchester NY 10553 914-855-2115 914-796-3775
## 68 San Diego CA 92110 858-793-9684 858-228-5683
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## 86 Camden NJ 8003 856-312-2629 856-513-7024
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## 100 Lake IL 60035 847-233-3075 847-265-6609
## 103 San Francisco CA 94104 415-411-1775 415-284-2730
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## 121 Orange CA 92626 949-867-4077 949-903-3898
## 130 Maricopa AZ 85012 602-919-4211 602-442-3092
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## 189 Minnehaha SD 57105 605-414-2147 605-794-4895
## 192 Williamson TX 78664 512-233-1831 512-942-3411
## 195 Fairfax VA 22102 703-483-1970 703-892-2914
## 204 Sweetwater WY 82901 307-704-8713 307-279-3793
## 206 Terrebonne LA 70360 985-890-7262 985-261-5783
## 213 Rock WI 53511 608-976-7199 608-942-8836
## 235 Douglas CO 80126 303-724-7371 303-874-5160
## 245 Hawaii HI 96720 808-477-4775 808-746-1865
## 247 Brazos TX 77840 979-718-8968 979-809-5770
## 248 Richland SC 29201 803-925-5213 803-681-3678
## 252 King WA 98032 206-311-4137 206-923-6042
## 255 Alameda CA 94606 510-955-3016 510-755-9274
## 265 Brevard FL 32922 321-749-4981 321-632-4668
## 270 Passaic NJ 7501 973-649-2922 973-284-4048
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## 276 Baltimore City MD 21202 410-890-7866 410-429-4888
## 277 Fairfield CT 6610 203-892-3863 203-918-3939
## 296 Oakland MI 48329 248-980-6904 248-697-7722
## 300 Riverside CA 92501 951-645-3605 951-248-6822
## 310 Volusia FL 32114 386-248-4118 386-208-6976
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## 317 San Francisco CA 94105 415-331-9634 415-419-1597
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## 342 Los Angeles CA 90212 310-560-8022 310-969-7230
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## 368 Richmond City VA 23219 804-762-9576 804-808-9574
## 386 Shelby TN 38112 901-901-4726 901-739-5892
## 390 Monmouth NJ 7728 732-605-4781 732-724-7251
## 395 Butte CA 95965 530-986-9272 530-399-3254
## 397 Morris NJ 7981 973-654-1561 973-662-8988
## 398 Fairbanks North Star AK 99708 907-231-4722 907-335-6568
## 401 Latah ID 83843 208-252-4552 208-793-4108
## 407 Richmond City VA 23219 804-550-5097 804-858-1011
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## 415 Providence RI 2909 401-458-2547 401-559-8961
## 429 Nassau NY 11530 516-393-9967 516-407-9573
## 431 Geauga OH 44023 440-780-8425 440-579-7763
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## 465 nelida@gmail.com >45
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## 483 colette.kardas@yahoo.com >45
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## 552 vzepp@gmail.com >45
## 560 hdemesa@cox.net >45
## 561 raymon.calvaresi@gmail.com >45
## 2 josephine_darakjy@darakjy.org 20-25
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## 452 jose@yahoo.com 25-35
## 454 chaya@malvin.com 25-35
## 460 catalina@hotmail.com 25-35
## 462 ammie@corrio.com 25-35
## 466 cecily@hollack.org 25-35
## 470 mitzie_hudnall@yahoo.com 25-35
## 479 freeman_gochal@aol.com 25-35
## 486 jbrideau@aol.com 25-35
## 491 charlene.hamilton@hotmail.com 25-35
## 494 nicolette_brossart@brossart.com 25-35
## 496 cristal@cox.net 25-35
## 498 clapage@lapage.com 25-35
## 503 dick@yahoo.com 25-35
## 511 jbrideau@aol.com 25-35
## 516 brhym@rhym.com 25-35
## 524 erinn.canlas@canlas.com 25-35
## 525 cgoldammer@cox.net 25-35
## 528 joni_breland@cox.net 25-35
## 531 nu@gmail.com 25-35
## 533 elly_morocco@gmail.com 25-35
## 535 lnewville@newville.com 25-35
## 537 gearldine_gellinger@gellinger.com 25-35
## 550 brandon_callaro@hotmail.com 25-35
## 551 dyum@yahoo.com 25-35
## 559 leota@hotmail.com 25-35
## 4 geoffrey@gmail.com 35-45
## 10 larae_gudroe@gmail.com 35-45
## 11 gwenn_suffield@suffield.org 35-45
## 16 tegan.arceo@arceo.org 35-45
## 19 leonida@gobern.org 35-45
## 21 dcomnick@cox.net 35-45
## 27 lemuel.latzke@gmail.com 35-45
## 33 thurman.manno@yahoo.com 35-45
## 42 fpoullion@poullion.com 35-45
## 43 frederica_blunk@gmail.com 35-45
## 48 denise@patak.org 35-45
## 50 rickie.plumer@aol.com 35-45
## 55 yuki_whobrey@aol.com 35-45
## 57 sarah.candlish@gmail.com 35-45
## 61 lawrence.lorens@hotmail.com 35-45
## 74 micaela_rhymes@gmail.com 35-45
## 75 bmalet@yahoo.com 35-45
## 78 kimberlie_duenas@yahoo.com 35-45
## 83 jferrario@hotmail.com 35-45
## 87 sylvie@aol.com 35-45
## 91 my@hotmail.com 35-45
## 93 chanel.caudy@caudy.org 35-45
## 94 tegan.arceo@arceo.org 35-45
## 96 hermila_thyberg@hotmail.com 35-45
## 101 felix_hirpara@cox.net 35-45
## 114 apinilla@cox.net 35-45
## 115 stephaine@barfield.com 35-45
## 128 kaitlyn.ogg@gmail.com 35-45
## 131 francine_vocelka@vocelka.com 35-45
## 132 merlyn_lawler@hotmail.com 35-45
## 133 danica_bruschke@gmail.com 35-45
## 135 danica_bruschke@gmail.com 35-45
## 145 mroyster@royster.com 35-45
## 151 cdeleo@deleo.com 35-45
## 156 gertude.witten@gmail.com 35-45
## 160 deonna_kippley@hotmail.com 35-45
## 166 lezlie.craghead@craghead.org 35-45
## 167 csweigard@sweigard.com 35-45
## 168 goldie.schirpke@yahoo.com 35-45
## 169 gilma_liukko@gmail.com 35-45
## 171 rosio.cork@gmail.com 35-45
## 173 rodolfo@hotmail.com 35-45
## 175 kristel.ehmann@aol.com 35-45
## 180 gschnitzler@gmail.com 35-45
## 183 billye_miro@cox.net 35-45
## 189 sage_wieser@cox.net 35-45
## 192 xdiscipio@gmail.com 35-45
## 195 lavonna.wolny@hotmail.com 35-45
## 204 natalie.fern@hotmail.com 35-45
## 206 larae_gudroe@gmail.com 35-45
## 213 estrella@aol.com 35-45
## 235 carmelina_lindall@lindall.com 35-45
## 245 novella_degroot@degroot.org 35-45
## 247 mraymo@yahoo.com 35-45
## 248 sabra@uyetake.org 35-45
## 252 sheintzman@hotmail.com 35-45
## 255 devora_perez@perez.org 35-45
## 265 lucina_lary@cox.net 35-45
## 270 rolland@cox.net 35-45
## 272 viva.toelkes@gmail.com 35-45
## 275 jolene@yahoo.com 35-45
## 276 eden_jayson@yahoo.com 35-45
## 277 teddy_pedrozo@aol.com 35-45
## 296 cherry@lietz.com 35-45
## 300 sheridan.zane@zane.com 35-45
## 310 joles@gmail.com 35-45
## 314 stephaine@cox.net 35-45
## 317 trinidad_mcrae@yahoo.com 35-45
## 333 marti.maybury@yahoo.com 35-45
## 339 kenneth.grenet@grenet.org 35-45
## 342 chau@gmail.com 35-45
## 353 timothy_mulqueen@mulqueen.org 35-45
## 355 rasheeda@aol.com 35-45
## 368 jerry.dallen@yahoo.com 35-45
## 386 bernardine_rodefer@yahoo.com 35-45
## 390 vrentfro@cox.net 35-45
## 395 mscipione@scipione.com 35-45
## 397 adell.lipkin@lipkin.com 35-45
## 398 roxane@hotmail.com 35-45
## 401 winfred_brucato@hotmail.com 35-45
## 407 slacovara@gmail.com 35-45
## 413 tracey@hotmail.com 35-45
## 415 delmy.ahle@hotmail.com 35-45
## 429 gilma_liukko@gmail.com 35-45
## 431 gruta@cox.net 35-45
## 440 wynell_dorshorst@dorshorst.org 35-45
## 444 laurel@yahoo.com 35-45
## 446 trinidad_mcrae@yahoo.com 35-45
## 449 sylvia_cousey@cousey.org 35-45
## 455 hermila_thyberg@hotmail.com 35-45
## 469 bsama@cox.net 35-45
## 474 scarlet.cartan@yahoo.com 35-45
## 475 jeanice.claucherty@yahoo.com 35-45
## 476 sbourbon@yahoo.com 35-45
## 505 reena@hotmail.com 35-45
## 506 jbiddy@yahoo.com 35-45
## 508 jzurcher@zurcher.org 35-45
## 510 vincent.meinerding@hotmail.com 35-45
## 513 caprice@aol.com 35-45
## 519 aliza@aol.com 35-45
## 529 lpaprocki@hotmail.com 35-45
## 532 rozella.ostrosky@ostrosky.com 35-45
## 534 jregusters@regusters.com 35-45
## 545 claribel_varriano@cox.net 35-45
## 549 ahmed.angalich@angalich.com 35-45
## 553 wynell_dorshorst@dorshorst.org 35-45
## 555 ilene.eroman@hotmail.com 35-45
Importing the customer social score data
CustomerSocialScore <- read.csv("C:/Users/localadmin/Desktop/CustomerSocialScore.csv")
View(CustomerSocialScore)
Importing the custtrans_internal data
CustTrans_Internal <- read.csv("C:/Users/localadmin/Desktop/CustTrans_Internal.csv")
View(CustTrans_Internal)
Importing the equifaxdata_external data
equifaxdata_external <- read.csv("C:/Users/localadmin/Desktop/equifaxdata_external.csv")
View(equifaxdata_external)
Merging accounts manager data and clickstream output ofdata?
Merging1 <-merge(AccMgr,ClickStream_output,all = TRUE)
Merging 1 and customer social score data? 2
Merging2<-merge(Merging1,CustomerSocialScore,all=TRUE)
Merging 2 and equifaxdata_external data
Merging3<-merge(Merging2,equifaxdata_external,all=TRUE)
Creating a new variable for email domain
Merging3["new_col"] <- Merging3["Email"]
Frequency of email domain
INSTALL DPLYR
Maximum and minimum number of page visits
summary(Merging3)
## Customer_Id Firstname LastName
## Min. :1.235e+09 Dalene : 2 Abdallah : 1
## 1st Qu.:1.235e+09 Erick : 2 Acey : 1
## Median :1.235e+09 Gail : 2 Acuff : 1
## Mean :1.235e+09 Glory : 2 Adkin : 1
## 3rd Qu.:1.235e+09 Izetta : 2 Agramonte: 1
## Max. :1.235e+09 Jerry : 2 Ahle : 1
## (Other):488 (Other) :494
## Address1 Address2
## 20 20 Printing Inc : 1 1 Central Ave : 1
## A All American Travel Inc : 1 1 Century Park E : 1
## A K Construction Co : 1 1 Commerce Way : 1
## A R Packaging : 1 1 Garfield Ave #7: 1
## Abc Enterprises Inc : 1 1 Huntwood Ave : 1
## Accurel Systems Intrntl Corp: 1 1 Midway Rd : 1
## (Other) :494 (Other) :494
## City County State Zipcode
## New York : 14 Los Angeles: 18 CA : 72 Min. : 1581
## Philadelphia: 8 New York : 14 NJ : 52 1st Qu.:16502
## Chicago : 7 Cook : 13 NY : 46 Median :44139
## Miami : 6 Orange : 11 TX : 32 Mean :47496
## Baltimore : 5 Essex : 9 PA : 29 3rd Qu.:79971
## Gardena : 5 Maricopa : 9 FL : 28 Max. :99712
## (Other) :455 (Other) :426 (Other):241
## Phone1 Phone1.1 Email
## 201-238-5688: 1 201-247-8925: 1 adelina_nabours@gmail.com : 1
## 201-431-2989: 1 201-365-8698: 1 adell.lipkin@lipkin.com : 1
## 201-474-4924: 1 201-387-9093: 1 ahmed.angalich@angalich.com: 1
## 201-588-7810: 1 201-412-3040: 1 ahoneywell@honeywell.com : 1
## 201-672-1553: 1 201-478-8540: 1 aja_gehrett@hotmail.com : 1
## 201-693-3967: 1 201-749-8866: 1 ajeanty@gmail.com : 1
## (Other) :494 (Other) :494 (Other) :494
## Agegroup date_on
## <20 :100 06-12-2014:500
## >45 : 82
## 20-25:118
## 25-35:100
## 35-45:100
##
##
## page_visit
## http://www.bbva.com/personal-banking/loans/home-improvement-loans.html : 79
## http://www.bbva.com/personal-banking/loans/home-loans.html :184
## http://www.bbva.com/personal-banking/loans/home-loans.html#product_documentation:106
## http://www.bbva.com/personal-banking/loans/home-loans.html#product_eligibility : 52
## http://www.bbva.com/personal-banking/loans/home-loans.html#product_faqs : 79
##
##
## no_of_visits area_of_interest interest_score num_new_accounts
## Min. : 1.000 Mortgage:500 Min. : 1.0 Min. :1.000
## 1st Qu.: 1.000 1st Qu.: 377.8 1st Qu.:2.000
## Median : 7.000 Median : 752.0 Median :3.000
## Mean : 5.846 Mean : 752.0 Mean :2.594
## 3rd Qu.: 9.000 3rd Qu.:1126.2 3rd Qu.:3.000
## Max. :15.000 Max. :1500.5 Max. :4.000
##
## num_enquiries Credit_score Current_credit_limit Highest_Credit
## Min. : 2.00 Min. :600.0 Min. : 200 Min. : 34
## 1st Qu.: 5.00 1st Qu.:701.0 1st Qu.: 234 1st Qu.: 1234
## Median : 6.00 Median :722.0 Median : 343 Median : 1243
## Mean :10.84 Mean :711.1 Mean :1043 Mean : 3273
## 3rd Qu.: 7.00 3rd Qu.:750.0 3rd Qu.: 400 3rd Qu.: 2341
## Max. :34.00 Max. :789.0 Max. :4000 Max. :12344
##
## num_judge Single_Highest_Credit debt_month revolv_credit
## Min. :0.00 Min. : 56 Min. : 34.0 n:464
## 1st Qu.:0.00 1st Qu.: 324 1st Qu.: 213.0 y: 36
## Median :0.00 Median : 546 Median :1234.0
## Mean :0.36 Mean : 901 Mean : 978.8
## 3rd Qu.:0.00 3rd Qu.:1234 3rd Qu.:1234.0
## Max. :5.00 Max. :2314 Max. :2134.0
##
## open_mortg_loans new_col
## n:234 adelina_nabours@gmail.com : 1
## y:266 adell.lipkin@lipkin.com : 1
## ahmed.angalich@angalich.com: 1
## ahoneywell@honeywell.com : 1
## aja_gehrett@hotmail.com : 1
## ajeanty@gmail.com : 1
## (Other) :494
Merging4<-merge(Merging3,CustTrans_Internal,all=TRUE)
Average “Interest Score” for by each “loan_type”
Merging4 %>% group_by(loan_type) %>% summarise(mean(Merging4$interest_score))
## Source: local data frame [4 x 2]
##
## loan_type mean(Merging4$interest_score)
## (fctr) (dbl)
## 1 Auto 752
## 2 Children 752
## 3 Mortgage 752
## 4 Personal 752
Frequency of Customers for different categories
Average of num_late_payment and num_miss_payments
mean(CustTrans_Internal $ num_miss_payments)
## [1] 1.84
mean(CustTrans_Internal $ num_late_payments)
## [1] 2.538
the average ‘Credit_score’ for each type of ’refinance’AND zipcode
Merging4 %>%group_by(refinance,Zipcode) %>%summarise(Merging6<-mean(Merging4$Credit_score))
## Source: local data frame [484 x 3]
## Groups: refinance [?]
##
## refinance Zipcode Merging6 <- mean(Merging4$Credit_score)
## (fctr) (int) (dbl)
## 1 For longer ternure 1602 711.086
## 2 For longer ternure 2138 711.086
## 3 For longer ternure 2346 711.086
## 4 For longer ternure 2745 711.086
## 5 For longer ternure 2909 711.086
## 6 For longer ternure 3865 711.086
## 7 For longer ternure 4864 711.086
## 8 For longer ternure 7009 711.086
## 9 For longer ternure 7032 711.086
## 10 For longer ternure 7050 711.086
## .. ... ... ...
Average ‘Credit_score’ by age group and pie chart?
x<-Merging4 %>% group_by(Agegroup) %>% summarise(mean(Merging4$Credit_score))
x
## Source: local data frame [5 x 2]
##
## Agegroup mean(Merging4$Credit_score)
## (fctr) (dbl)
## 1 <20 711.086
## 2 >45 711.086
## 3 20-25 711.086
## 4 25-35 711.086
## 5 35-45 711.086
library(graphics)
pie(x$mean,x$Agegroup)
The correlation between ‘num_enquiries’, ‘Credit_score’ andinterpretation
cor(Merging4$num_enquiries,Merging4$Credit_score)
## [1] -0.01114677
its r=-0.0111(week -ve linear relationship)
Exclude records that have Credit score < 700 and have Open Mortgage Loan and have revolving credit
Merging4 %>% filter(Merging4 $ Credit_score < 700)
## Customer_Id Firstname LastName Address1
## 1 1234567890 James Butt Benton John B Jr
## 2 1234567897 Leota Dilliard Commercial Press
## 3 1234567902 Kiley Caldarera Feiner Bros
## 4 1234567903 Graciela Ruta Buckley Miller & Wright
## 5 1234567910 Bette Nicka Sport En Art
## 6 1234567915 Allene Iturbide Ledecky David Esq
## 7 1234567916 Chanel Caudy Professional Image Inc
## 8 1234567923 Albina Glick Giampetro Anthony D
## 9 1234567928 Valentine Gillian Fbs Business Finance
## 10 1234567929 Kati Rulapaugh Eder Assocs Consltng Engrs Pc
## 11 1234567936 Jina Briddick Grace Pastries Inc
## 12 1234567941 Lorrie Nestle Ballard Spahr Andrews
## 13 1234567942 Sabra Uyetake Lowy Limousine Service
## 14 1234567949 Deeanna Juhas Healy George W Iv
## 15 1234567950 Blondell Pugh Alpenlite Inc
## 16 1234567957 Elly Morocco Killion Industries
## 17 1234567962 Bobbye Rhym Smits Patricia Garity
## 18 1234567963 Micaela Rhymes H Lee Leonard Attorney At Law
## 19 1234567970 Devorah Chickering Garrison Ind
## 20 1234567975 Myra Munns Anker Law Office
## 21 1234567976 Stephaine Barfield Beutelschies & Company
## 22 1234567983 Wilda Giguere Mclaughlin Luther W Cpa
## 23 1234567988 Lisha Centini Industrial Paper Shredders Inc
## 24 1234567989 Arlene Klusman Beck Horizon Builders
## 25 1234567996 Twana Felger Opryland Hotel
## 26 1234568001 Sue Kownacki Juno Chefs Incorporated
## 27 1234568002 Jesusa Shin Carroccio A Thomas Esq
## 28 1234568009 Oretha Menter Custom Engineering Inc
## 29 1234568010 Ty Smith Bresler Eitel Framg Gllry Ltd
## 30 1234568017 Van Shire Cambridge Inn
## 31 1234568022 Kimbery Madarang Silberman Arthur L Esq
## 32 1234568023 Thurman Manno Honey Bee Breeding Genetics &
## 33 1234568030 Melissa Wiklund Moapa Valley Federal Credit Un
## 34 1234568035 Fernanda Jillson Shank Edward L Esq
## 35 1234568036 Gearldine Gellinger Megibow & Edwards
## 36 1234568043 Ozell Shealy Silver Bros Inc
## 37 1234568048 Gregoria Pawlowicz Oh My Goodknits Inc
## 38 1234568049 Carin Deleo Redeker Debbie
## 39 1234568056 Fannie Lungren Centro Inc
## 40 1234568061 Irma Wolfgramm Serendiquity Bed & Breakfast
## 41 1234568062 Eun Coody Ray Carolyne Realty
## 42 1234568069 Nelida Sawchuk Anchorage Museum Of Hist & Art
## 43 1234568076 Merilyn Bayless 20 20 Printing Inc
## 44 1234568081 Lemuel Latzke Computer Repair Service
## 45 1234568082 Melodie Knipp Fleetwood Building Block Inc
## 46 1234568089 Jolanda Hanafan Perez Joseph J Esq
## 47 1234568094 Ronny Caiafa Remaco Inc
## 48 1234568095 Marge Limmel Bjork Robert D Jr
## 49 1234568102 Beckie Silvestrini A All American Travel Inc
## 50 1234568107 Vincent Meinerding Arturi Peter D Esq
## 51 1234568108 Rima Bevelacqua Mcauley Mfg Co
## 52 1234568115 Tiera Frankel Roland Ashcroft
## 53 1234568120 Justine Mugnolo Evans Rule Company
## 54 1234568121 Eladia Saulter Tyee Productions Inc
## 55 1234568128 Rickie Plumer Merrill Lynch
## 56 1234568135 Peggie Sturiale Henry County Middle School
## 57 1234568140 Rhea Aredondo Double B Foods Inc
## 58 1234568141 Benedict Sama Alexander & Alexander Inc
## 59 1234568148 Martina Staback Ace Signs Inc
## 60 1234568153 Stevie Westerbeck Wise Dennis W Md
## 61 1234568154 Pamella Fortino Super 8 Motel
## 62 1234568161 Joseph Cryer Ames Stationers
## 63 1234568166 Detra Coyier Schott Fiber Optics Inc
## 64 1234568167 Terrilyn Rodeigues Stuart J Agins
## 65 1234568174 Lavonda Hengel Bradley Nameplate Corp
## 66 1234568179 Mirta Mallett Stephen Kennerly Archts Inc Pc
## 67 1234568180 Cathrine Pontoriero Business Systems Of Wis Inc
## 68 1234568187 Kayleigh Lace Dentalaw Divsn Hlth Care
## 69 1234568188 Felix Hirpara American Speedy Printing Ctrs
## 70 1234568195 Christiane Eschberger Casco Services Inc
## 71 1234568200 Raina Brachle Ikg Borden Divsn Harsco Corp
## 72 1234568201 Erinn Canlas Anchor Computer Inc
## 73 1234568208 Jesusita Flister Schoen Edward J Jr
## 74 1234568213 France Buzick In Travel Agency
## 75 1234568214 Justine Ferrario Newhart Foods Inc
## 76 1234568221 Kirk Herritt Hasting H Duane Esq
## 77 1234568226 Dulce Labreche Lee Kilkelly Paulson & Kabaker
## 78 1234568227 Kate Keneipp Davis Maxon R Esq
## 79 1234568234 Lashaunda Lizama Earnhardt Printing
## 80 1234568239 Margart Meisel Yeates Arthur L Aia
## 81 1234568240 Kristofer Bennick Logan Ronald J Esq
## 82 1234568247 Vincenza Zepp Kbor 1600 Am
## 83 1234568248 Elouise Gwalthney Quality Inn Northwest
## 84 1234568255 Linn Paa Valerie & Company
## 85 1234568260 Sheron Louissant Potter Brenda J Cpa
## 86 1234568261 Izetta Funnell Baird Kurtz & Dobson
## 87 1234568268 Cyril Daufeldt Galaxy International Inc
## 88 1234568273 Ciara Ventura Johnson Robert M Esq
## 89 1234568274 Galen Cantres Del Charro Apartments
## 90 1234568281 Lashandra Klang Acqua Group
## 91 1234568286 Dean Ketelsen J M Custom Design Millwork
## 92 1234568287 Levi Munis Farrell & Johnson Office Equip
## 93 1234568294 Tasia Andreason Campbell Robert A
## 94 1234568299 Glenna Slayton Toledo Iv Care
## 95 1234568300 Mitzie Hudnall Cangro Transmission Co
## 96 1234568307 Lynelle Auber United Cerebral Palsy Of Ne Pa
## 97 1234568308 Merissa Tomblin One Day Surgery Center Inc
## 98 1234568315 Elke Sengbusch Riley Riper Hollin & Colagreco
## 99 1234568320 Antione Onofrio Jacobs & Gerber Inc
## 100 1234568321 Luisa Jurney Forest Fire Laboratory
## 101 1234568328 Stephane Myricks Portland Central Thriftlodge
## 102 1234568333 Jeanice Claucherty Accurel Systems Intrntl Corp
## 103 1234568334 Josphine Villanueva Santa Cruz Community Internet
## 104 1234568341 Lonna Diestel Dimmock Thomas J Esq
## 105 1234568346 Sharika Eanes Maccani & Delp
## 106 1234568347 Nu Mcnease Amazonia Film Project
## 107 1234568354 Ruthann Keener Maiden Craft Inc
## 108 1234568359 Ryan Harnos Warner Electric Brk & Cltch Co
## 109 1234568360 Jess Chaffins New York Public Library
## 110 1234568367 Rasheeda Sayaphon Kummerer J Michael Esq
## 111 1234568374 Lili Paskin Morgan Custom Homes
## 112 1234568379 Lawrence Lorens New England Sec Equip Co Inc
## 113 1234568380 Carlee Boulter Tippett Troy M Ii
## 114 1234568387 Flo Bookamer Simonton Howe & Schneider Pc
## Address2 City County State
## 1 6649 N Blue Gum St New Orleans Orleans LA
## 2 7 W Jackson Blvd San Jose Santa Clara CA
## 3 25 E 75th St #69 Los Angeles Los Angeles CA
## 4 98 Connecticut Ave Nw Chagrin Falls Geauga OH
## 5 6 S 33rd St Aston Delaware PA
## 6 1 Central Ave Stevens Point Portage WI
## 7 86 Nw 66th St #8673 Shawnee Johnson KS
## 8 4 Ralph Ct Dunellen Middlesex NJ
## 9 775 W 17th St San Antonio Bexar TX
## 10 6980 Dorsett Rd Abilene Dickinson KS
## 11 38938 Park Blvd Boston Suffolk MA
## 12 39 S 7th St Tullahoma Coffee TN
## 13 98839 Hawthorne Blvd #6101 Columbia Richland SC
## 14 14302 Pennsylvania Ave Huntingdon Valley Montgomery PA
## 15 201 Hawk Ct Providence Providence RI
## 16 7 W 32nd St Erie Erie PA
## 17 30 W 80th St #1995 San Carlos San Mateo CA
## 18 20932 Hedley St Concord Contra Costa CA
## 19 31 Douglas Blvd #950 Clovis Curry NM
## 20 461 Prospect Pl #316 Euless Tarrant TX
## 21 47154 Whipple Ave Nw Gardena Los Angeles CA
## 22 1747 Calle Amanecer #2 Anchorage Anchorage AK
## 23 64 5th Ave #1153 Mc Lean Fairfax VA
## 24 3 Secor Rd New Orleans Orleans LA
## 25 1 Commerce Way Portland Washington OR
## 26 2 Se 3rd Ave Mesquite Dallas TX
## 27 2239 Shawnee Mission Pky Tullahoma Coffee TN
## 28 8 County Center Dr #647 Boston Suffolk MA
## 29 4646 Kaahumanu St Hackensack Bergen NJ
## 30 90131 J St Pittstown Hunterdon NJ
## 31 798 Lund Farm Way Rockaway Morris NJ
## 32 9387 Charcot Ave Absecon Atlantic NJ
## 33 61 13 Stoneridge #835 Findlay Hancock OH
## 34 60480 Old Us Highway 51 Preston Caroline MD
## 35 4 Bloomfield Ave Irving Dallas TX
## 36 8 Industry Ln New York New York NY
## 37 455 N Main Ave Garden City Nassau NY
## 38 1844 Southern Blvd Little Rock Pulaski AR
## 39 17 Us Highway 111 Round Rock Williamson TX
## 40 9745 W Main St Randolph Morris NJ
## 41 84 Bloomfield Ave Spartanburg Spartanburg SC
## 42 3 State Route 35 S Paramus Bergen NJ
## 43 195 13n N Santa Clara Santa Clara CA
## 44 70 Euclid Ave #722 Bohemia Suffolk NY
## 45 326 E Main St #6496 Thousand Oaks Ventura CA
## 46 37855 Nolan Rd Bangor Penobscot ME
## 47 73 Southern Blvd Philadelphia Philadelphia PA
## 48 189 Village Park Rd Crestview Okaloosa FL
## 49 7116 Western Ave Dearborn Wayne MI
## 50 4441 Point Term Mkt Philadelphia Philadelphia PA
## 51 2972 Lafayette Ave Gardena Los Angeles CA
## 52 87 Sierra Rd El Monte Los Angeles CA
## 53 38062 E Main St New York New York NY
## 54 3958 S Dupont Hwy #7 Ramsey Bergen NJ
## 55 3 N Groesbeck Hwy Toledo Lucas OH
## 56 9 N 14th St El Cajon San Diego CA
## 57 25657 Live Oak St Brooklyn Kings NY
## 58 4923 Carey Ave Saint Louis Saint Louis City MO
## 59 7 W Wabansia Ave #227 Orlando Orange FL
## 60 26659 N 13th St Costa Mesa Orange CA
## 61 669 Packerland Dr #1438 Denver Denver CO
## 62 60 Fillmore Ave Huntington Beach Orange CA
## 63 96950 Hidden Ln Aberdeen Harford MD
## 64 3718 S Main St New Orleans Orleans LA
## 65 87 Imperial Ct #79 Fargo Cass ND
## 66 7 S San Marcos Rd New York New York NY
## 67 812 S Haven St Amarillo Randall TX
## 68 43 Huey P Long Ave Lafayette Lafayette LA
## 69 7563 Cornwall Rd #4462 Denver Lancaster PA
## 70 96541 W Central Blvd Phoenix Maricopa AZ
## 71 3829 Ventura Blvd Butte Silver Bow MT
## 72 13 S Hacienda Dr Livingston Essex NJ
## 73 3943 N Highland Ave Lancaster Lancaster PA
## 74 64 Newman Springs Rd E Brooklyn Kings NY
## 75 48 Stratford Ave Pomona Los Angeles CA
## 76 88 15th Ave Ne Vestal Broome NY
## 77 9581 E Arapahoe Rd Rochester Oakland MI
## 78 33 N Michigan Ave Green Bay Brown WI
## 79 3387 Ryan Dr Hanover Anne Arundel MD
## 80 868 State St #38 Cincinnati Hamilton OH
## 81 772 W River Dr Bloomington Monroe IN
## 82 395 S 6th St #2 El Cajon San Diego CA
## 83 9506 Edgemore Ave Bladensburg Prince Georges MD
## 84 1 S Pine St Memphis Shelby TN
## 85 97 E 3rd St #9 Long Island City Queens NY
## 86 82 Winsor St #54 Atlanta Dekalb GA
## 87 3 Lawton St New York New York NY
## 88 53 W Carey St Port Jervis Orange NY
## 89 617 Nw 36th Ave Brook Park Cuyahoga OH
## 90 810 N La Brea Ave King of Prussia Montgomery PA
## 91 2 Flynn Rd Hicksville Nassau NY
## 92 2094 Ne 36th Ave Worcester Worcester MA
## 93 4 Cowesett Ave Kearny Hudson NJ
## 94 2759 Livingston Ave Memphis Shelby TN
## 95 17 Jersey Ave Englewood Arapahoe CO
## 96 32820 Corkwood Rd Newark Essex NJ
## 97 34 Raritan Center Pky Bellflower Los Angeles CA
## 98 9 W Central Ave Phoenix Maricopa AZ
## 99 4 S Washington Ave San Bernardino San Bernardino CA
## 100 25 Se 176th Pl Cambridge Middlesex MA
## 101 9 Tower Ave Burlington Boone KY
## 102 19 Amboy Ave Miami Miami-Dade FL
## 103 63 Smith Ln #8343 Moss Clay TN
## 104 1482 College Ave Fayetteville Cumberland NC
## 105 75698 N Fiesta Blvd Orlando Orange FL
## 106 88 Sw 28th Ter Harrison Hudson NJ
## 107 3424 29th St Se Kerrville Kerr TX
## 108 13 Gunnison St Plano Collin TX
## 109 18 3rd Ave New York New York NY
## 110 251 Park Ave #979 Saratoga Santa Clara CA
## 111 20113 4th Ave E Kearny Hudson NJ
## 112 9 Hwy Providence Providence RI
## 113 8284 Hart St Abilene Dickinson KS
## 114 89992 E 15th St Alliance Box Butte NE
## Zipcode Phone1 Phone1.1 Email
## 1 70116 504-621-8927 504-845-1427 jbutt@gmail.com
## 2 95111 408-752-3500 408-813-1105 leota@hotmail.com
## 3 90034 310-498-5651 310-254-3084 kiley.caldarera@aol.com
## 4 44023 440-780-8425 440-579-7763 gruta@cox.net
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## 6 54481 715-662-6764 715-530-9863 allene_iturbide@cox.net
## 7 66218 913-388-2079 913-899-1103 chanel.caudy@caudy.org
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## 10 67410 785-463-7829 785-219-7724 kati.rulapaugh@hotmail.com
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## 17 94070 650-528-5783 650-811-9032 brhym@rhym.com
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## 19 88101 505-975-8559 505-950-1763 devorah@hotmail.com
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## 24 70112 504-710-5840 504-946-1807 arlene_klusman@gmail.com
## 25 97224 503-939-3153 503-909-7167 twana.felger@felger.org
## 26 75149 972-666-3413 972-742-4000 sue@aol.com
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## 28 2210 617-418-5043 617-697-6024 oretha_menter@yahoo.com
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## 37 11530 516-212-1915 516-376-4230 gpawlowicz@yahoo.com
## 38 72202 501-308-1040 501-409-6072 cdeleo@deleo.com
## 39 78664 512-587-5746 512-528-9933 fannie.lungren@yahoo.com
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## 41 29301 864-256-3620 864-594-4578 eun@yahoo.com
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## 44 11716 631-748-6479 631-291-4976 lemuel.latzke@gmail.com
## 45 91362 805-690-1682 805-810-8964 mknipp@gmail.com
## 46 4401 207-458-9196 207-233-6185 jhanafan@gmail.com
## 47 19103 215-605-7570 215-511-3531 ronny.caiafa@caiafa.org
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## 49 48126 313-533-4884 313-390-7855 beckie.silvestrini@silvestrini.com
## 50 19143 215-372-1718 215-829-4221 vincent.meinerding@hotmail.com
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## 53 10048 212-304-9225 212-311-6377 jmugnolo@yahoo.com
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## 68 70508 337-740-9323 337-751-2326 kayleigh.lace@yahoo.com
## 69 17517 717-491-5643 717-583-1497 felix_hirpara@cox.net
## 70 85034 602-390-4944 602-330-6894 christiane.eschberger@yahoo.com
## 71 59701 406-318-1515 406-374-7752 raina.brachle@brachle.org
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## 83 20710 301-841-5012 301-591-3034 egwalthney@yahoo.com
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## 92 1603 508-456-4907 508-658-7802 levi.munis@gmail.com
## 93 7032 201-920-9002 201-969-7063 tasia_andreason@yahoo.com
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## 98 85013 602-896-2993 602-575-3457 elke_sengbusch@yahoo.com
## 99 92410 909-430-7765 909-665-3223 aonofrio@onofrio.com
## 100 2138 617-365-2134 617-544-2541 ljurney@hotmail.com
## 101 41005 859-717-7638 859-308-4286 stephane_myricks@cox.net
## 102 33142 305-988-4162 305-306-7834 jeanice.claucherty@yahoo.com
## 103 38575 931-553-9774 931-486-6946 josphine_villanueva@villanueva.com
## 104 28301 910-922-3672 910-200-7912 lonna_diestel@gmail.com
## 105 32806 407-312-1691 407-472-1332 sharika.eanes@aol.com
## 106 7029 973-751-9003 973-903-4175 nu@gmail.com
## 107 78028 830-258-2769 830-919-5991 ruthann@hotmail.com
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## 109 10016 212-510-4633 212-428-9538 jess.chaffins@chaffins.org
## 110 95070 408-805-4309 408-997-7490 rasheeda@aol.com
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## Agegroup date_on
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## 114 http://www.bbva.com/personal-banking/loans/home-loans.html
## no_of_visits area_of_interest interest_score num_new_accounts
## 1 5 Mortgage 1.0 1
## 2 7 Mortgage 24.5 3
## 3 1 Mortgage 39.5 3
## 4 2 Mortgage 42.5 4
## 5 11 Mortgage 63.5 1
## 6 7 Mortgage 78.5 1
## 7 7 Mortgage 81.5 2
## 8 1 Mortgage 102.5 4
## 9 5 Mortgage 117.5 4
## 10 11 Mortgage 120.5 3
## 11 7 Mortgage 141.5 2
## 12 2 Mortgage 156.5 2
## 13 1 Mortgage 159.5 3
## 14 15 Mortgage 180.5 3
## 15 9 Mortgage 183.5 1
## 16 7 Mortgage 204.5 3
## 17 1 Mortgage 219.5 3
## 18 3 Mortgage 222.5 4
## 19 11 Mortgage 243.5 1
## 20 7 Mortgage 258.5 1
## 21 7 Mortgage 261.5 2
## 22 2 Mortgage 282.5 4
## 23 9 Mortgage 297.5 4
## 24 11 Mortgage 300.5 3
## 25 1 Mortgage 321.5 2
## 26 3 Mortgage 336.5 2
## 27 2 Mortgage 339.5 3
## 28 12 Mortgage 360.5 3
## 29 7 Mortgage 363.5 1
## 30 2 Mortgage 384.5 3
## 31 1 Mortgage 399.5 3
## 32 5 Mortgage 402.5 4
## 33 7 Mortgage 423.5 1
## 34 1 Mortgage 438.5 1
## 35 2 Mortgage 441.5 2
## 36 11 Mortgage 462.5 4
## 37 7 Mortgage 477.5 4
## 38 7 Mortgage 480.5 3
## 39 1 Mortgage 501.5 2
## 40 5 Mortgage 516.5 2
## 41 11 Mortgage 519.5 3
## 42 7 Mortgage 540.5 1
## 43 1 Mortgage 561.5 3
## 44 11 Mortgage 576.5 3
## 45 15 Mortgage 579.5 4
## 46 7 Mortgage 600.5 1
## 47 1 Mortgage 615.5 1
## 48 1 Mortgage 618.5 2
## 49 9 Mortgage 639.5 4
## 50 7 Mortgage 654.5 4
## 51 7 Mortgage 657.5 3
## 52 3 Mortgage 678.5 2
## 53 15 Mortgage 693.5 2
## 54 9 Mortgage 696.5 3
## 55 7 Mortgage 717.5 1
## 56 2 Mortgage 738.5 3
## 57 9 Mortgage 753.5 3
## 58 11 Mortgage 756.5 4
## 59 1 Mortgage 777.5 1
## 60 3 Mortgage 792.5 1
## 61 2 Mortgage 795.5 2
## 62 12 Mortgage 816.5 4
## 63 7 Mortgage 831.5 4
## 64 1 Mortgage 834.5 3
## 65 1 Mortgage 855.5 2
## 66 11 Mortgage 870.5 2
## 67 12 Mortgage 873.5 3
## 68 1 Mortgage 894.5 3
## 69 2 Mortgage 897.5 1
## 70 11 Mortgage 918.5 3
## 71 7 Mortgage 933.5 3
## 72 7 Mortgage 936.5 4
## 73 1 Mortgage 957.5 1
## 74 5 Mortgage 972.5 1
## 75 11 Mortgage 975.5 2
## 76 7 Mortgage 996.5 4
## 77 2 Mortgage 1011.5 4
## 78 1 Mortgage 1014.5 3
## 79 15 Mortgage 1035.5 2
## 80 7 Mortgage 1050.5 2
## 81 7 Mortgage 1053.5 3
## 82 1 Mortgage 1074.5 3
## 83 3 Mortgage 1077.5 1
## 84 11 Mortgage 1098.5 3
## 85 7 Mortgage 1113.5 3
## 86 7 Mortgage 1116.5 4
## 87 2 Mortgage 1137.5 1
## 88 9 Mortgage 1152.5 1
## 89 11 Mortgage 1155.5 2
## 90 1 Mortgage 1176.5 4
## 91 3 Mortgage 1191.5 4
## 92 2 Mortgage 1194.5 3
## 93 12 Mortgage 1215.5 2
## 94 7 Mortgage 1230.5 2
## 95 1 Mortgage 1233.5 3
## 96 1 Mortgage 1254.5 3
## 97 5 Mortgage 1257.5 1
## 98 7 Mortgage 1278.5 3
## 99 1 Mortgage 1293.5 3
## 100 2 Mortgage 1296.5 4
## 101 11 Mortgage 1317.5 1
## 102 7 Mortgage 1332.5 1
## 103 7 Mortgage 1335.5 2
## 104 1 Mortgage 1356.5 4
## 105 5 Mortgage 1371.5 4
## 106 11 Mortgage 1374.5 3
## 107 7 Mortgage 1395.5 2
## 108 2 Mortgage 1410.5 2
## 109 1 Mortgage 1413.5 3
## 110 15 Mortgage 1434.5 1
## 111 7 Mortgage 1455.5 3
## 112 1 Mortgage 1470.5 3
## 113 1 Mortgage 1473.5 4
## 114 9 Mortgage 1494.5 1
## num_enquiries Credit_score Current_credit_limit Highest_Credit
## 1 34 620 200 34
## 2 5 650 4000 12344
## 3 5 600 4000 12344
## 4 6 620 343 1234
## 5 34 650 200 34
## 6 34 600 200 34
## 7 2 620 400 2341
## 8 6 650 343 2341
## 9 6 600 343 2341
## 10 7 620 234 12344
## 11 2 650 400 1243
## 12 2 600 400 1243
## 13 5 620 4000 1234
## 14 7 650 234 34
## 15 34 620 200 34
## 16 5 650 4000 12344
## 17 5 600 4000 12344
## 18 6 620 343 1234
## 19 34 650 200 34
## 20 34 600 200 34
## 21 2 620 400 2341
## 22 6 650 343 2341
## 23 6 600 343 2341
## 24 7 620 234 12344
## 25 2 650 400 1243
## 26 2 600 400 1243
## 27 5 620 4000 1234
## 28 7 650 234 34
## 29 34 620 200 34
## 30 5 650 4000 12344
## 31 5 600 4000 12344
## 32 6 620 343 1234
## 33 34 650 200 34
## 34 34 600 200 34
## 35 2 620 400 2341
## 36 6 650 343 2341
## 37 6 600 343 2341
## 38 7 620 234 12344
## 39 2 650 400 1243
## 40 2 600 400 1243
## 41 5 620 4000 1234
## 42 34 620 200 34
## 43 5 650 4000 12344
## 44 5 600 4000 12344
## 45 6 620 343 1234
## 46 34 650 200 34
## 47 34 600 200 34
## 48 2 620 400 2341
## 49 6 650 343 2341
## 50 6 600 343 2341
## 51 7 620 234 12344
## 52 2 650 400 1243
## 53 2 600 400 1243
## 54 5 620 4000 1234
## 55 34 620 200 34
## 56 5 650 4000 12344
## 57 5 600 4000 12344
## 58 6 620 343 1234
## 59 34 650 200 34
## 60 34 600 200 34
## 61 2 620 400 2341
## 62 6 650 343 2341
## 63 6 600 343 2341
## 64 7 620 234 12344
## 65 2 650 400 1243
## 66 2 600 400 1243
## 67 5 620 4000 1234
## 68 7 650 234 34
## 69 34 620 200 34
## 70 5 650 4000 12344
## 71 5 600 4000 12344
## 72 6 620 343 1234
## 73 34 650 200 34
## 74 34 600 200 34
## 75 2 620 400 2341
## 76 6 650 343 2341
## 77 6 600 343 2341
## 78 7 620 234 12344
## 79 2 650 400 1243
## 80 2 600 400 1243
## 81 5 620 4000 1234
## 82 7 650 234 34
## 83 34 620 200 34
## 84 5 650 4000 12344
## 85 5 600 4000 12344
## 86 6 620 343 1234
## 87 34 650 200 34
## 88 34 600 200 34
## 89 2 620 400 2341
## 90 6 650 343 2341
## 91 6 600 343 2341
## 92 7 620 234 12344
## 93 2 650 400 1243
## 94 2 600 400 1243
## 95 5 620 4000 1234
## 96 7 650 234 34
## 97 34 620 200 34
## 98 5 650 4000 12344
## 99 5 600 4000 12344
## 100 6 620 343 1234
## 101 34 650 200 34
## 102 34 600 200 34
## 103 2 620 400 2341
## 104 6 650 343 2341
## 105 6 600 343 2341
## 106 7 620 234 12344
## 107 2 650 400 1243
## 108 2 600 400 1243
## 109 5 620 4000 1234
## 110 34 620 200 34
## 111 5 650 4000 12344
## 112 5 600 4000 12344
## 113 6 620 343 1234
## 114 34 650 200 34
## num_judge Single_Highest_Credit debt_month revolv_credit
## 1 0 2314 1234 y
## 2 0 546 1234 n
## 3 4 546 1234 y
## 4 5 56 213 y
## 5 0 2314 1234 n
## 6 0 2314 1234 n
## 7 0 1234 2134 n
## 8 0 56 213 n
## 9 0 56 213 n
## 10 0 324 34 n
## 11 0 1234 2134 n
## 12 0 1234 2134 n
## 13 0 546 1234 n
## 14 0 324 34 n
## 15 0 2314 1234 y
## 16 0 546 1234 n
## 17 4 546 1234 y
## 18 5 56 213 y
## 19 0 2314 1234 n
## 20 0 2314 1234 n
## 21 0 1234 2134 n
## 22 0 56 213 n
## 23 0 56 213 n
## 24 0 324 34 n
## 25 0 1234 2134 n
## 26 0 1234 2134 n
## 27 0 546 1234 n
## 28 0 324 34 n
## 29 0 2314 1234 y
## 30 0 546 1234 n
## 31 4 546 1234 y
## 32 5 56 213 y
## 33 0 2314 1234 n
## 34 0 2314 1234 n
## 35 0 1234 2134 n
## 36 0 56 213 n
## 37 0 56 213 n
## 38 0 324 34 n
## 39 0 1234 2134 n
## 40 0 1234 2134 n
## 41 0 546 1234 n
## 42 0 2314 1234 y
## 43 0 546 1234 n
## 44 4 546 1234 y
## 45 5 56 213 y
## 46 0 2314 1234 n
## 47 0 2314 1234 n
## 48 0 1234 2134 n
## 49 0 56 213 n
## 50 0 56 213 n
## 51 0 324 34 n
## 52 0 1234 2134 n
## 53 0 1234 2134 n
## 54 0 546 1234 n
## 55 0 2314 1234 y
## 56 0 546 1234 n
## 57 4 546 1234 y
## 58 5 56 213 y
## 59 0 2314 1234 n
## 60 0 2314 1234 n
## 61 0 1234 2134 n
## 62 0 56 213 n
## 63 0 56 213 n
## 64 0 324 34 n
## 65 0 1234 2134 n
## 66 0 1234 2134 n
## 67 0 546 1234 n
## 68 0 324 34 n
## 69 0 2314 1234 y
## 70 0 546 1234 n
## 71 4 546 1234 y
## 72 5 56 213 y
## 73 0 2314 1234 n
## 74 0 2314 1234 n
## 75 0 1234 2134 n
## 76 0 56 213 n
## 77 0 56 213 n
## 78 0 324 34 n
## 79 0 1234 2134 n
## 80 0 1234 2134 n
## 81 0 546 1234 n
## 82 0 324 34 n
## 83 0 2314 1234 y
## 84 0 546 1234 n
## 85 4 546 1234 y
## 86 5 56 213 y
## 87 0 2314 1234 n
## 88 0 2314 1234 n
## 89 0 1234 2134 n
## 90 0 56 213 n
## 91 0 56 213 n
## 92 0 324 34 n
## 93 0 1234 2134 n
## 94 0 1234 2134 n
## 95 0 546 1234 n
## 96 0 324 34 n
## 97 0 2314 1234 y
## 98 0 546 1234 n
## 99 4 546 1234 y
## 100 5 56 213 y
## 101 0 2314 1234 n
## 102 0 2314 1234 n
## 103 0 1234 2134 n
## 104 0 56 213 n
## 105 0 56 213 n
## 106 0 324 34 n
## 107 0 1234 2134 n
## 108 0 1234 2134 n
## 109 0 546 1234 n
## 110 0 2314 1234 y
## 111 0 546 1234 n
## 112 4 546 1234 y
## 113 5 56 213 y
## 114 0 2314 1234 n
## open_mortg_loans new_col Value_Segmentation
## 1 y jbutt@gmail.com High value
## 2 n leota@hotmail.com Med value
## 3 y kiley.caldarera@aol.com High value
## 4 n gruta@cox.net Med value
## 5 n bette_nicka@cox.net Low value
## 6 y allene_iturbide@cox.net Med value
## 7 y chanel.caudy@caudy.org Low value
## 8 n albina@glick.com High value
## 9 y valentine_gillian@gmail.com Low value
## 10 y kati.rulapaugh@hotmail.com High value
## 11 y jina_briddick@briddick.com Med value
## 12 n lnestle@hotmail.com High value
## 13 n sabra@uyetake.org Med value
## 14 n deeanna_juhas@gmail.com High value
## 15 y bpugh@aol.com Med value
## 16 n elly_morocco@gmail.com Low value
## 17 y brhym@rhym.com Med value
## 18 n micaela_rhymes@gmail.com Low value
## 19 n devorah@hotmail.com High value
## 20 y mmunns@cox.net Low value
## 21 y stephaine@barfield.com High value
## 22 n wilda@cox.net Med value
## 23 y lisha@centini.org High value
## 24 y arlene_klusman@gmail.com Med value
## 25 y twana.felger@felger.org High value
## 26 n sue@aol.com Low value
## 27 n jshin@shin.com High value
## 28 n oretha_menter@yahoo.com Med value
## 29 y tsmith@aol.com Low value
## 30 n van.shire@shire.com High value
## 31 y kimbery_madarang@cox.net Low value
## 32 n thurman.manno@yahoo.com High value
## 33 n melissa@cox.net Med value
## 34 y fjillson@aol.com High value
## 35 y gearldine_gellinger@gellinger.com Med value
## 36 n oshealy@hotmail.com Low value
## 37 y gpawlowicz@yahoo.com Med value
## 38 y cdeleo@deleo.com High value
## 39 y fannie.lungren@yahoo.com Med value
## 40 n irma.wolfgramm@hotmail.com High value
## 41 n eun@yahoo.com Med value
## 42 y nelida@gmail.com Low value
## 43 n merilyn_bayless@cox.net High value
## 44 y lemuel.latzke@gmail.com Low value
## 45 n mknipp@gmail.com High value
## 46 n jhanafan@gmail.com Med value
## 47 y ronny.caiafa@caiafa.org High value
## 48 y marge@gmail.com Med value
## 49 n beckie.silvestrini@silvestrini.com Low value
## 50 y vincent.meinerding@hotmail.com Med value
## 51 y rima@cox.net Low value
## 52 y tfrankel@aol.com High value
## 53 n jmugnolo@yahoo.com Low value
## 54 n eladia@saulter.com High value
## 55 y rickie.plumer@aol.com Med value
## 56 n peggie@cox.net Low value
## 57 y rhea_aredondo@cox.net Med value
## 58 n bsama@cox.net Low value
## 59 n martina_staback@staback.com High value
## 60 y stevie.westerbeck@yahoo.com Low value
## 61 y pamella@fortino.com High value
## 62 n joseph_cryer@cox.net Low value
## 63 y detra@aol.com Med value
## 64 y terrilyn.rodeigues@cox.net Low value
## 65 y lavonda@cox.net High value
## 66 n mirta_mallett@gmail.com Low value
## 67 n cathrine.pontoriero@pontoriero.com High value
## 68 n kayleigh.lace@yahoo.com Med value
## 69 y felix_hirpara@cox.net Low value
## 70 n christiane.eschberger@yahoo.com High value
## 71 y raina.brachle@brachle.org Low value
## 72 n erinn.canlas@canlas.com High value
## 73 n jesusita.flister@hotmail.com Med value
## 74 y france.buzick@yahoo.com Med value
## 75 y jferrario@hotmail.com Low value
## 76 n kirk.herritt@aol.com High value
## 77 y dulce_labreche@yahoo.com Low value
## 78 y kate_keneipp@yahoo.com High value
## 79 y llizama@cox.net Med value
## 80 n margart_meisel@yahoo.com High value
## 81 n kristofer.bennick@yahoo.com Med value
## 82 n vzepp@gmail.com Low value
## 83 y egwalthney@yahoo.com High value
## 84 n linn_paa@paa.com Med value
## 85 y sheron@aol.com High value
## 86 n izetta.funnell@hotmail.com Med value
## 87 n cyril_daufeldt@daufeldt.com High value
## 88 y cventura@yahoo.com Low value
## 89 y galen@yahoo.com High value
## 90 n lashandra@yahoo.com Med value
## 91 y dean_ketelsen@gmail.com High value
## 92 y levi.munis@gmail.com Med value
## 93 y tasia_andreason@yahoo.com Low value
## 94 n glenna_slayton@cox.net Med value
## 95 n mitzie_hudnall@yahoo.com Low value
## 96 n lynelle_auber@gmail.com High value
## 97 y merissa.tomblin@gmail.com Med value
## 98 n elke_sengbusch@yahoo.com Low value
## 99 y aonofrio@onofrio.com Med value
## 100 n ljurney@hotmail.com Low value
## 101 n stephane_myricks@cox.net High value
## 102 y jeanice.claucherty@yahoo.com Low value
## 103 y josphine_villanueva@villanueva.com High value
## 104 n lonna_diestel@gmail.com Med value
## 105 y sharika.eanes@aol.com High value
## 106 y nu@gmail.com Med value
## 107 y ruthann@hotmail.com Low value
## 108 n ryan@cox.net Med value
## 109 n jess.chaffins@chaffins.org Low value
## 110 y rasheeda@aol.com High value
## 111 n lili.paskin@cox.net Low value
## 112 y lawrence.lorens@hotmail.com Med value
## 113 n carlee.boulter@hotmail.com Low value
## 114 n flo.bookamer@cox.net High value
## prev_loan_close_Date HasopenLoan num_late_payments num_miss_payments
## 1 6/13/2014 Y 1 4
## 2 6/13/2014 N 2 2
## 3 6/13/2014 Y 1 3
## 4 6/13/2014 N 1 3
## 5 6/13/2014 Y 2 1
## 6 6/13/2014 N 1 1
## 7 6/13/2014 Y 1 1
## 8 6/13/2014 Y 3 2
## 9 6/13/2014 Y 4 1
## 10 6/13/2014 Y 4 1
## 11 6/13/2014 N 3 2
## 12 6/13/2014 Y 2 1
## 13 6/13/2014 N 2 1
## 14 6/13/2014 Y 3 1
## 15 6/13/2014 N 2 2
## 16 6/13/2014 Y 2 3
## 17 6/13/2014 N 2 3
## 18 6/13/2014 Y 2 1
## 19 6/13/2014 Y 1 2
## 20 6/13/2014 Y 3 2
## 21 6/13/2014 Y 3 2
## 22 6/13/2014 N 4 1
## 23 6/13/2014 Y 3 2
## 24 6/13/2014 N 3 2
## 25 6/13/2014 Y 1 4
## 26 6/13/2014 Y 4 1
## 27 6/13/2014 Y 3 1
## 28 6/13/2014 N 1 3
## 29 6/13/2014 Y 2 3
## 30 6/13/2014 Y 3 1
## 31 6/13/2014 Y 1 1
## 32 6/13/2014 Y 1 2
## 33 6/13/2014 N 3 2
## 34 6/13/2014 Y 4 1
## 35 6/13/2014 N 4 1
## 36 6/13/2014 Y 3 1
## 37 6/13/2014 N 2 1
## 38 6/13/2014 Y 1 4
## 39 6/13/2014 N 2 2
## 40 6/13/2014 Y 1 3
## 41 6/13/2014 N 1 3
## 42 6/13/2014 Y 2 1
## 43 6/13/2014 Y 1 2
## 44 6/13/2014 Y 3 2
## 45 6/13/2014 Y 3 2
## 46 6/13/2014 N 4 1
## 47 6/13/2014 Y 3 2
## 48 6/13/2014 N 3 2
## 49 6/13/2014 N 3 1
## 50 6/13/2014 N 2 1
## 51 6/13/2014 Y 4 1
## 52 6/13/2014 Y 1 3
## 53 6/13/2014 Y 2 3
## 54 6/13/2014 Y 2 3
## 55 6/13/2014 N 1 1
## 56 6/13/2014 Y 3 2
## 57 6/13/2014 N 4 1
## 58 6/13/2014 Y 4 1
## 59 6/13/2014 Y 3 2
## 60 6/13/2014 Y 2 1
## 61 6/13/2014 Y 2 1
## 62 6/13/2014 Y 4 1
## 63 6/13/2014 N 1 2
## 64 6/13/2014 Y 1 2
## 65 6/13/2014 Y 2 3
## 66 6/13/2014 Y 3 1
## 67 6/13/2014 Y 4 1
## 68 6/13/2014 N 2 2
## 69 6/13/2014 Y 3 2
## 70 6/13/2014 Y 4 1
## 71 6/13/2014 Y 3 2
## 72 6/13/2014 Y 3 2
## 73 6/13/2014 N 2 1
## 74 6/13/2014 N 2 1
## 75 6/13/2014 Y 4 1
## 76 6/13/2014 Y 1 3
## 77 6/13/2014 Y 2 3
## 78 6/13/2014 Y 2 3
## 79 6/13/2014 N 1 1
## 80 6/13/2014 Y 2 2
## 81 6/13/2014 N 2 2
## 82 6/13/2014 Y 4 1
## 83 6/13/2014 Y 4 1
## 84 6/13/2014 N 3 2
## 85 6/13/2014 Y 2 1
## 86 6/13/2014 N 2 1
## 87 6/13/2014 Y 3 1
## 88 6/13/2014 Y 1 2
## 89 6/13/2014 Y 1 3
## 90 6/13/2014 N 2 3
## 91 6/13/2014 Y 4 1
## 92 6/13/2014 N 1 1
## 93 6/13/2014 Y 3 2
## 94 6/13/2014 N 4 1
## 95 6/13/2014 Y 4 1
## 96 6/13/2014 Y 3 2
## 97 6/13/2014 N 3 2
## 98 6/13/2014 Y 4 5
## 99 6/13/2014 N 2 1
## 100 6/13/2014 Y 4 1
## 101 6/13/2014 Y 1 3
## 102 6/13/2014 Y 2 3
## 103 6/13/2014 Y 2 3
## 104 6/13/2014 N 1 1
## 105 6/13/2014 Y 2 2
## 106 6/13/2014 N 2 2
## 107 6/13/2014 Y 4 1
## 108 6/13/2014 N 8 2
## 109 6/13/2014 Y 3 2
## 110 6/13/2014 Y 2 1
## 111 6/13/2014 Y 4 1
## 112 6/13/2014 N 1 2
## 113 6/13/2014 Y 1 2
## 114 6/13/2014 Y 2 3
## refinance loan_type
## 1 No Refinancing Mortgage
## 2 For Shortern tenure Personal
## 3 No Refinancing Personal
## 4 For Shortern tenure Personal
## 5 For longer ternure Mortgage
## 6 For Shortern tenure Mortgage
## 7 For longer ternure Mortgage
## 8 No Refinancing Mortgage
## 9 For longer ternure Mortgage
## 10 No Refinancing Children
## 11 For Shortern tenure Mortgage
## 12 No Refinancing Auto
## 13 For Shortern tenure Auto
## 14 No Refinancing Personal
## 15 For Shortern tenure Personal
## 16 For longer ternure Mortgage
## 17 For Shortern tenure Mortgage
## 18 For longer ternure Mortgage
## 19 No Refinancing Mortgage
## 20 For longer ternure Mortgage
## 21 No Refinancing Mortgage
## 22 For Shortern tenure Mortgage
## 23 No Refinancing Mortgage
## 24 For Shortern tenure Mortgage
## 25 No Refinancing Mortgage
## 26 For longer ternure Mortgage
## 27 No Refinancing Personal
## 28 For Shortern tenure Personal
## 29 For longer ternure Mortgage
## 30 No Refinancing Mortgage
## 31 For longer ternure Mortgage
## 32 No Refinancing Mortgage
## 33 For Shortern tenure Children
## 34 No Refinancing Children
## 35 For Shortern tenure Mortgage
## 36 For longer ternure Mortgage
## 37 For Shortern tenure Auto
## 38 No Refinancing Mortgage
## 39 For Shortern tenure Personal
## 40 No Refinancing Personal
## 41 For Shortern tenure Personal
## 42 For longer ternure Mortgage
## 43 No Refinancing Mortgage
## 44 For longer ternure Mortgage
## 45 No Refinancing Mortgage
## 46 For Shortern tenure Mortgage
## 47 No Refinancing Mortgage
## 48 For Shortern tenure Mortgage
## 49 No Refinancing Personal
## 50 For Shortern tenure Mortgage
## 51 For longer ternure Mortgage
## 52 No Refinancing Personal
## 53 For longer ternure Mortgage
## 54 No Refinancing Mortgage
## 55 For Shortern tenure Mortgage
## 56 For longer ternure Mortgage
## 57 For Shortern tenure Mortgage
## 58 For longer ternure Mortgage
## 59 No Refinancing Mortgage
## 60 For longer ternure Mortgage
## 61 No Refinancing Auto
## 62 For longer ternure Mortgage
## 63 For Shortern tenure Personal
## 64 For longer ternure Personal
## 65 No Refinancing Mortgage
## 66 For longer ternure Mortgage
## 67 No Refinancing Mortgage
## 68 For Shortern tenure Mortgage
## 69 For longer ternure Mortgage
## 70 No Refinancing Children
## 71 For longer ternure Mortgage
## 72 No Refinancing Mortgage
## 73 For Shortern tenure Auto
## 74 For Shortern tenure Mortgage
## 75 For longer ternure Mortgage
## 76 No Refinancing Personal
## 77 For longer ternure Mortgage
## 78 No Refinancing Mortgage
## 79 For Shortern tenure Mortgage
## 80 No Refinancing Mortgage
## 81 For Shortern tenure Mortgage
## 82 For longer ternure Mortgage
## 83 No Refinancing Children
## 84 For Shortern tenure Mortgage
## 85 No Refinancing Auto
## 86 For Shortern tenure Auto
## 87 No Refinancing Personal
## 88 For longer ternure Personal
## 89 No Refinancing Personal
## 90 For Shortern tenure Mortgage
## 91 No Refinancing Mortgage
## 92 For Shortern tenure Mortgage
## 93 For longer ternure Mortgage
## 94 For Shortern tenure Mortgage
## 95 For longer ternure Mortgage
## 96 No Refinancing Mortgage
## 97 For Shortern tenure Mortgage
## 98 For Shortern tenure Mortgage
## 99 For Shortern tenure Mortgage
## 100 For longer ternure Mortgage
## 101 No Refinancing Personal
## 102 For longer ternure Mortgage
## 103 No Refinancing Mortgage
## 104 For Shortern tenure Mortgage
## 105 No Refinancing Mortgage
## 106 For Shortern tenure Mortgage
## 107 For longer ternure Mortgage
## 108 For Shortern tenure Mortgage
## 109 For longer ternure Mortgage
## 110 No Refinancing Auto
## 111 For longer ternure Mortgage
## 112 For Shortern tenure Personal
## 113 For longer ternure Personal
## 114 No Refinancing Mortgage
From the AccountManager data, remove records with age group ‘<20’
accnt<-subset(AccountsManager,AccountsManager$Agegroup !="<20")
From the CustTrans_Internal data, exclude records with 3 defaults in 12 months and 5 late payments in 12 months
Acc<-filter(CustTrans_Internal,num_late_payments <5 ,num_miss_payments > 3)
View(Acc)