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E-Commerce is the activity of buying or selling products through online services or over the Internet. The e-commerce market has changed the way business is transacted, whether in retail or
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Overview
E-Commerce is the activity of buying or selling products through online services or over the Internet. The e-commerce market has changed the way business is transacted, whether in retail or business-to-business, locally or globally.
The dataset of this project is from an online store, which includes product information and customer transaction records from 2016 to 2018. The ultimate goal of the company is to improve the sales. In this project, youre supposed to find out the online shopping behaviors of the customers and make marketing suggestions for the store in order to increase the customers life-time value to the company.
Dataset
The dataset has 7 tables, which include customer transaction information for each order and the product information:
onlineshop_customers.sql
onlineshop_orders_items.sql: one order can contain more than one item.
onlineshop_orders.sql: fulfilled indicates the order was completed.
onlineshop_products_sku.sql: sku represent stock keeping unit, which is used to track inventory in the store.
onlineshop_product.sql
onlineshop_traffic.sql: page_views: each time a user visits a web page, it is called a page view; sessions: a session is a group of user interactions with your website that take place within a given time frame; avg_session_in_s: average seconds in one session.
onlineshop_transactions.sql: status success indicates the transaction was completed.
Assignment
The objective of this E-Commerce project is to test your SQL skills as well as data analytics skills. Firstly, because the dataset is in .sql format, you will need to load the dataset into MySQL Workbench. Make sure to create a schema first, the sql files are for individual tables. Feel free to utilize visualizations and research material to support your responses to some of the tasks and questions. Also, remember to show your calculations.
Describe the relationship between each table.
Find the Product type, Product style and SKU number for each product. (You may join different tables together to get your proper result)
Whats the total number of orders for each product type? Whats the most popular product type?
What are the monthly total sales and monthly total orders? How about the total orders for each product over time?
How about traffic over time e.g. page views, and sessions? Do you see any relationship between traffic and orders over time?
Select and calculate important business metrics, e.g. churn rate, retention rate, conversion rate. Justify your selection and explain and interpret the result.
The goal for almost all companies is to boost sales. With that in mind, based on the metrics that you calculated, what business suggestions are you able to provide in order to achieve the goal.
Requirement:
4 pages minimum. The cover page and reference page/s are not included in the above-stated page requirement.
Papers need to be formatted in proper APA 7th Edition style.
A minimum of at least three outside peer-reviewed sources for your references.
BAS501SASQL_dataset.zip
onlineshop_customers.sql
MySQL dump 10.13 Distrib 8.0.12, for macos10.13 (x86_64) Host: localhost Database: onlineshop Server version 8.0.12 /*!40101 SET @[email protected]@CHARACTER_SET_CLIENT */; /*!40101 SET @[email protected]@CHARACTER_SET_RESULTS */; /*!40101 SET @[email protected]@COLLATION_CONNECTION */; SET NAMES utf8 ; /*!40103 SET @[email protected]@TIME_ZONE */; /*!40103 SET TIME_ZONE=’+00:00′ */; /*!40014 SET @[email protected]@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */; /*!40014 SET @[email protected]@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */; /*!40101 SET @[email protected]@SQL_MODE, SQL_MODE=’NO_AUTO_VALUE_ON_ZERO’ */; /*!40111 SET @[email protected]@SQL_NOTES, SQL_NOTES=0 */; Table structure for table `customers` DROP TABLE IF EXISTS `customers`; /*!40101 SET @saved_cs_client = @@character_set_client */; SET character_set_client = utf8mb4 ; CREATE TABLE `customers` ( `id` varchar(20) DEFAULT NULL, `full_name` text, `created_at` date DEFAULT NULL ) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci; /*!40101 SET character_set_client = @saved_cs_client */; Dumping data for table `customers` LOCK TABLES `customers` WRITE; /*!40000 ALTER TABLE `customers` DISABLE KEYS */; INSERT INTO `customers` VALUES (‘8652230815′,NULL,’2016-08-16’),(‘8686141151′,’Warren Perez’,’2016-08-22′),(‘8686909727′,’Micheal Robles’,’2016-08-22′),(‘8686915935′,’Michael Ellis’,’2016-08-22′),(‘8686918303′,’Robert Stewart’,’2016-08-22′),(‘8686919327′,’Martha Harris’,’2016-08-22′),(‘8686946783′,’Judith Beck’,’2016-08-22′),(‘8687004319′,’Manuel Morgan Jr.’,’2016-08-22′),(‘8687041311′,’Joseph Willis’,’2016-08-22′),(‘8687195615′,’Jeffrey Salazar’,’2016-08-22′),(‘8687247327′,’Kristina Ray’,’2016-08-22′),(‘8687317279′,’Eric Waller’,’2016-08-22′),(‘8687323487′,’Stephen Mitchell’,’2016-08-22′),(‘8687338847′,’Lisa Ross’,’2016-08-22′),(‘8687340895′,’Alexander Davis’,’2016-08-22′),(‘8687342559′,’Marissa Castro’,’2016-08-22′),(‘8687351263′,’Stacy Crawford’,’2016-08-22′),(‘8687395039′,’Sarah Simon’,’2016-08-22′),(‘8687505759′,’Becky Thomas’,’2016-08-22′),(‘8687578591′,’Aaron Stewart’,’2016-08-22′),(‘8687588831′,’Jared Lewis’,’2016-08-22′),(‘8687612447′,’Christopher Allison’,’2016-08-22′),(‘8687622687′,’Cassandra Lewis’,’2016-08-22′),(‘8687624159′,’Jonathan Mitchell’,’2016-08-22′),(‘8687625631′,’Mrs. Natalie Lopez’,’2016-08-22′),(‘8687626015′,’Melissa Wilson’,’2016-08-22′),(‘8687629599′,’Anthony Gonzalez’,’2016-08-22′),(‘8687633823′,’Jose Donovan’,’2016-08-22′),(‘8687634591′,’Todd Anderson’,’2016-08-22′),(‘8687639839′,’Robin Nunez’,’2016-08-22′),(‘8687643615′,’Daniel Lee’,’2016-08-22′),(‘8687656799′,’Dennis Gray’,’2016-08-22′),(‘8687660703′,’Chad Horton’,’2016-08-22′),(‘8687667935′,’Megan Gates’,’2016-08-22′),(‘8687669407′,’Scott Evans’,’2016-08-22′),(‘8687670687′,’Randy Carter’,’2016-08-22′),(‘8687671135′,’Dr. Daniel Nelson MD’,’2016-08-22′),(‘8687677279′,’Brandon Jacobson’,’2016-08-22′),(‘8687678687′,’Richard Huff’,’2016-08-22′),(‘8687678815′,’Laura Davis’,’2016-08-22′),(‘8687680095′,’Brian Wong’,’2016-08-22′),(‘8687684383′,’Michael Schroeder’,’2016-08-22′),(‘8687690975′,’David Lloyd’,’2016-08-22′),(‘8687712799′,’Jennifer Jackson’,’2016-08-22′),(‘8687715807′,’Anthony Weeks’,’2016-08-22′),(‘8687720991′,’Jessica Bird’,’2016-08-22′),(‘8687723935′,’Jonathan Santiago’,’2016-08-22′),(‘8687726431′,’Randall Dunn’,’2016-08-22′),(‘8687730335′,’Malik Tyler’,’2016-08-22′),(‘8687739551′,’Tyler Cortez’,’2016-08-22′),(‘8687746783′,’Jacob Nguyen’,’2016-08-22′),(‘8687753759′,’Scott Henderson’,’2016-08-22′),(‘8687788127′,’Theresa Powell’,’2016-08-22′),(‘8687792095′,’Jason Williams’,’2016-08-22′),(‘8687826783′,’Gina Reed’,’2016-08-22′),(‘8687860255′,’Erik Brown’,’2016-08-22′),(‘8687878815′,’Bradley Hurley’,’2016-08-22′),(‘8687926239′,’Justin Smith’,’2016-08-22′),(‘8687959967′,’Ashley Vaughn’,’2016-08-22′),(‘8687976671′,’Stacey Wood’,’2016-08-22′),(‘8687983647′,’Robert Jacobs’,’2016-08-22′),(‘8687999647′,’Jeffery Taylor’,’2016-08-22′),(‘8688002271′,’Duane Lee’,’2016-08-22′),(‘8688019615′,’Joe Woodard’,’2016-08-22′),(‘8688024671′,’Jeffrey Cisneros’,’2016-08-22′),(‘8688025183′,’Joshua Mcdowell’,’2016-08-22′),(‘8688028383′,’Ruth Caldwell’,’2016-08-22′),(‘8688032927′,’Cameron Nelson’,’2016-08-22′),(‘8688047199′,’Kelly Brown’,’2016-08-22′),(‘8688060703′,’Caitlin Mcdonald’,’2016-08-22′),(‘8688070175′,’Christina Rivera’,’2016-08-22′),(‘8688071583′,’Travis Martin’,’2016-08-22′),(‘8688075359′,’Jessica Reynolds’,’2016-08-22′),(‘8688075743′,’Kim Hartman’,’2016-08-22′),(‘8688082591′,’Madison Martinez’,’2016-08-22′),(‘8688093791′,’Kaylee Holland’,’2016-08-22′),(‘8688113503′,’Tammie Wallace’,’2016-08-22′),(‘8688117791′,’Keith Silva’,’2016-08-22′),(‘8688129823′,’Brett Martinez’,’2016-08-22′),(‘8688133663′,’Jeffrey Todd’,’2016-08-22′),(‘8688142239′,’Joanna Thomas’,’2016-08-22′),(‘8688152799′,’Christopher Sullivan’,’2016-08-22′),(‘8688153567′,’Joseph Watkins’,’2016-08-22′),(‘8688158559′,’Theodore Jackson’,’2016-08-22′),(‘8688194143′,’Michael Burke’,’2016-08-22′),(‘8688248671′,’Janet Olsen’,’2016-08-22′),(‘8688333343′,’Dr. Peggy Cruz’,’2016-08-22′),(‘8688359199′,’Donald Ramirez’,’2016-08-22′),(‘8688362015′,’Adrian Lopez’,’2016-08-22′),(‘8688364767′,’Sean Young’,’2016-08-22′),(‘8688368031′,’Crystal Lee’,’2016-08-22′),(‘8688373343′,’Daniel Knight’,’2016-08-22′),(‘8688375839′,’Miguel Kelley’,’2016-08-22′),(‘8688376927′,’Jerry Bender’,’2016-08-22′),(‘8688445599′,’Elizabeth Lewis’,’2016-08-22′),(‘8688467423′,’William Walters’,’2016-08-22′),(‘8688488351′,’Anthony Johnson DDS’,’2016-08-22′),(‘8688491935′,’Michelle Warren’,’2016-08-22′),(‘8688492767′,’Martin Burnett’,’2016-08-22′),(‘8688847263′,’Ana Perkins MD’,’2016-08-22′),(‘8688495199′,’Kelli Miles’,’2016-08-22′),(‘8688495775′,NULL,’2016-08-22’),(‘8688496031′,’Peter Haas’,’2016-08-22′),(‘8688496991′,’Donna Garcia’,’2016-08-22′),(‘8688503263′,’Jillian Rodriguez’,’2016-08-22′),(‘8688504991′,’Mary Norton’,’2016-08-22′),(‘8688505567′,’Andrew Dickerson’,’2016-08-22′),(‘8688510239′,’James Ruiz’,’2016-08-22′),(‘8688512159′,’Rebecca Anderson’,’2016-08-22′),(‘8688512671′,’Matthew Ware’,’2016-08-22′),(‘8688514143′,’Brandi Young MD’,’2016-08-22′),(‘8688515359′,’Andrea Turner’,’2016-08-22′),(‘8688516639′,’Heather Butler’,’2016-08-22′),(‘8688518303′,’Angel Cline’,’2016-08-22′),(‘8688519455′,’April Rodriguez’,’2016-08-22′),(‘8688520735′,’David Martinez’,’2016-08-22′),(‘8688521759′,’Kelly Ramsey’,’2016-08-22′),(‘8688522527′,’Tara Lewis’,’2016-08-22′),(‘8688525983′,’Michael James’,’2016-08-22′),(‘8688533215′,NULL,’2016-08-22’),(‘8688535199′,’Rose Willis’,’2016-08-22′),(‘8688537567′,’Rachel Lucas’,’2016-08-22′),(‘8688541087′,NULL,’2016-08-22’),(‘8688542751′,’Victoria Harper’,’2016-08-22′),(‘8688543967′,’Jenna Hoffman’,’2016-08-22′),(‘8688545375′,’Amy Rodriguez’,’2016-08-22′),(‘8688554015′,’Ryan Graves’,’2016-08-22′),(‘8688561503′,’Seth Ware’,’2016-08-22′),(‘8688567583′,’Aaron Chavez’,’2016-08-22′),(‘8688570079′,’Lee Harrison’,’2016-08-22′),(‘8688574495′,’Jacob Le’,’2016-08-22′),(‘8688577631′,’Ryan Simpson’,’2016-08-22′),(‘8688578463′,’Susan Curry’,’2016-08-22′),(‘8688579295′,’Steven Walls’,’2016-08-22′),(‘8688579679′,NULL,’2016-08-22’),(‘8688582687′,’Richard Davis’,’2016-08-22′),(‘8688583007′,’Jeffrey Farrell’,’2016-08-22′),(‘8688587359′,NULL,’2016-08-22’),(‘8688591007′,NULL,’2016-08-22’),(‘8688600799′,’Deborah Novak’,’2016-08-22′),(‘8688601503′,’Caitlin Klein’,’2016-08-22′),(‘8688602207′,’Shannon Collins’,’2016-08-22′),(‘8688606175′,’Andrew Taylor’,’2016-08-22′),(‘8688618527′,’Jose Clark’,’2016-08-22′),(‘8688628767′,’Carla Swanson’,’2016-08-22′),(‘8688630815′,’Dale Richard’,’2016-08-22′),(‘8688636511′,NULL,’2016-08-22’),(‘8688638943′,’Diana Norman’,’2016-08-22′),(‘8688647327′,’Jillian Martin’,’2016-08-22′),(‘8688650719′,’Ashley Elliott’,’2016-08-22′),(‘8688651039′,’Andrea Johnson’,’2016-08-22′),(‘8688654175′,’James Garza’,’2016-08-22′),(‘8688655327′,’Ryan Griffith’,’2016-08-22′),(‘8688656991′,’Kirsten Foster’,’2016-08-22′),(‘8688659039′,’Mark Turner’,’2016-08-22′),(‘8688661279′,’Roberto Higgins’,’2016-08-22′),(‘8688662175′,’Sharon Schroeder’,’2016-08-22′),(‘8688666271′,’Monique Ward’,’2016-08-22′),(‘8688667359′,’Derrick Johnson’,’2016-08-22′),(‘8688667743′,’Michael Hogan’,’2016-08-22′),(‘8688673119′,’Michele Morris’,’2016-08-22′),(‘8688678495′,’Curtis Kelly’,’2016-08-22′),(‘8688680031′,’David Gillespie’,’2016-08-22′),(‘8688680351′,’Danielle Parks’,’2016-08-22′),(‘8688682911′,’Brenda James’,’2016-08-22′),(‘8688683551′,’Marc Perez’,’2016-08-22′),(‘8688691231′,’Kimberly Woods’,’2016-08-22′),(‘8688691487′,’Bryan Vega’,’2016-08-22′),(‘8688692255′,’Angela Moore’,’2016-08-22′),(‘8688693663′,’Lauren Jackson’,’2016-08-22′),(‘8688699359′,’Jennifer Lyons’,’2016-08-22′),(‘8688699935′,’Jennifer Jones’,’2016-08-22′),(‘8688701407′,’Matthew Baker’,’2016-08-22′),(‘8688701791′,’Lori Flores’,’2016-08-22′),(‘8688705759′,’Kyle Jackson’,’2016-08-22′),(‘8688707807′,’Jeremy Shaw’,’2016-08-22′),(‘8688708639′,’Sonya Steele’,’2016-08-22′),(‘8688711391′,’Bryan Wilson’,’2016-08-22′),(‘8688712543′,’Melissa Wall’,’2016-08-22′),(‘8688717535′,’Robert Weaver’,’2016-08-22′),(‘8688718111′,’Veronica Mcguire’,’2016-08-22′),(‘8688719967′,’Lacey Gonzalez’,’2016-08-22′),(‘8688725983′,’Cory Rocha’,’2016-08-22′),(‘8688733727′,’Joanna Cain’,’2016-08-22′),(‘8688736607′,’Dustin Romero’,’2016-08-22′),(‘8688745503′,’Teresa Santiago’,’2016-08-22′),(‘8688751263′,’Joseph King’,’2016-08-22′),(‘8688755743′,’Kimberly Schneider’,’2016-08-22′),(‘8688760671′,’Corey Peterson’,’2016-08-22′),(‘8688760863′,’Steven Deleon’,’2016-08-22′),(‘8688764255′,’Elizabeth Jones’,’2016-08-22′),(‘8688767647′,’Lisa Vance’,’2016-08-22′),(‘8688771551′,NULL,’2016-08-22’),(‘8688772511′,’Christine Reyes’,’2016-08-22′),(‘8688776863′,’Richard Fisher’,’2016-08-22′),(‘8688783967′,’Daniel Robinson’,’2016-08-22′),(‘8688785631′,’Emma Maldonado’,’2016-08-22′),(‘8688791135′,’Richard Parks’,’2016-08-22′),(‘8688872671′,’Cody Clarke’,’2016-08-22′),(‘8688793695′,’James Flowers’,’2016-08-22′),(‘8688801439′,’Holly Carson’,’2016-08-22′),(‘8688806495′,’Raven Parrish’,’2016-08-22′),(‘8688807135′,’Timothy Moore’,’2016-08-22′),(‘8688809951′,’Seth Thomas’,’2016-08-22′),(‘8688817951′,’Susan Taylor’,’2016-08-22′),(‘8688822367′,NULL,’2016-08-22’),(‘8688828511′,’Kimberly Lee’,’2016-08-22′),(‘8688828639′,’Joanne Mooney’,’2016-08-22′),(‘8688829087′,’Kathy Ortega’,’2016-08-22′),(‘8688830815′,’Tiffany Lucas’,’2016-08-22′),(‘8688831327′,NULL,’2016-08-22’),(‘8688831967′,’Jaime King’,’2016-08-22′),(‘8688832095′,’Marc Roberson DDS’,’2016-08-22′),(‘8688833631′,NULL,’2016-08-22’),(‘8688833823′,’Nicole Anderson’,’2016-08-22′),(‘8688834399′,’Timothy Moses’,’2016-08-22′),(‘8688835167′,’Angela Lewis’,’2016-08-22′),(‘8688835487′,’Kurt Black’,’2016-08-22′),(‘8688835615′,’Linda Black’,’2016-08-22′),(‘8688837151′,’Diamond Roy’,’2016-08-22′),(‘8688838687′,’Kathleen Gray’,’2016-08-22′),(‘8688840671′,NULL,’2016-08-22’),(‘8688841887′,’Heather White’,’2016-08-22′),(‘8688843039′,NULL,’2016-08-22’),(‘8688844383′,’Kyle Adams’,’2016-08-22′),(‘8688848543′,’Nancy Smith’,’2016-08-22′),(‘8688848991′,’Sierra Hoffman’,’2016-08-22′),(‘8688851295′,’Jenna Cain’,’2016-08-22′),(‘8688851807′,’Karen Wood’,’2016-08-22′),(‘8688851999′,’Amanda Christian’,’2016-08-22′),(‘8688852959′,’Willie Mcmillan’,’2016-08-22′),(‘8688853471′,’Kelly Cooper’,’2016-08-22′),(‘8688853791′,’Edwin Meadows’,’2016-08-22′),(‘8688854623′,’Fernando Brooks’,’2016-08-22′),(‘8688857887′,’Carolyn Parks’,’2016-08-22′),(‘8688858847′,’Veronica Stokes’,’2016-08-22′),(‘8688860703′,’Stephanie Raymond’,’2016-08-22′),(‘8688863135′,’Randy Long’,’2016-08-22′),(‘8688863519′,’Mark Riddle’,’2016-08-22′),(‘8688863839′,’David Kent’,’2016-08-22′),(‘8688863967′,NULL,’2016-08-22’),(‘8688864863′,’Sarah Lozano’,’2016-08-22′),(‘8688864927′,’Kenneth Valencia’,’2016-08-22′),(‘8688868639′,’Collin Bailey’,’2016-08-22′),(‘8688868767′,’Jerome Thomas’,’2016-08-22′),(‘8688869023′,’Paula Stewart’,’2016-08-22′),(‘8688869087′,’Christopher Davis’,’2016-08-22′),(‘8688870175′,’Michael Huang’,’2016-08-22′),(‘8688870303′,’Corey Hanson’,’2016-08-22′),(‘8688870559′,’Melanie Hawkins’,’2016-08-22′),(‘8688870815′,’Dana Saunders’,’2016-08-22′),(‘8688872095′,’John Wood’,’2016-08-22′),(‘8688872479′,NULL,’2016-08-22’),(‘8688874143′,’Richard Clark’,’2016-08-22′),(‘8688874335′,’Carl Henson’,’2016-08-22′),(‘8688874399′,NULL,’2016-08-22’),(‘8688875039′,NULL,’2016-08-22’),(‘8688875103′,’Holly Deleon’,’2016-08-22′),(‘8688875615′,’Kelly Garcia’,’2016-08-22′),(‘8688875871′,’Bruce Campbell’,’2016-08-22′),(‘8688876511′,’Mary Lee’,’2016-08-22′),(‘8688877343′,’Roy Garza’,’2016-08-22′),(‘8688878239′,’Jeffrey Jackson’,’2016-08-22′),(‘8688878751′,’Melissa Crawford’,’2016-08-22′),(‘8688881247′,’Jeffrey Bryant’,’2016-08-22′),(‘8688881823′,’Joshua Hicks’,’2016-08-22′),(‘8688882143′,’Timothy Mahoney’,’2016-08-22′),(‘8688882719′,NULL,’2016-08-22’),(‘8688882783′,’Jennifer Rasmussen’,’2016-08-22′),(‘8688882847′,NULL,’2016-08-22’),(‘8688883231′,’Joseph Garcia’,’2016-08-22′),(‘8688883423′,’Teresa Murillo’,’2016-08-22′),(‘8688884255′,’Matthew Walter’,’2016-08-22′),(‘8688886559′,’Chelsea Gibson’,’2016-08-22′),(‘8688887583′,’Blake Harris’,’2016-08-22′),(‘8688888863′,’Kevin Richard’,’2016-08-22′),(‘8688889631′,NULL,’2016-08-22’),(‘8688889951′,’Nancy Welch’,’2016-08-22′),(‘8688890079′,’Nicholas Gonzalez’,’2016-08-22′),(‘8688890271′,’Brenda Brown’,’2016-08-22′),(‘8688890527′,’Tiffany Wilson’,’2016-08-22′),(‘8688890655′,’Hector Simpson’,’2016-08-22′),(‘8688890975′,’Steven Anderson’,’2016-08-22′),(‘8688891103′,’Kimberly Farmer’,’2016-08-22′),(‘8688891935′,’James Miller’,’2016-08-22′),(‘8688892575′,’Mario Carlson’,’2016-08-22′),(‘8688894239′,’Amanda Goodman’,’2016-08-22′),(‘8688894943′,’Ryan Decker’,’2016-08-22′),(‘8688895583′,’Mary Mitchell’,’2016-08-22′),(‘8688895647′,’James Matthews’,’2016-08-22′),(‘8688896095′,’Jessica Spears’,’2016-08-22′),(‘8688897119′,’Mr. Carlos Tran’,’2016-08-22′),(‘8688897183′,’Alicia Ryan’,’2016-08-22′),(‘8688897311′,NULL,’2016-08-22’),(‘8688897439′,’Ashley Ingram’,’2016-08-22′),(‘8688897503′,’Nicole Smith MD’,’2016-08-22′),(‘8688898271′,’Heather Cooper’,’2016-08-22′),(‘8688898719′,’Paul Bradley’,’2016-08-22′),(‘8688899103′,’Jason Roy’,’2016-08-22′),(‘8688899423′,’Olivia Watts’,’2016-08-22′),(‘8688899487′,’Allison Randolph’,’2016-08-22′),(‘8688900127′,’Jennifer Brown’,’2016-08-22′),(‘8688900191′,’Beth Harris’,’2016-08-22′),(‘8688900319′,’Terry Flores’,’2016-08-22′),(‘8688900703′,’Jenna Meyer’,’2016-08-22′),(‘8688900767′,’Craig Hendrix’,’2016-08-22′),(‘8688900959′,’Christie Garza’,’2016-08-22′),(‘8688901343′,’Jennifer Roberts’,’2016-08-22′),(‘8688902111′,’Michael Gonzales’,’2016-08-22′),(‘8688903071′,’Anna Dunn’,’2016-08-22′),(‘8688903903′,’Jerry Ortiz’,’2016-08-22′),(‘8688904351′,’John Valenzuela’,’2016-08-22′),(‘8688904479′,’Kimberly Jackson’,’2016-08-22′),(‘8688906143′,’Jeffrey Jones Jr.’,’2016-08-22′),(‘8688906591′,’Bruce Keller’,’2016-08-22′),(‘8688906655′,’Vanessa Torres’,’2016-08-22′),(‘8688906975′,’Jonathan Thompson’,’2016-08-22′),(‘8688907039′,’Michelle Alvarado’,’2016-08-22′),(‘8688907295′,’Shannon Ball’,’2016-08-22′),(‘8688907999′,’Amanda Huang’,’2016-08-22′),(‘8688908063′,’Patrick Dean’,’2016-08-22′),(‘8688909215′,’Kurt Lewis’,’2016-08-22′),(‘8688909791′,’John Hubbard’,’2016-08-22′),(‘8688911007′,’James Daniel’,’2016-08-22′),(‘8688911711′,’Kelly Taylor’,’2016-08-22′),(‘8688913311′,’Donna Edwards’,’2016-08-22′),(‘8688917343′,’Stacy Thompson’,’2016-08-22′),(‘8688917727′,’Mark Lang’,’2016-08-22′),(‘8688920479′,’Jason Short’,’2016-08-22′),(‘8688921055′,’Vanessa Lopez’,’2016-08-22′),(‘8688921759′,’Melissa Fields’,’2016-08-22′),(‘8688922591′,’Keith Barker’,’2016-08-22′),(‘8688924383′,’James Salinas’,’2016-08-22′),(‘8688925599′,’Adam Quinn’,’2016-08-22′),(‘8688930335′,’Sean Schroeder’,’2016-08-22′),(‘8688938015′,’Sara Mathews’,’2016-08-22′),(‘8688938911′,’Stacey Wright’,’2016-08-22′),(‘8688939167′,’Michael Walker’,’2016-08-22′),(‘8688940383′,’Nicole Ramsey’,’2016-08-22′),(‘8688940511′,’Angel Reed’,’2016-08-22′),(‘8688941215′,NULL,’2016-08-22’),(‘8688947423′,NULL,’2016-08-22’),(‘8688948255′,’Mr. Jonathan Scott IV’,’2016-08-22′),(‘8688948831′,’Antonio Morris’,’2016-08-22′),(‘8688951263′,’David Brooks’,’2016-08-22′),(‘8688961823′,’Pamela Ramirez’,’2016-08-22′),(‘8688961887′,’Mark Warner’,’2016-08-22′),(‘8688965279′,’Shelly Cruz’,’2016-08-22′),(‘8688965407′,’Shirley Reilly’,’2016-08-22′),(‘8688965471′,’Susan Gonzalez’,’2016-08-22′),(‘8688966111′,’Paula Briggs’,’2016-08-22′),(‘8688967711′,’Brittany Wilson’,’2016-08-22′),(‘8688967839′,’Kyle Pratt’,’2016-08-22′),(‘8688967967′,’Carlos Dean’,’2016-08-22′),(‘8688968799′,’Douglas Mckenzie’,’2016-08-22′),(‘8688970399′,’Corey Mann’,’2016-08-22′),(‘8688970591′,NULL,’2016-08-22’),(‘8688970655′,’Troy Jarvis’,’2016-08-22′),(‘8688971167′,’Kelsey Smith’,’2016-08-22′),(‘8688971743′,’Jamie Middleton’,’2016-08-22′),(‘8688971871′,’Marissa Patterson’,’2016-08-22′),(‘8688971935′,NULL,’2016-08-22’),(‘8688973215′,’Mr. Cody Mccormick’,’2016-08-22′),(‘8688973535′,’Daniel Manning’,’2016-08-22′),(‘8688973663′,’Andrea Lindsey’,’2016-08-22′),(‘8688974623′,’Jillian Elliott’,’2016-08-22′),(‘8688975391′,’Elizabeth Delgado’,’2016-08-22′),(‘8688975647′,’Brooke Harrison’,’2016-08-22′),(‘8688976735′,’Kathleen Ford’,’2016-08-22′),(‘8688977119′,’Heidi Parker’,’2016-08-22′),(‘8688977247′,’Francisco Cole’,’2016-08-22′),(‘8688977439′,’Zachary Cervantes’,’2016-08-22′),(‘8688977759′,’Angela Davidson’,’2016-08-22′),(‘8688977887′,’Richard Haynes’,’2016-08-22′),(‘8688978271′,’Rachel Walsh’,’2016-08-22′),(‘8688979295′,’Scott Gordon’,’2016-08-22′),(‘8688979551′,’Mark Acevedo’,’2016-08-22′),(‘8688979615′,’Melissa Hunter’,’2016-08-22′),(‘8688979871′,’Jasmine Ramirez’,’2016-08-22′),(‘8688980575′,’Ashley Proctor’,’2016-08-22′),(‘8688980895′,’Dr. Jose Lane’,’2016-08-22′),(‘8688981663′,NULL,’2016-08-22’),(‘8689000095′,’Diane Reynolds’,’2016-08-22′),(‘8688982943′,’Taylor Torres’,’2016-08-22′),(‘8688983071′,NULL,’2016-08-22’),(‘8688983391′,’Amy Kane DDS’,’2016-08-22′),(‘8688983583′,’Cody Stuart’,’2016-08-22′),(‘8688983775′,NULL,’2016-08-22’),(‘8688984159′,’Andrew Bryant’,’2016-08-22′),(‘8688984799′,’Heather Smith’,’2016-08-22′),(‘8688985055′,’Mark Arnold’,’2016-08-22′),(‘8688985183′,’Stephanie Mcdowell’,’2016-08-22′),(‘8688985439′,’Rebecca Snow’,’2016-08-22′),(‘8688985567′,’Kathryn Vargas’,’2016-08-22′),(‘8688985695′,’Kelly Parsons’,’2016-08-22′),(‘8688986271′,’Chloe Mosley’,’2016-08-22′),(‘8688986399′,’Karen Ayala’,’2016-08-22′),(‘8688986527′,’Stephen Hodges’,’2016-08-22′),(‘8688986975′,’George Wilcox’,’2016-08-22′),(‘8688987359′,’Raymond Jones’,’2016-08-22′),(‘8688987871′,’Seth Paul’,’2016-08-22′),(‘8688987935′,’Elaine Pittman’,’2016-08-22′),(‘8688988127′,’Mr. Jeffrey Tanner’,’2016-08-22′),(‘8688988639′,’James Fitzgerald’,’2016-08-22′),(‘8688989599′,NULL,’2016-08-22’),(‘8688989855′,’Dylan Watts’,’2016-08-22′),(‘8688990111′,’Sharon Moyer’,’2016-08-22′),(‘8688990175′,’Julia Evans’,’2016-08-22′),(‘8688990303′,’Russell Nelson’,’2016-08-22′),(‘8688990367′,’Ryan Macdonald’,’2016-08-22′),(‘8688990431′,NULL,’2016-08-22’),(‘8688990559′,’Yvette Alexander’,’2016-08-22′),(‘8688991327′,’Michele Myers’,’2016-08-22′),(‘8688991775′,’Tammy Clark’,’2016-08-22′),(‘8688992479′,’Dr. Corey Spears’,’2016-08-22′),(‘8688993247′,’Marie Villarreal’,’2016-08-22′),(‘8688993311′,’Megan Sims’,’2016-08-22′),(‘8688993567′,NULL,’2016-08-22’),(‘8688993695’,NULL,’2016-08
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