[
  {"customer_id":"CU10001","first_name":"Ryan","last_name":"Jackson","email":"RYAN.JACKSON0@EXAMPLE.COM","phone":"(212) 555-0190","city":"Omaha","state":"NE","signup_date":"2019-08-30","segment":"Small Business","total_orders":7,"total_spent":1353,"notes":null},
  {"customer_id":"CU10002","first_name":"Michael","last_name":"Chen","email":"michael.chen@example.com","phone":"(617) 555-0184","city":"Hartford","state":"CT","signup_date":"05/21/2019","segment":"Consumer","total_orders":2,"total_spent":174.9,"notes":null},
  {"customer_id":"CU10003","first_name":"David","last_name":"Nelson","email":"david.nelson@example.com","phone":"(206) 555-0147","city":"Chicago","state":"IL","signup_date":"2024-12-26","segment":"Consumer","total_orders":3,"total_spent":245.05,"notes":null},
  {"customer_id":"CU10004","first_name":"sofia","last_name":"Ramirez","email":"sofia.ramirez@example.com","phone":"(617) 555-0195","city":"Nashville","state":"TN","signup_date":"2024-04-26","segment":"consumer","total_orders":2,"total_spent":115.31,"notes":null},
  {"customer_id":"CU10005","first_name":"Laura","last_name":"Torres","email":"laura.torres@example.com","phone":"305-555-0176","city":"Charlotte","state":"NC","signup_date":"12/26/2023","segment":"Consumer","total_orders":3,"total_spent":259.43,"notes":null},
  {"customer_id":"CU10006","first_name":"Ryan","last_name":"Davis","email":"ryan.davis@example.com","phone":"(206) 555-0158","city":"Minneapolis","state":"MN","signup_date":"3 Jul 2021","segment":"Consumer","total_orders":null,"total_spent":"$264.53","notes":"duplicate?"},
  {"customer_id":"CU10007","first_name":"Rebecca","last_name":"Sanchez","email":"rebecca.sanchez@example.com","phone":"(305) 555-0179","city":"Atlanta","state":"GA","signup_date":"2024-04-03","segment":"Consumer","total_orders":1,"total_spent":91.5,"notes":"duplicate?"},
  {"customer_id":"CU10008","first_name":"Barbara","last_name":"Ramirez","email":"barbara.ramirez7@example.com","phone":"(512) 555-0113","city":"Austin","state":"TX","signup_date":"14 Apr 2024","segment":"Enterprise","total_orders":22,"total_spent":14129.96,"notes":null},
  {"customer_id":"CU10009","first_name":"Michael","last_name":"White","email":"michael.white@example.com","phone":"(702) 555-0188","city":"Denver","state":"CO","signup_date":"2019-02-13","segment":"Consumer","total_orders":7,"total_spent":651.35,"notes":null},
  {"customer_id":"CU10010","first_name":"Jennifer","last_name":"Hill","email":"jennifer.hill@example.com","phone":"2125550167","city":"Los Angeles","state":"CA","signup_date":"2022-05-21","segment":"Consumer","total_orders":3,"total_spent":144.81,"notes":"call back"},
  {"customer_id":"CU10004","first_name":"Sofia","last_name":"Ramirez","email":"sofia.ramirez@example.com","phone":"(617) 555-0195","city":"Nashville","state":"TN","signup_date":"26 Apr 2024","segment":"Consumer","total_orders":2,"total_spent":115.31,"notes":null},
  {"customer_id":"CU10012","first_name":"Emma","last_name":"Ramirez","email":"EMMA.RAMIREZ@EXAMPLE.COM","phone":"(206) 555-0122","city":"New York","state":"NY","signup_date":"2019-04-20","segment":"Consumer","total_orders":7,"total_spent":410.52,"notes":null},
  {"customer_id":"CU10013","first_name":"Donna","last_name":"Carter","email":"donna.carter@example.com","phone":"2065550106","city":"New Orleans","state":"LA","signup_date":"2023-11-18","segment":"Consumer","total_orders":2,"total_spent":168.76,"notes":null},
  {"customer_id":"CU10014","first_name":"Melissa","last_name":"Rogers","email":"melissa.rogers@example.com","phone":"(206) 555-0195","city":"Chicago","state":"IL","signup_date":"2022-11-16","segment":"Consumer","total_orders":2,"total_spent":116.18,"notes":null},
  {"customer_id":"CU10015","first_name":"Lisa","last_name":"Campbell","email":"lisa.campbell14@example.com","phone":"(206) 555-0160","city":"Philadelphia","state":"PA","signup_date":"2024-07-11","segment":"Consumer","total_orders":5,"total_spent":256.5,"notes":null},
  {"customer_id":"CU10016","first_name":"david","last_name":"Sanchez","email":"david.sanchez@example.com","phone":"(512) 555-0173","city":"Houston","state":"TX","signup_date":"15 Apr 2021","segment":"Small Business","total_orders":9,"total_spent":1614.65,"notes":null},
  {"customer_id":"CU10017","first_name":"Anthony","last_name":"Moore","email":"anthony.moore@example.com","phone":"(512) 555-0192","city":"Orlando","state":"FL","signup_date":"2023-09-09","segment":"Consumer","total_orders":0,"total_spent":0,"notes":null},
  {"customer_id":"CU10018","first_name":"David","last_name":"Johnson","email":"david.johnson@example.com","phone":"(702) 555-0165","city":"Las Vegas","state":"NV","signup_date":"2024-07-18","segment":"consumer","total_orders":5,"total_spent":333.57,"notes":"call back"},
  {"customer_id":"CU10019","first_name":"Emma","last_name":"Jones","email":"emma.jones@example.com","phone":"312-555-0147","city":"Los Angeles","state":"CA","signup_date":"2020-10-06","segment":"Consumer","total_orders":null,"total_spent":444.36,"notes":null},
  {"customer_id":"CU10020","first_name":"Jennifer","last_name":"Thompson","email":"JENNIFER.THOMPSON@EXAMPLE.COM","phone":"(617) 555-0136","city":"Nashville","state":"TN","signup_date":"2022-06-27","segment":"Consumer","total_orders":4,"total_spent":324.63,"notes":null},
  {"customer_id":"CU10021","first_name":"Carol","last_name":"Hernandez","email":"carol.hernandez@example.com","phone":"(512) 555-0150","city":"Chicago","state":"IL","signup_date":"11/10/2019","segment":"Enterprise","total_orders":19,"total_spent":12350.84,"notes":null},
  {"customer_id":"CU10022","first_name":"David","last_name":"Lewis","email":"david.lewis21@example.com","phone":"(702) 555-0171","city":"Nashville","state":"TN","signup_date":"03/16/2020","segment":"Small Business","total_orders":5,"total_spent":1046.87,"notes":null},
  {"customer_id":"CU10023","first_name":"Mei","last_name":"Khan","email":"mei.khan@example.com","phone":"2125550155","city":"Denver","state":"CO","signup_date":"2021-01-19","segment":"Small Business","total_orders":5,"total_spent":1010.1,"notes":null},
  {"customer_id":"CU10024","first_name":"Olivia","last_name":"Johnson","email":"olivia.johnson@example.com","phone":"(512) 555-0101","city":"Tampa","state":"Florida","signup_date":"2024-03-06","segment":"Consumer","total_orders":5,"total_spent":365.38,"notes":null},
  {"customer_id":"CU10025","first_name":"Mark","last_name":"Johnson","email":"mark.johnson@example.com","phone":"(415) 555-0177","city":"Los Angeles","state":"CA","signup_date":"2023-06-06","segment":"Consumer","total_orders":5,"total_spent":481.04,"notes":null},
  {"customer_id":"CU10026","first_name":"Ashley","last_name":"Johnson","email":"ashley.johnson@example.com","phone":"212-555-0159","city":"Chicago","state":"IL","signup_date":"2020-10-16","segment":"Consumer","total_orders":9,"total_spent":890.14,"notes":null},
  {"customer_id":"CU10027","first_name":"barbara","last_name":"Carter","email":"barbara.carter@example.com","phone":"2125550158","city":"Philadelphia","state":"Pennsylvania","signup_date":"2 Jan 2023","segment":"Small Business","total_orders":9,"total_spent":2037.79,"notes":null},
  {"customer_id":"CU10028","first_name":"Sofia","last_name":"Shah","email":"sofia.shah@example.com","phone":"(617) 555-0161","city":"Miami","state":"FL","signup_date":"04/17/2024","segment":"Consumer","total_orders":12,"total_spent":683.27,"notes":null},
  {"customer_id":"CU10029","first_name":"Rebecca","last_name":"Rogers","email":"rebecca.rogers28@example.com","phone":"(212) 555-0165","city":"Charlotte","state":"NC","signup_date":"2024-10-18","segment":"Consumer","total_orders":5,"total_spent":331.96,"notes":null},
  {"customer_id":"CU10030","first_name":"Susan","last_name":"Nguyen","email":"susan.nguyen@example.com","phone":"(212) 555-0101","city":"Los Angeles","state":"CA","signup_date":"2023-04-29","segment":"Consumer","total_orders":0,"total_spent":0,"notes":null},
  {"customer_id":"CU10031","first_name":"Michelle","last_name":"Campbell","email":"michelle.campbell@example.com","phone":"(206) 555-0139","city":"Las Vegas","state":"NV","signup_date":"2022-09-05","segment":"Enterprise","total_orders":19,"total_spent":15174.85,"notes":null},
  {"customer_id":"CU10032","first_name":"Aisha","last_name":"Gonzalez","email":"aisha.gonzalez@example.com","phone":"3055550120","city":"Newark","state":"New Jersey","signup_date":"2019-10-03","segment":"Consumer","total_orders":10,"total_spent":572.86,"notes":null},
  {"customer_id":"CU10033","first_name":"Thomas","last_name":"Kim","email":"thomas.kim@example.com","phone":"(702) 555-0163","city":"Portland","state":"Oregon","signup_date":"2023-03-15","segment":"Enterprise","total_orders":26,"total_spent":10035.87,"notes":null},
  {"customer_id":"CU10034","first_name":"Sofia","last_name":"Nguyen","email":"sofia.nguyen@example.com","phone":"(312) 555-0112","city":"New York","state":"NY","signup_date":"2019-06-03","segment":"Small Business","total_orders":12,"total_spent":2307.85,"notes":null},
  {"customer_id":"CU10035","first_name":"linda","last_name":"Patel","email":"linda.patel@example.com","phone":"(702) 555-0191","city":"Miami","state":"FL","signup_date":"2023-07-09","segment":"Consumer","total_orders":16,"total_spent":1093.23,"notes":null},
  {"customer_id":"CU10029","first_name":"rebecca","last_name":" Rogers","email":"rebecca.rogers28@example.com","phone":"(212) 555-0165","city":"Charlotte","state":"NC","signup_date":"2024-10-18","segment":"consumer","total_orders":5,"total_spent":"$331.96","notes":null},
  {"customer_id":"CU10037","first_name":"Elizabeth","last_name":"Clark  ","email":"elizabeth.clark@example.com","phone":"(212) 555-0141","city":"Portland","state":"OR","signup_date":"2020-01-05","segment":"Consumer","total_orders":3,"total_spent":209.72,"notes":null},
  {"customer_id":"CU10038","first_name":"Jonathan","last_name":"Thompson","email":"jonathan.thompson@example.com","phone":"(212) 555-0186","city":"Denver","state":"CO","signup_date":"2021-01-01","segment":"Consumer","total_orders":9,"total_spent":718.69,"notes":null},
  {"customer_id":"CU10039","first_name":"Donna","last_name":"Rogers","email":"donna.rogers@example.com","phone":"617-555-0142","city":"Phoenix","state":"AZ","signup_date":"2019-07-11","segment":"consumer","total_orders":3,"total_spent":227.39,"notes":null},
  {"customer_id":"CU10040","first_name":"Ryan","last_name":"Thompson","email":"ryan.thompson@example.com","phone":"(212) 555-0189","city":"Phoenix","state":"AZ","signup_date":"28 Feb 2021","segment":"Enterprise","total_orders":21,"total_spent":10959.08,"notes":null},
  {"customer_id":"CU10041","first_name":"William","last_name":"Johnson","email":"william.johnson@example.com","phone":"(415) 555-0143","city":"Cleveland","state":"Ohio","signup_date":"2023-03-16","segment":"Consumer","total_orders":3,"total_spent":138.75,"notes":null},
  {"customer_id":"CU10042","first_name":"aaron","last_name":"Adams","email":"aaron.adams@example.com","phone":"(312) 555-0129","city":"Minneapolis","state":"MN","signup_date":"2021-06-01","segment":"Consumer","total_orders":2,"total_spent":181.02,"notes":null},
  {"customer_id":"CU10043","first_name":"Jessica","last_name":"Chen","email":"jessica.chen42@example.com","phone":"2065550125","city":"Richmond","state":"VA","signup_date":"2023-01-08","segment":"Consumer","total_orders":11,"total_spent":592.86,"notes":null},
  {"customer_id":"CU10044","first_name":"James","last_name":"Lewis","email":"james.lewis@example.com","phone":"7025550125","city":"Tampa","state":"FL","signup_date":"2019-05-14","segment":"Consumer","total_orders":5,"total_spent":234.65,"notes":null},
  {"customer_id":"CU10045","first_name":"Daniel","last_name":"Wilson","email":"daniel.wilson@example.com","phone":"312-555-0142","city":"Louisville","state":"KY","signup_date":"2021-02-17","segment":"Consumer","total_orders":4,"total_spent":283.17,"notes":null},
  {"customer_id":"CU10046","first_name":"Diego","last_name":"Jackson","email":"diego.jackson@example.com","phone":"7025550124","city":"New York","state":"New York","signup_date":"2019-06-07","segment":"Enterprise","total_orders":28,"total_spent":19470.9,"notes":null},
  {"customer_id":"CU10047","first_name":"Jacob","last_name":"Sanchez","email":"jacob.sanchez@example.com","phone":"702-555-0148","city":"Chicago","state":"IL","signup_date":"2019-05-02","segment":"Consumer","total_orders":2,"total_spent":136.17,"notes":null},
  {"customer_id":"CU10048","first_name":"Anthony","last_name":"Rivera","email":"anthony.rivera@example.com","phone":"(702) 555-0189","city":"Boston","state":"MA","signup_date":"24 Mar 2024","segment":"Consumer","total_orders":8,"total_spent":"$674.78","notes":null},
  {"customer_id":"CU10049","first_name":"Omar","last_name":"Johnson","email":"OMAR.JOHNSON@EXAMPLE.COM","phone":"(212) 555-0118","city":"Indianapolis","state":"IN","signup_date":"2024-10-31","segment":"consumer","total_orders":9,"total_spent":917.7,"notes":"moved?"},
  {"customer_id":"CU10050","first_name":"Susan","last_name":"Murphy","email":"susan.murphy49@example.com","phone":"(305) 555-0172","city":"Los Angeles","state":"CA","signup_date":"2020-03-24","segment":"Consumer","total_orders":9,"total_spent":558.53,"notes":null},
  {"customer_id":"CU10051","first_name":"Patricia","last_name":"Young","email":"patricia.young@example.com","phone":"(206) 555-0168","city":"Chicago","state":"IL","signup_date":"2024-10-08","segment":"Consumer","total_orders":2,"total_spent":190.32,"notes":"moved?"},
  {"customer_id":"CU10052","first_name":"Donna","last_name":"Chen","email":"donna.chen@example.com","phone":"(512) 555-0132","city":"Milwaukee","state":"WI","signup_date":"2020-11-10","segment":"Small Business","total_orders":10,"total_spent":2890.85,"notes":null},
  {"customer_id":"CU10053","first_name":"Wei","last_name":"Ramirez","email":"wei.ramirez@example.com","phone":"(512) 555-0152","city":"Pittsburgh","state":"PA","signup_date":"06/22/2020","segment":"Enterprise","total_orders":26,"total_spent":10091.43,"notes":null},
  {"customer_id":"CU10054","first_name":"Joseph","last_name":"Young","email":"joseph.young@example.com","phone":"(305) 555-0140","city":"Austin","state":"TX","signup_date":"2020-07-16","segment":"Consumer","total_orders":null,"total_spent":595.76,"notes":null},
  {"customer_id":"CU10055","first_name":"michael","last_name":"Davis","email":"michael.davis@example.com","phone":"3125550102","city":"New York","state":"New York","signup_date":"09/23/2019","segment":"consumer","total_orders":10,"total_spent":898.45,"notes":null},
  {"customer_id":"CU10056","first_name":"Olivia","last_name":"Roberts","email":"olivia.roberts@example.com","phone":"(617) 555-0107","city":"Milwaukee","state":"WI","signup_date":"2019-07-11","segment":"Consumer","total_orders":16,"total_spent":980.12,"notes":"call back"},
  {"customer_id":"CU10057","first_name":"Robert","last_name":"Cook","email":"ROBERT.COOK56@EXAMPLE.COM","phone":"5125550110","city":"Philadelphia","state":"PA","signup_date":"2023-11-15","segment":"Small Business","total_orders":8,"total_spent":"$2016.85","notes":null},
  {"customer_id":"CU10058","first_name":"Steven","last_name":"Carter","email":"steven.carter@example.com","phone":"(206) 555-0171","city":"New York","state":"NY","signup_date":"2024-09-22","segment":"Small Business","total_orders":1,"total_spent":187.77,"notes":null},
  {"customer_id":"CU10059","first_name":"Daniel","last_name":"Torres","email":"daniel.torres@example.com","phone":"(312) 555-0100","city":"Buffalo","state":"NY","signup_date":"2021-12-18","segment":"Consumer","total_orders":10,"total_spent":968.71,"notes":"VIP"},
  {"customer_id":"CU10060","first_name":"Donna","last_name":"Sanchez","email":"DONNA.SANCHEZ@EXAMPLE.COM","phone":"3125550160","city":"Minneapolis","state":"MN","signup_date":"2024-10-09","segment":"Consumer","total_orders":14,"total_spent":"$1136.95","notes":null},
  {"customer_id":"CU10054","first_name":"Joseph","last_name":"Young","email":"joseph.young@example.com","phone":"(305) 555-0140","city":"Austin","state":"TX","signup_date":"2020-07-16","segment":"Consumer","total_orders":12,"total_spent":595.76,"notes":null},
  {"customer_id":"CU10062","first_name":"Mary","last_name":"Cook","email":"mary.cook@example.com","phone":"415-555-0110","city":"Los Angeles","state":"CA","signup_date":"2022-02-04","segment":"Consumer","total_orders":0,"total_spent":"$0.00","notes":null},
  {"customer_id":"CU10063","first_name":"melissa","last_name":"Johnson","email":"melissa.johnson@example.com","phone":"415-555-0175","city":"Pittsburgh","state":"Pennsylvania","signup_date":"2019-10-13","segment":"Consumer","total_orders":2,"total_spent":108.98,"notes":null},
  {"customer_id":"CU10064","first_name":"Susan","last_name":"Young","email":"susan.young63@example.com","phone":"(702) 555-0134","city":"Phoenix","state":"AZ","signup_date":"2021-04-07","segment":"Consumer","total_orders":6,"total_spent":532.28,"notes":null},
  {"customer_id":"CU10065","first_name":"Charles","last_name":"White","email":"charles.white@example.com","phone":"(212) 555-0182","city":"Salt Lake City","state":"UT","signup_date":"2020-03-09","segment":"Consumer","total_orders":null,"total_spent":532.26,"notes":null},
  {"customer_id":"CU10066","first_name":"stephanie","last_name":"King","email":"stephanie.king@example.com","phone":"(415) 555-0116","city":"Los Angeles","state":"CA","signup_date":"01/29/2023","segment":"Consumer","total_orders":11,"total_spent":611.68,"notes":null},
  {"customer_id":"CU10067","first_name":"Lisa","last_name":"Rivera","email":"lisa.rivera@example.com","phone":"(312) 555-0195","city":"Los Angeles","state":"CA","signup_date":"2024-04-04","segment":"Consumer","total_orders":11,"total_spent":"$894.12","notes":"call back"},
  {"customer_id":"CU10068","first_name":"rebecca","last_name":"Bell","email":"rebecca.bell@example.com","phone":"(206) 555-0117","city":"San Francisco","state":"CA","signup_date":"27 Nov 2022","segment":"Small Business","total_orders":9,"total_spent":1514.02,"notes":null},
  {"customer_id":"CU10069","first_name":"Steven","last_name":"Sanchez","email":"steven.sanchez@example.com","phone":"(206) 555-0192","city":"New Orleans","state":"LA","signup_date":"12 Feb 2023","segment":"Consumer","total_orders":13,"total_spent":721.67,"notes":null},
  {"customer_id":"CU10070","first_name":"Kevin","last_name":"Martinez","email":null,"phone":"3055550141","city":"Boston","state":"MA","signup_date":"2021-11-01","segment":"Consumer","total_orders":3,"total_spent":136.29,"notes":"prefers email"},
  {"customer_id":"CU10071","first_name":"Susan","last_name":"Ramirez","email":"susan.ramirez70@example.com","phone":"(415) 555-0137","city":"Las Vegas","state":"Nevada","signup_date":"12/10/2020","segment":"Consumer","total_orders":1,"total_spent":"N/A","notes":null},
  {"customer_id":"CU10072","first_name":"Barbara","last_name":"King","email":"barbara.king@example.com","phone":"512-555-0188","city":"Hartford","state":"CT","signup_date":"2023-11-30","segment":"Consumer","total_orders":1,"total_spent":51.89,"notes":null},
  {"customer_id":"CU10073","first_name":"Laura","last_name":"Jones","email":"laura.jones@example.com","phone":"(415) 555-0102","city":"Houston","state":"TX","signup_date":"2020-05-13","segment":"Consumer","total_orders":4,"total_spent":235.52,"notes":null},
  {"customer_id":"CU10074","first_name":"Omar","last_name":"Jackson","email":"omar.jackson@example.com","phone":"(512) 555-0145","city":"New York","state":"NY","signup_date":"2020-05-06","segment":"Consumer","total_orders":11,"total_spent":790.22,"notes":null},
  {"customer_id":"CU10075","first_name":"Laura","last_name":"Thompson","email":"laura.thompson@example.com","phone":"(206) 555-0151","city":"Hartford","state":"CT","signup_date":"2019-05-30","segment":"Consumer","total_orders":3,"total_spent":190.91,"notes":null},
  {"customer_id":"CU10076","first_name":"Luis","last_name":"Campbell","email":"luis.campbell@example.com","phone":"4155550177","city":"Las Vegas","state":"NV","signup_date":"2023-11-09","segment":"Consumer","total_orders":8,"total_spent":701.43,"notes":null},
  {"customer_id":"CU10077","first_name":"Mark","last_name":"Smith","email":"mark.smith@example.com","phone":"(305) 555-0179","city":"Chicago","state":"IL","signup_date":"10/22/2020","segment":"Consumer","total_orders":6,"total_spent":"$579.98","notes":null},
  {"customer_id":"CU10078","first_name":"Aaron","last_name":"Morgan","email":"aaron.morgan77@example.com","phone":"(312) 555-0148","city":"Denver","state":"CO","signup_date":"2022-04-01","segment":"Consumer","total_orders":3,"total_spent":"$179.56","notes":null},
  {"customer_id":"CU10079","first_name":"kevin","last_name":"Morgan","email":"kevin.morgan@example.com","phone":"(312) 555-0150","city":"Orlando","state":"FL","signup_date":"2020-11-16","segment":"Consumer","total_orders":3,"total_spent":145.92,"notes":null},
  {"customer_id":"CU10080","first_name":"John","last_name":"Young","email":"john.young@example.com","phone":"(305) 555-0115","city":"Detroit","state":"MI","signup_date":"2024-04-29","segment":"Consumer","total_orders":14,"total_spent":1402.31,"notes":null},
  {"customer_id":"CU10081","first_name":"Patricia","last_name":"Nguyen","email":"patricia.nguyen@example.com","phone":"2125550164","city":"Boston","state":"MA","signup_date":"2019-07-24","segment":"Small Business","total_orders":12,"total_spent":1941.25,"notes":null},
  {"customer_id":"CU10082","first_name":"Matthew","last_name":"Garcia","email":"matthew.garcia@example.com","phone":"(415) 555-0196","city":"Sacramento","state":"California","signup_date":"2019-09-16","segment":"Consumer","total_orders":5,"total_spent":303.66,"notes":null},
  {"customer_id":"CU10083","first_name":"Michael","last_name":"Carter","email":"michael.carter@example.com","phone":"(415) 555-0131","city":"Houston","state":"TX","signup_date":"2019-02-16","segment":"Small Business","total_orders":17,"total_spent":3424.58,"notes":"VIP"},
  {"customer_id":"CU10084","first_name":"elizabeth","last_name":"Hill","email":"elizabeth.hill@example.com","phone":"(415) 555-0101","city":"Salt Lake City","state":"UT","signup_date":"2024-11-05","segment":"consumer","total_orders":6,"total_spent":342.85,"notes":null},
  {"customer_id":"CU10085","first_name":"Nancy","last_name":"Brown  ","email":"nancy.brown84@example.com","phone":"(206) 555-0181","city":"Tampa","state":"FL","signup_date":"01/24/2022","segment":"consumer","total_orders":3,"total_spent":214.01,"notes":null},
  {"customer_id":"CU10079","first_name":"Kevin","last_name":"Morgan","email":"kevin.morgan@example.com","phone":"312-555-0150","city":"Orlando","state":"FL","signup_date":"2020-11-16","segment":"consumer","total_orders":3,"total_spent":145.92,"notes":null},
  {"customer_id":"CU10087","first_name":"Jacob","last_name":"Lopez","email":null,"phone":"512-555-0133","city":"San Francisco","state":"CA","signup_date":"2019-08-15","segment":"Consumer","total_orders":9,"total_spent":"$872.57","notes":null},
  {"customer_id":"CU10088","first_name":"Daniel","last_name":"Shah","email":"daniel.shah@example.com","phone":"3055550129","city":"Kansas City","state":"MO","signup_date":"2021-03-25","segment":"Consumer","total_orders":2,"total_spent":127.94,"notes":null},
  {"customer_id":"CU10089","first_name":"Steven","last_name":"Harris  ","email":"steven.harris@example.com","phone":"(415) 555-0102","city":"Portland","state":"Oregon","signup_date":"02/24/2021","segment":"Consumer","total_orders":8,"total_spent":376.23,"notes":null},
  {"customer_id":"CU10090","first_name":"Susan","last_name":"Hill","email":"susan.hill@example.com","phone":"212-555-0188","city":"Los Angeles","state":"California","signup_date":"2023-03-10","segment":"small business","total_orders":5,"total_spent":1356.79,"notes":null},
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  {"customer_id":"CU10107","first_name":"Charles","last_name":"Mitchell","email":"charles.mitchell@example.com","phone":"(206) 555-0182","city":"New Orleans","state":"LA","signup_date":"7 Feb 2023","segment":"consumer","total_orders":null,"total_spent":182.1,"notes":null},
  {"customer_id":"CU10108","first_name":"elizabeth","last_name":"Campbell","email":"elizabeth.campbell@example.com","phone":"312-555-0181","city":"Nashville","state":"TN","signup_date":"2020-10-09","segment":"Consumer","total_orders":null,"total_spent":250.39,"notes":null},
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  {"customer_id":"CU10112","first_name":"Laura","last_name":"Williams","email":"LAURA.WILLIAMS@EXAMPLE.COM","phone":"(206) 555-0197","city":"Austin","state":"TX","signup_date":"21 Mar 2019","segment":"Small Business","total_orders":11,"total_spent":"N/A","notes":null},
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  {"customer_id":"CU10120","first_name":"Mary","last_name":"Lewis","email":"mary.lewis19@example.com","phone":"(312) 555-0140","city":"Sacramento","state":"CA","signup_date":"2023-10-12","segment":"Consumer","total_orders":4,"total_spent":"$287.74","notes":null},
  {"customer_id":"CU10121","first_name":"Thomas","last_name":"Adams","email":"thomas.adams@example.com","phone":"2065550150","city":"Salt Lake City","state":"UT","signup_date":"2020-12-13","segment":"Small Business","total_orders":7,"total_spent":1343.6,"notes":"moved?"},
  {"customer_id":"CU10122","first_name":"Sofia","last_name":"King","email":"sofia.king@example.com","phone":"2125550188","city":"Charlotte","state":"NC","signup_date":"2021-01-28","segment":"Consumer","total_orders":null,"total_spent":597.94,"notes":null},
  {"customer_id":"CU10123","first_name":"Rebecca","last_name":"Green  ","email":"rebecca.green@example.com","phone":"5125550173","city":"Kansas City","state":"MO","signup_date":"2023-04-14","segment":"Consumer","total_orders":5,"total_spent":247.37,"notes":"moved?"},
  {"customer_id":"CU10124","first_name":"Amanda","last_name":"Flores  ","email":"amanda.flores@example.com","phone":"4155550137","city":"Los Angeles","state":"CA","signup_date":"2021-12-06","segment":"Enterprise","total_orders":27,"total_spent":"$16367.30","notes":null},
  {"customer_id":"CU10125","first_name":"Robert","last_name":"Sanchez","email":"robert.sanchez@example.com","phone":"2125550194","city":"Salt Lake City","state":"Utah","signup_date":"03/18/2019","segment":"Consumer","total_orders":4,"total_spent":280.76,"notes":null},
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  {"customer_id":"CU10131","first_name":"Mei","last_name":"Chen","email":"mei.chen@example.com","phone":"(212) 555-0174","city":"Columbus","state":"OH","signup_date":"2024-08-27","segment":"Consumer","total_orders":3,"total_spent":"$136.01","notes":null},
  {"customer_id":"CU10132","first_name":"John","last_name":"Rodriguez  ","email":"john.rodriguez@example.com","phone":"(212) 555-0113","city":"Los Angeles","state":"CA","signup_date":"2021-09-30","segment":"Consumer","total_orders":6,"total_spent":603.15,"notes":"moved?"},
  {"customer_id":"CU10133","first_name":"Lisa","last_name":"Davis","email":null,"phone":"(212) 555-0156","city":"Phoenix","state":"AZ","signup_date":"01/18/2021","segment":"Consumer","total_orders":6,"total_spent":562.06,"notes":null},
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  {"customer_id":"CU10137","first_name":"Brian","last_name":"Sanchez","email":null,"phone":"(415) 555-0170","city":"San Francisco","state":"CA","signup_date":"2019-12-09","segment":"Consumer","total_orders":2,"total_spent":118.24,"notes":null},
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  {"customer_id":"CU10140","first_name":"diego","last_name":"Martinez","email":"DIEGO.MARTINEZ@EXAMPLE.COM","phone":"(617) 555-0143","city":"Charlotte","state":"NC","signup_date":"2023-12-15","segment":"Consumer","total_orders":5,"total_spent":343.95,"notes":"duplicate?"},
  {"customer_id":"CU10141","first_name":"Matthew","last_name":"Robinson","email":"matthew.robinson40@example.com","phone":"7025550135","city":"Seattle","state":"WA","signup_date":"05/03/2021","segment":"Consumer","total_orders":1,"total_spent":81.93,"notes":null},
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  {"customer_id":"CU10145","first_name":"Diego","last_name":"Jones","email":"diego.jones@example.com","phone":"3125550107","city":"Boston","state":"MA","signup_date":"6 Jul 2022","segment":"Consumer","total_orders":1,"total_spent":"$90.66","notes":null},
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  {"customer_id":"CU10147","first_name":"Omar","last_name":"Nguyen  ","email":"OMAR.NGUYEN@EXAMPLE.COM","phone":"(512) 555-0173","city":"New Orleans","state":"LA","signup_date":"2019-06-12","segment":"Small Business","total_orders":14,"total_spent":3409.14,"notes":null},
  {"customer_id":"CU10148","first_name":"Mary","last_name":"Nelson","email":"mary.nelson47@example.com","phone":"(212) 555-0155","city":"Dallas","state":"Texas","signup_date":"2022-03-12","segment":"Consumer","total_orders":8,"total_spent":691.28,"notes":null},
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  {"customer_id":"CU10880","first_name":"Brian","last_name":"Nguyen","email":"brian.nguyen@example.com","phone":"415-555-0106","city":"Detroit","state":"MI","signup_date":"2019-07-05","segment":"Small Business","total_orders":null,"total_spent":2445.14,"notes":null},
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  {"customer_id":"CU10882","first_name":"Melissa","last_name":"Jones","email":"melissa.jones@example.com","phone":"(617) 555-0194","city":"Charlotte","state":"NC","signup_date":"2023-06-09","segment":"Consumer","total_orders":2,"total_spent":93.69,"notes":null},
  {"customer_id":"CU10883","first_name":"Aaron","last_name":"Khan","email":"aaron.khan82@example.com","phone":"(617) 555-0100","city":"Salt Lake City","state":"UT","signup_date":"11/04/2024","segment":"Consumer","total_orders":1,"total_spent":92,"notes":"call back"},
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  {"customer_id":"CU10885","first_name":"Steven","last_name":"Jones","email":"steven.jones@example.com","phone":"6175550194","city":"Columbus","state":"OH","signup_date":"2021-05-13","segment":"Consumer","total_orders":9,"total_spent":573.95,"notes":null},
  {"customer_id":"CU10879","first_name":"Kimberly","last_name":"Johnson","email":"kimberly.johnson@example.com","phone":"(206) 555-0146","city":"Dallas","state":"TX","signup_date":"2023-12-27","segment":"Consumer","total_orders":5,"total_spent":321.15,"notes":null},
  {"customer_id":"CU10887","first_name":"Robert","last_name":"Smith","email":"robert.smith@example.com","phone":"3055550158","city":"Omaha","state":"NE","signup_date":"2019-05-01","segment":"Consumer","total_orders":5,"total_spent":411.22,"notes":null},
  {"customer_id":"CU10888","first_name":"michael","last_name":"Jones","email":"michael.jones@example.com","phone":"7025550172","city":"Indianapolis","state":"Indiana","signup_date":"2021-12-01","segment":"Consumer","total_orders":5,"total_spent":231.55,"notes":null},
  {"customer_id":"CU10889","first_name":"Priya","last_name":"Johnson","email":"priya.johnson@example.com","phone":"7025550169","city":"Atlanta","state":"GA","signup_date":"2024-09-27","segment":"Consumer","total_orders":7,"total_spent":609.69,"notes":null},
  {"customer_id":"CU10890","first_name":"Jessica","last_name":"Clark","email":"jessica.clark89@example.com","phone":"(312) 555-0125","city":"Columbus","state":"OH","signup_date":"2020-03-14","segment":"Consumer","total_orders":9,"total_spent":883.26,"notes":null},
  {"customer_id":"CU10891","first_name":"Kimberly","last_name":"Campbell","email":"kimberly.campbell@example.com","phone":"212-555-0136","city":"Phoenix","state":"AZ","signup_date":"2023-11-10","segment":"Consumer","total_orders":4,"total_spent":260.51,"notes":null},
  {"customer_id":"CU10892","first_name":"Mary","last_name":"Lee","email":"mary.lee@example.com","phone":"(617) 555-0196","city":"Providence","state":"RI","signup_date":"10/06/2022","segment":"Consumer","total_orders":0,"total_spent":"$0.00","notes":null},
  {"customer_id":"CU10893","first_name":"Eric","last_name":"Wilson","email":"eric.wilson@example.com","phone":"4155550106","city":"San Diego","state":"CA","signup_date":"2023-11-28","segment":"Consumer","total_orders":8,"total_spent":559.52,"notes":null},
  {"customer_id":"CU10894","first_name":"Matthew","last_name":"Lopez","email":"matthew.lopez@example.com","phone":"(212) 555-0143","city":"Indianapolis","state":"IN","signup_date":"11/08/2023","segment":"Consumer","total_orders":9,"total_spent":"N/A","notes":null},
  {"customer_id":"CU10895","first_name":"Karen","last_name":"Brown","email":"karen.brown@example.com","phone":"2065550193","city":"San Francisco","state":"CA","signup_date":"2024-06-26","segment":"Consumer","total_orders":null,"total_spent":149.81,"notes":null},
  {"customer_id":"CU10896","first_name":"Aisha","last_name":"Ramirez","email":"aisha.ramirez@example.com","phone":"(512) 555-0168","city":"Columbus","state":"OH","signup_date":"2021-10-20","segment":"Consumer","total_orders":10,"total_spent":"N/A","notes":null},
  {"customer_id":"CU10897","first_name":"Emma","last_name":"Torres","email":"emma.torres96@example.com","phone":"(415) 555-0181","city":"Orlando","state":"FL","signup_date":"2019-02-28","segment":"Consumer","total_orders":7,"total_spent":311.37,"notes":null},
  {"customer_id":"CU10898","first_name":"Mary","last_name":"Hall","email":"mary.hall@example.com","phone":"(702) 555-0156","city":"Indianapolis","state":"IN","signup_date":"2019-08-21","segment":"Consumer","total_orders":4,"total_spent":216.2,"notes":null},
  {"customer_id":"CU10899","first_name":"Amanda","last_name":"Williams","email":null,"phone":"212-555-0107","city":"New York","state":"NY","signup_date":"2019-11-10","segment":"Consumer","total_orders":2,"total_spent":176.61,"notes":null},
  {"customer_id":"CU10900","first_name":"Andrew","last_name":"Khan  ","email":"andrew.khan@example.com","phone":"(702) 555-0134","city":"New York","state":"NY","signup_date":"31 Mar 2021","segment":"Small Business","total_orders":null,"total_spent":1857.03,"notes":null},
  {"customer_id":"CU10901","first_name":"John","last_name":"Patel","email":"john.patel@example.com","phone":"(206) 555-0194","city":"Philadelphia","state":"PA","signup_date":"01/26/2022","segment":"Consumer","total_orders":0,"total_spent":0,"notes":null},
  {"customer_id":"CU10902","first_name":"Olivia","last_name":"Scott","email":"olivia.scott@example.com","phone":"4155550172","city":"Los Angeles","state":"CA","signup_date":"2020-06-01","segment":"Consumer","total_orders":6,"total_spent":529.83,"notes":null},
  {"customer_id":"CU10903","first_name":"Steven","last_name":"Morgan","email":"steven.morgan@example.com","phone":"(206) 555-0132","city":"Chicago","state":"IL","signup_date":"2023-06-07","segment":"Consumer","total_orders":1,"total_spent":73.11,"notes":null},
  {"customer_id":"CU10904","first_name":"James","last_name":"Martinez","email":"james.martinez3@example.com","phone":"(312) 555-0174","city":"San Antonio","state":"TX","signup_date":"2021-08-11","segment":"Consumer","total_orders":null,"total_spent":"$0.00","notes":"VIP"},
  {"customer_id":"CU10905","first_name":"Matthew","last_name":"Miller","email":"matthew.miller@example.com","phone":"(212) 555-0185","city":"Louisville","state":"KY","signup_date":"08/17/2022","segment":"Small Business","total_orders":6,"total_spent":1235.47,"notes":null},
  {"customer_id":"CU10906","first_name":"Mary","last_name":"Taylor","email":"mary.taylor@example.com","phone":"7025550159","city":"Los Angeles","state":"CA","signup_date":"2022-06-10","segment":"Consumer","total_orders":9,"total_spent":"$698.96","notes":null},
  {"customer_id":"CU10907","first_name":"John","last_name":"Scott","email":"john.scott@example.com","phone":"(312) 555-0166","city":"New Orleans","state":"LA","signup_date":"2024-09-23","segment":"Enterprise","total_orders":21,"total_spent":12803.95,"notes":null},
  {"customer_id":"CU10908","first_name":"Jonathan","last_name":"Williams","email":"jonathan.williams@example.com","phone":"(305) 555-0177","city":"Houston","state":"TX","signup_date":"15 Aug 2023","segment":"Consumer","total_orders":5,"total_spent":443.52,"notes":null},
  {"customer_id":"CU10909","first_name":"Ryan","last_name":"Rodriguez","email":"ryan.rodriguez@example.com","phone":"(512) 555-0128","city":"Detroit","state":"MI","signup_date":"2019-02-28","segment":"Small Business","total_orders":null,"total_spent":"$2313.87","notes":null},
  {"customer_id":"CU10910","first_name":"Andrew","last_name":"Taylor","email":"andrew.taylor@example.com","phone":"(617) 555-0133","city":"Chicago","state":"IL","signup_date":"2024-04-19","segment":"Consumer","total_orders":9,"total_spent":825.33,"notes":null},
  {"customer_id":"CU10904","first_name":"James","last_name":"Martinez","email":"james.martinez3@example.com","phone":"(312) 555-0174","city":"San Antonio","state":"TX","signup_date":"2021-08-11","segment":"Consumer","total_orders":0,"total_spent":0,"notes":"moved?"},
  {"customer_id":"CU10912","first_name":"Wei","last_name":"Garcia","email":"wei.garcia@example.com","phone":"(512) 555-0171","city":"Orlando","state":"Florida","signup_date":"2023-05-13","segment":"Consumer","total_orders":null,"total_spent":51.83,"notes":null},
  {"customer_id":"CU10913","first_name":"Jessica","last_name":"Campbell","email":"jessica.campbell@example.com","phone":"(617) 555-0166","city":"Chicago","state":"IL","signup_date":"2021-08-09","segment":"Consumer","total_orders":7,"total_spent":325.31,"notes":"call back"},
  {"customer_id":"CU10914","first_name":"Steven","last_name":"Campbell","email":"steven.campbell@example.com","phone":"(312) 555-0190","city":"Sacramento","state":"CA","signup_date":"2019-05-12","segment":"Consumer","total_orders":7,"total_spent":397.79,"notes":null},
  {"customer_id":"CU10915","first_name":"Eric","last_name":"Green","email":"eric.green@example.com","phone":"(617) 555-0126","city":"Kansas City","state":"MO","signup_date":"2019-01-20","segment":"Small Business","total_orders":5,"total_spent":1174.15,"notes":null},
  {"customer_id":"CU10916","first_name":"Laura","last_name":"Harris","email":"laura.harris@example.com","phone":"(305) 555-0151","city":"Houston","state":"TX","signup_date":"2019-03-26","segment":"Consumer","total_orders":4,"total_spent":"N/A","notes":null},
  {"customer_id":"CU10917","first_name":"Amanda","last_name":"Thomas","email":"amanda.thomas@example.com","phone":"702-555-0193","city":"Hartford","state":"Connecticut","signup_date":"2020-01-19","segment":"Small Business","total_orders":7,"total_spent":1328.8,"notes":"VIP"},
  {"customer_id":"CU10918","first_name":"Anthony","last_name":"Moore","email":"anthony.moore17@example.com","phone":"3055550100","city":"San Francisco","state":"CA","signup_date":"2023-10-11","segment":"Consumer","total_orders":8,"total_spent":"N/A","notes":null},
  {"customer_id":"CU10919","first_name":"Charles","last_name":"Rodriguez","email":"charles.rodriguez@example.com","phone":"(212) 555-0187","city":"San Diego","state":"CA","signup_date":"2022-05-19","segment":"Consumer","total_orders":7,"total_spent":594.77,"notes":"duplicate?"},
  {"customer_id":"CU10920","first_name":"Samuel","last_name":"Campbell","email":"samuel.campbell@example.com","phone":"3055550102","city":"Richmond","state":"VA","signup_date":"2022-08-21","segment":"Small Business","total_orders":10,"total_spent":2049.93,"notes":null},
  {"customer_id":"CU10921","first_name":"Joseph","last_name":"Martinez","email":"joseph.martinez@example.com","phone":"(512) 555-0130","city":"Dallas","state":"TX","signup_date":"9 Dec 2022","segment":"Consumer","total_orders":null,"total_spent":"N/A","notes":"VIP"},
  {"customer_id":"CU10922","first_name":"Wei","last_name":"Walker","email":"wei.walker@example.com","phone":"(206) 555-0180","city":"Denver","state":"Colorado","signup_date":"2022-10-26","segment":"Consumer","total_orders":6,"total_spent":348.89,"notes":null},
  {"customer_id":"CU10923","first_name":"Sarah","last_name":"Martin","email":"sarah.martin@example.com","phone":"(312) 555-0114","city":"Providence","state":"RI","signup_date":"2021-03-13","segment":"Consumer","total_orders":1,"total_spent":101.51,"notes":null},
  {"customer_id":"CU10924","first_name":"Nancy","last_name":"Thomas","email":"nancy.thomas@example.com","phone":"415-555-0180","city":"Salt Lake City","state":"UT","signup_date":"2024-07-27","segment":"Consumer","total_orders":3,"total_spent":179.07,"notes":null},
  {"customer_id":"CU10925","first_name":"James","last_name":"Harris","email":"james.harris24@example.com","phone":"305-555-0188","city":"Richmond","state":"VA","signup_date":"2023-09-14","segment":"Consumer","total_orders":11,"total_spent":663.33,"notes":null},
  {"customer_id":"CU10926","first_name":"Daniel","last_name":"Gonzalez","email":"daniel.gonzalez@example.com","phone":"2125550122","city":"Tampa","state":"FL","signup_date":"06/19/2022","segment":"Consumer","total_orders":7,"total_spent":413.63,"notes":null},
  {"customer_id":"CU10927","first_name":"John","last_name":"Taylor","email":"john.taylor@example.com","phone":"6175550143","city":"San Antonio","state":"TX","signup_date":"2021-04-18","segment":"Consumer","total_orders":4,"total_spent":267.55,"notes":null},
  {"customer_id":"CU10928","first_name":"sofia","last_name":"Jackson","email":"sofia.jackson@example.com","phone":"(312) 555-0129","city":"Chicago","state":"IL","signup_date":"2024-12-24","segment":"Enterprise","total_orders":28,"total_spent":19219.47,"notes":null},
  {"customer_id":"CU10929","first_name":"Mary","last_name":"Nguyen","email":"mary.nguyen@example.com","phone":"5125550159","city":"Atlanta","state":"GA","signup_date":"2024-06-23","segment":"Enterprise","total_orders":21,"total_spent":"$14960.62","notes":null},
  {"customer_id":"CU10930","first_name":"Kimberly","last_name":"Hernandez","email":"kimberly.hernandez@example.com","phone":"305-555-0127","city":"Pittsburgh","state":"PA","signup_date":"08/03/2022","segment":"Enterprise","total_orders":22,"total_spent":"$10871.89","notes":"prefers email"},
  {"customer_id":"CU10931","first_name":"Emily","last_name":"Mitchell","email":"emily.mitchell@example.com","phone":"(206) 555-0182","city":"Los Angeles","state":"CA","signup_date":"2022-12-19","segment":"Consumer","total_orders":6,"total_spent":572.44,"notes":null},
  {"customer_id":"CU10932","first_name":"Aaron","last_name":"Khan","email":"aaron.khan31@example.com","phone":"(415) 555-0121","city":"Los Angeles","state":"CA","signup_date":"2021-11-24","segment":"Consumer","total_orders":3,"total_spent":232.09,"notes":null},
  {"customer_id":"CU10933","first_name":"Lisa","last_name":"Taylor","email":"lisa.taylor@example.com","phone":"(512) 555-0175","city":"Houston","state":"TX","signup_date":"2024-03-20","segment":"Enterprise","total_orders":24,"total_spent":12296.87,"notes":null},
  {"customer_id":"CU10934","first_name":"Mary","last_name":"Ramirez","email":"mary.ramirez@example.com","phone":"(212) 555-0156","city":"Boston","state":"MA","signup_date":"2024-01-23","segment":"Consumer","total_orders":4,"total_spent":"$244.82","notes":null},
  {"customer_id":"CU10935","first_name":"Brian","last_name":"Lopez","email":"brian.lopez@example.com","phone":"(702) 555-0155","city":"Houston","state":"TX","signup_date":"2023-08-16","segment":"Consumer","total_orders":2,"total_spent":110.37,"notes":null},
  {"customer_id":"CU10929","first_name":"MARY","last_name":" Nguyen","email":"mary.nguyen@example.com","phone":"5125550159","city":"Atlanta","state":"GA","signup_date":"2024-06-23","segment":"Enterprise","total_orders":21,"total_spent":"$14960.62","notes":null},
  {"customer_id":"CU10937","first_name":"Michael","last_name":"Chen","email":"michael.chen@example.com","phone":"(206) 555-0169","city":"Houston","state":"TX","signup_date":"2020-03-30","segment":"Small Business","total_orders":8,"total_spent":1975.15,"notes":null},
  {"customer_id":"CU10938","first_name":"William","last_name":"Miller","email":"william.miller@example.com","phone":"(312) 555-0120","city":"Boston","state":"Massachusetts","signup_date":"13 Jul 2020","segment":"Consumer","total_orders":4,"total_spent":"$340.83","notes":null},
  {"customer_id":"CU10939","first_name":"Jonathan","last_name":"Kim","email":"jonathan.kim38@example.com","phone":"(312) 555-0131","city":"Las Vegas","state":"Nevada","signup_date":"2023-11-03","segment":"Small Business","total_orders":11,"total_spent":2406.66,"notes":"duplicate?"},
  {"customer_id":"CU10940","first_name":"David","last_name":"Thomas","email":"david.thomas@example.com","phone":"(702) 555-0118","city":"Buffalo","state":"NY","signup_date":"2020-08-31","segment":"Small Business","total_orders":12,"total_spent":"$2242.02","notes":"duplicate?"},
  {"customer_id":"CU10941","first_name":"Elizabeth","last_name":"Mitchell","email":"elizabeth.mitchell@example.com","phone":"(702) 555-0163","city":"Austin","state":"TX","signup_date":"07/01/2023","segment":"Consumer","total_orders":6,"total_spent":"$290.23","notes":null},
  {"customer_id":"CU10942","first_name":"Kevin","last_name":"Moore","email":"kevin.moore@example.com","phone":"(702) 555-0118","city":"San Francisco","state":"CA","signup_date":"2020-06-18","segment":"Consumer","total_orders":12,"total_spent":1224.51,"notes":null},
  {"customer_id":"CU10943","first_name":"Jennifer","last_name":"Flores","email":null,"phone":"(206) 555-0114","city":"New Orleans","state":"LA","signup_date":"2019-05-30","segment":"consumer","total_orders":8,"total_spent":449.05,"notes":null},
  {"customer_id":"CU10944","first_name":"Mei","last_name":"Bell","email":"mei.bell@example.com","phone":"2065550114","city":"Buffalo","state":"NY","signup_date":"08/14/2019","segment":"Consumer","total_orders":6,"total_spent":527.4,"notes":"prefers email"},
  {"customer_id":"CU10945","first_name":"Michael","last_name":"Smith","email":"michael.smith@example.com","phone":"3125550129","city":"Los Angeles","state":"CA","signup_date":"2023-05-20","segment":"Small Business","total_orders":7,"total_spent":1960.47,"notes":null},
  {"customer_id":"CU10946","first_name":"Stephanie","last_name":"Anderson","email":"stephanie.anderson45@example.com","phone":"(702) 555-0160","city":"Cleveland","state":"OH","signup_date":"2022-11-15","segment":"consumer","total_orders":6,"total_spent":502.1,"notes":"call back"},
  {"customer_id":"CU10947","first_name":"priya","last_name":"Gonzalez","email":"priya.gonzalez@example.com","phone":"(702) 555-0123","city":"San Antonio","state":"TX","signup_date":"2023-01-28","segment":"Consumer","total_orders":9,"total_spent":"$742.76","notes":null},
  {"customer_id":"CU10948","first_name":"Mark","last_name":"Wright","email":"mark.wright@example.com","phone":"(312) 555-0171","city":"Seattle","state":"WA","signup_date":"2021-05-24","segment":"consumer","total_orders":4,"total_spent":320.64,"notes":null},
  {"customer_id":"CU10949","first_name":"Robert","last_name":"Baker","email":"robert.baker@example.com","phone":"(702) 555-0126","city":"Los Angeles","state":"CA","signup_date":"2020-09-05","segment":"Enterprise","total_orders":21,"total_spent":17063.62,"notes":null},
  {"customer_id":"CU10950","first_name":"Charles","last_name":"Roberts","email":"charles.roberts@example.com","phone":"617-555-0156","city":"Houston","state":"TX","signup_date":"4 Feb 2022","segment":"Consumer","total_orders":0,"total_spent":0,"notes":null},
  {"customer_id":"CU10951","first_name":"Diego","last_name":"Nguyen","email":"diego.nguyen@example.com","phone":"(212) 555-0140","city":"Sacramento","state":"CA","signup_date":"2020-04-01","segment":"small business","total_orders":6,"total_spent":"$1739.02","notes":null},
  {"customer_id":"CU10952","first_name":"Eric","last_name":"Anderson","email":"eric.anderson@example.com","phone":"206-555-0166","city":"New York","state":"NY","signup_date":"2022-06-14","segment":"Enterprise","total_orders":26,"total_spent":12445.76,"notes":null},
  {"customer_id":"CU10953","first_name":"Emily","last_name":"Mitchell","email":"emily.mitchell52@example.com","phone":"(305) 555-0197","city":"Los Angeles","state":"CA","signup_date":"2022-09-26","segment":"Small Business","total_orders":9,"total_spent":2107.19,"notes":"duplicate?"},
  {"customer_id":"CU10954","first_name":"James","last_name":"Roberts","email":"james.roberts@example.com","phone":"(305) 555-0171","city":"Philadelphia","state":"PA","signup_date":"2021-08-29","segment":"Consumer","total_orders":6,"total_spent":533.17,"notes":"prefers email"},
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  {"customer_id":"CU10957","first_name":"Samuel","last_name":"Clark","email":"samuel.clark@example.com","phone":"(415) 555-0178","city":"Los Angeles","state":"CA","signup_date":"08/14/2023","segment":"Small Business","total_orders":null,"total_spent":2017.39,"notes":null},
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  {"customer_id":"CU10959","first_name":"Kevin","last_name":"Lewis","email":"kevin.lewis@example.com","phone":"(702) 555-0178","city":"New York","state":"NY","signup_date":"10/17/2019","segment":"Consumer","total_orders":7,"total_spent":463.57,"notes":null},
  {"customer_id":"CU10960","first_name":"Rebecca","last_name":"Ramirez","email":"rebecca.ramirez59@example.com","phone":"415-555-0161","city":"Austin","state":"TX","signup_date":"2024-03-12","segment":"Consumer","total_orders":6,"total_spent":548.08,"notes":"call back"},
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  {"customer_id":"CU10962","first_name":"Sarah","last_name":"Campbell","email":"SARAH.CAMPBELL@EXAMPLE.COM","phone":"(415) 555-0125","city":"New York","state":"NY","signup_date":"2019-05-17","segment":"consumer","total_orders":5,"total_spent":336.22,"notes":null},
  {"customer_id":"CU10963","first_name":"ashley","last_name":"Jackson","email":"ashley.jackson@example.com","phone":"(305) 555-0137","city":"Miami","state":"FL","signup_date":"2024-04-27","segment":"Consumer","total_orders":7,"total_spent":721.96,"notes":null},
  {"customer_id":"CU10964","first_name":"Sofia","last_name":"Smith","email":"sofia.smith@example.com","phone":"212-555-0126","city":"Hartford","state":"CT","signup_date":"06/22/2020","segment":"Consumer","total_orders":null,"total_spent":313.95,"notes":null},
  {"customer_id":"CU10965","first_name":"Eric","last_name":"Scott","email":"eric.scott@example.com","phone":"(212) 555-0104","city":"New York","state":"NY","signup_date":"2023-03-24","segment":"Consumer","total_orders":4,"total_spent":"$310.04","notes":null},
  {"customer_id":"CU10966","first_name":"Nancy","last_name":"Gonzalez","email":"nancy.gonzalez@example.com","phone":"(206) 555-0105","city":"Chicago","state":"IL","signup_date":"07/19/2024","segment":"Consumer","total_orders":6,"total_spent":521.51,"notes":null},
  {"customer_id":"CU10967","first_name":"Laura","last_name":"Rivera  ","email":"laura.rivera66@example.com","phone":"312-555-0144","city":"Hartford","state":"CT","signup_date":"2019-12-02","segment":"Consumer","total_orders":4,"total_spent":359,"notes":"prefers email"},
  {"customer_id":"CU10968","first_name":"emma","last_name":"Campbell","email":"emma.campbell@example.com","phone":"6175550179","city":"Minneapolis","state":"MN","signup_date":"28 Sep 2019","segment":"Consumer","total_orders":0,"total_spent":0,"notes":null},
  {"customer_id":"CU10969","first_name":"Anthony","last_name":"Carter","email":"anthony.carter@example.com","phone":"2065550180","city":"Chicago","state":"IL","signup_date":"2019-05-07","segment":"Consumer","total_orders":2,"total_spent":172.2,"notes":null},
  {"customer_id":"CU10970","first_name":"Patricia","last_name":"Roberts","email":"patricia.roberts@example.com","phone":"(702) 555-0153","city":"Los Angeles","state":"CA","signup_date":"2020-04-22","segment":"Small Business","total_orders":8,"total_spent":"$2206.27","notes":null},
  {"customer_id":"CU10971","first_name":"Mei","last_name":"Torres","email":"mei.torres@example.com","phone":"(512) 555-0172","city":"Providence","state":"RI","signup_date":"2021-09-18","segment":"Consumer","total_orders":4,"total_spent":329.11,"notes":"moved?"},
  {"customer_id":"CU10972","first_name":"Joshua","last_name":"Morgan","email":"joshua.morgan@example.com","phone":"(415) 555-0163","city":"Minneapolis","state":"Minnesota","signup_date":"2023-10-14","segment":"Consumer","total_orders":2,"total_spent":"$97.27","notes":null},
  {"customer_id":"CU10973","first_name":"Emily","last_name":"Robinson","email":"emily.robinson@example.com","phone":"(206) 555-0145","city":"Sacramento","state":"CA","signup_date":"2020-01-05","segment":"Consumer","total_orders":15,"total_spent":912.93,"notes":null},
  {"customer_id":"CU10974","first_name":"karen","last_name":"Rivera","email":"karen.rivera73@example.com","phone":"7025550149","city":"Las Vegas","state":"NV","signup_date":"2024-09-29","segment":"Consumer","total_orders":6,"total_spent":568.69,"notes":null},
  {"customer_id":"CU10975","first_name":"Wei","last_name":"Lee","email":"wei.lee@example.com","phone":"5125550132","city":"Hartford","state":"CT","signup_date":"2021-10-26","segment":"Consumer","total_orders":12,"total_spent":763.97,"notes":null},
  {"customer_id":"CU10976","first_name":"Charles","last_name":"Martinez","email":"charles.martinez@example.com","phone":"(206) 555-0154","city":"Los Angeles","state":"CA","signup_date":"2023-07-19","segment":"Enterprise","total_orders":27,"total_spent":22975.28,"notes":null},
  {"customer_id":"CU10977","first_name":"Joseph","last_name":"Morgan  ","email":"joseph.morgan@example.com","phone":"4155550175","city":"Miami","state":"FL","signup_date":"2022-05-03","segment":"Consumer","total_orders":null,"total_spent":886.77,"notes":null},
  {"customer_id":"CU10978","first_name":"Patricia","last_name":"Kim  ","email":"patricia.kim@example.com","phone":"(312) 555-0196","city":"Boston","state":"MA","signup_date":"2020-09-02","segment":"Consumer","total_orders":2,"total_spent":186.69,"notes":null},
  {"customer_id":"CU10979","first_name":"michael","last_name":"Rogers","email":"michael.rogers@example.com","phone":"(512) 555-0198","city":"Portland","state":"OR","signup_date":"2023-12-20","segment":"Consumer","total_orders":6,"total_spent":341.65,"notes":null},
  {"customer_id":"CU10980","first_name":"Mark","last_name":"Wright","email":"mark.wright@example.com","phone":"(512) 555-0106","city":"New York","state":"NY","signup_date":"2024-10-09","segment":"Small Business","total_orders":null,"total_spent":1736.56,"notes":null},
  {"customer_id":"CU10981","first_name":"Kimberly","last_name":"Smith","email":"kimberly.smith80@example.com","phone":"702-555-0184","city":"Charlotte","state":"NC","signup_date":"01/07/2020","segment":"Consumer","total_orders":8,"total_spent":399.5,"notes":null},
  {"customer_id":"CU10982","first_name":"Brian","last_name":"Davis","email":"brian.davis@example.com","phone":"(617) 555-0113","city":"Louisville","state":"KY","signup_date":"2019-09-27","segment":"Small Business","total_orders":5,"total_spent":"$855.62","notes":null},
  {"customer_id":"CU10983","first_name":"Olivia","last_name":"Moore","email":"olivia.moore@example.com","phone":"(702) 555-0178","city":"Kansas City","state":"MO","signup_date":"2023-03-26","segment":"Small Business","total_orders":4,"total_spent":521.98,"notes":null},
  {"customer_id":"CU10984","first_name":"James","last_name":"Lewis","email":"james.lewis@example.com","phone":"(512) 555-0112","city":"Omaha","state":"NE","signup_date":"16 Jan 2020","segment":"Small Business","total_orders":7,"total_spent":1152.55,"notes":null},
  {"customer_id":"CU10985","first_name":"Jessica","last_name":"King","email":"jessica.king@example.com","phone":"(212) 555-0110","city":"Louisville","state":"KY","signup_date":"2020-04-11","segment":"Small Business","total_orders":5,"total_spent":1198.15,"notes":null},
  {"customer_id":"CU10979","first_name":"Michael","last_name":"Rogers","email":"michael.rogers@example.com","phone":"(512) 555-0198","city":"Portland","state":"OR","signup_date":"12/20/2023","segment":"Consumer","total_orders":6,"total_spent":341.65,"notes":null},
  {"customer_id":"CU10987","first_name":"Nicholas","last_name":"Young","email":"nicholas.young@example.com","phone":"(415) 555-0140","city":"Sacramento","state":"CA","signup_date":"2022-12-25","segment":"consumer","total_orders":null,"total_spent":355.49,"notes":null},
  {"customer_id":"CU10988","first_name":"Diego","last_name":"Rogers","email":"diego.rogers87@example.com","phone":"(212) 555-0152","city":"Los Angeles","state":"CA","signup_date":"2021-12-11","segment":"Consumer","total_orders":6,"total_spent":437.23,"notes":null},
  {"customer_id":"CU10989","first_name":"Lisa","last_name":"Jackson","email":"lisa.jackson@example.com","phone":"(206) 555-0186","city":"Austin","state":"TX","signup_date":"2019-12-07","segment":"Consumer","total_orders":4,"total_spent":222.43,"notes":null},
  {"customer_id":"CU10990","first_name":"Kevin","last_name":"Murphy","email":null,"phone":"(702) 555-0103","city":"Philadelphia","state":"PA","signup_date":"2021-10-20","segment":"Consumer","total_orders":6,"total_spent":377.11,"notes":null},
  {"customer_id":"CU10991","first_name":"Steven","last_name":"Miller  ","email":"steven.miller@example.com","phone":"(617) 555-0172","city":"Louisville","state":"KY","signup_date":"2022-06-05","segment":"Consumer","total_orders":1,"total_spent":72.17,"notes":null},
  {"customer_id":"CU10992","first_name":"Daniel","last_name":"Roberts","email":"daniel.roberts@example.com","phone":"(617) 555-0125","city":"Tampa","state":"Florida","signup_date":"2021-04-21","segment":"Consumer","total_orders":8,"total_spent":727.62,"notes":null},
  {"customer_id":"CU10993","first_name":"Mei","last_name":"White","email":"mei.white@example.com","phone":"2065550152","city":"Newark","state":"NJ","signup_date":"2019-06-18","segment":"Consumer","total_orders":4,"total_spent":223.41,"notes":null},
  {"customer_id":"CU10994","first_name":"Mark","last_name":"Hall  ","email":"mark.hall@example.com","phone":"(212) 555-0141","city":"Denver","state":"CO","signup_date":"2024-10-16","segment":"Consumer","total_orders":3,"total_spent":286.56,"notes":"call back"},
  {"customer_id":"CU10995","first_name":"Jessica","last_name":"Cook","email":"jessica.cook94@example.com","phone":"(512) 555-0148","city":"Atlanta","state":"GA","signup_date":"2024-09-06","segment":"Consumer","total_orders":2,"total_spent":155.12,"notes":null},
  {"customer_id":"CU10996","first_name":"Jonathan","last_name":"Nguyen","email":"jonathan.nguyen@example.com","phone":"3125550172","city":"Cleveland","state":"OH","signup_date":"2023-07-09","segment":"Consumer","total_orders":6,"total_spent":391.54,"notes":null},
  {"customer_id":"CU10997","first_name":"michael","last_name":"Johnson","email":"michael.johnson@example.com","phone":"(206) 555-0159","city":"Chicago","state":"IL","signup_date":"2023-07-24","segment":"Enterprise","total_orders":19,"total_spent":9826.33,"notes":null},
  {"customer_id":"CU10998","first_name":"Susan","last_name":"Taylor","email":"susan.taylor@example.com","phone":"(512) 555-0106","city":"Chicago","state":"IL","signup_date":"2021-07-22","segment":"Small Business","total_orders":11,"total_spent":2554.25,"notes":null},
  {"customer_id":"CU10999","first_name":"jonathan","last_name":"Morgan","email":"jonathan.morgan@example.com","phone":"(415) 555-0103","city":"New Orleans","state":"Louisiana","signup_date":"2020-06-22","segment":"Consumer","total_orders":0,"total_spent":"$0.00","notes":null},
  {"customer_id":"CU11000","first_name":"Richard","last_name":"Perez","email":"richard.perez@example.com","phone":"(702) 555-0160","city":"Chicago","state":"IL","signup_date":"2024-11-16","segment":"Consumer","total_orders":3,"total_spent":255.61,"notes":null}
]