Data stream and data model versus data format

Consider the Comma-Separated Value (CSV) given in the following code snippet. The dataset is generated for mock-up purposes. The following CSV file contains the user's id, first_name, last_name, email, gender, ip_address, City, and Credit Card Type:

id,first_name,last_name,email,gender,ip_address,City,Credit Card Type1,Hasty,Speechley,hspeechley0@nhs.uk,Male,163.168.85.148,Namasuba,jcb2,Wendell,Gisby,wgisby1@wikia.com,Male,216.197.63.195,Pitalito,jcb3,Kalle,Delooze,kdelooze2@bloglines.com,Male,79.24.89.239,Rongcheng,diners-club-international4,Renata,Colbertson,rcolbertson3@shinystat.com,Female,90.61.186.89,Pisaras,mastercard5,Alexandro,Penketh,apenketh4@pcworld.com,Male,68.106.188.165,Denver,jcb ...

Get Hands-On Big Data Modeling now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.