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hello and welcome to the data cleaning overview powered by award solutions my name is Chris Reece technologist at award solutions and host of this complimentary webinar in this session were going to give an overview of data cleaning principles of data cleaning and were gonna provide a data cleaning example as I said my name is Chris Reece been with award solutions for 19 years been in the telecom industry for a little over twenty eight and my instructional focus is artificial intelligence automation network transformation 5g wireless consulting as well as custom training and its an honor to be with you here today Award Solutions is a proven leader in technology training with over twenty years of experience we will be presenting at both CCA and Mobile World Congress coming in February at March of 2020 as well as a number of other events throughout the year I also want to let you know that we are recording this session and will send an email with a link to the recording within the ne