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hello and welcome to these weeks out systems at work a sitting video my name is Jay Santos and today were going to talk about manipulating data before plotting your charts so lets get started in this video we will be building on top of the line chart that was created on the previous chart videos I will share the link for those videos in the description of this one and if you havent watched them before I highly encourage you to check them out to understand the general structure of our application the way weve added data to our line chart in the previous demo was by directly setting the output of an aggregate done in the preparation to the source data point list now if we check one of the demos of hi chart and its the demo well be doing in a few moments by adding customized labels to a line chart if we check it out we can see that the the preparation of the line chart is manipulating the data array so its going into the data array and setting up a specific marker to a specific po