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Well, were looking at chocolate datasets today, so I thought Id bring some research Im Yeah, good and definitely relevant Weve been looking at techniques like data visualization to try and explore our data and start to draw some initial You know conclusions or hypotheses were going to start to move towards kind of modeling our data and actually trying to extract proper knowledge from this data because remember just Because weve got data doesnt mean weve got knowledge. Now. This is going to be a kind of iterative process Were going to need to clean up our data to make it as useful as possible we need to transform it so that we can combine datasets together and Statistically measure our datasets and then were going to need to reduce it sometimes if our data set is too big and unmanageable and this combination of cleaning data and Transforming data and reducing data is a kind of cycle where were going to iterate this until our data set Its a smallest most useful form It can b