#part iithe machine learning pipeline # processingwranglingand visualizing data data collection sv json xml html and scraping sql ata description numeric text categorical ata wrangling nderstanding data filtering data typecasting transformations imputing missing values handling duplicates handling categorical data normalizing values string manipulations data summarization data visualization visualizing with pandas visualizing with matplotlib python visualization ecosystem summary viii