Data Cleaning With Python, Data Analysis, Dataframes Python, Marketing Analytics.
insights using visualizations or predictive models, and finally report these insights with dashboards or reports. Dirty data can appear because of duplicate values, mis-spellings, data type parsing errors and legacy systems. Without making sure that data is properly cleaned in the exploration and