Insights and data quality

Generating insight reports on data and quality is part of data profiling. Data profiling is a broader term that includes all the processes involved in reviewing the data source, understanding the structure and composition of data, generating useful summaries and statistics from the data, and studying any inherent relationships that exist between various features in the dataset. Before you even begin to take steps to process your data, you must first understand the state of your data. As such, data profiling is most often one of the first steps done after the data is imported into Data Wrangler. Data Wrangler provides a built-in feature to generate an insight report on data and quality. This report works either on the entire dataset that you import into Data Wrangler or on the sample if you sampled the data after importing data into Data Wrangler. The report gives you a quick insight into common data issues such as imbalances in the data, target leakage, and...