Test-Driven Data Analysis (Paperback, 1)

Foreword?Preface?Acknowledgements?Author 1 Orientation?I Data Validation with Constraints??2?Data Validation?3?Textual Data?4 Profiling and Auditing Data?5 Constraint Discovery and Validation?6 Custom Constraints?7?Practical Considerations?8?Serial Data?II?Reference Testing?9?Introduction to Reference Tests?10?Modern Software Testing?11?Reference Tests for Analytical Pipelines?12?Testing Models and Modeling?III Errors of Interpretation, of Process, & of Applicability?13?Errors of Interpretation I: Formulation?14?Errors of Interpretation II: Communication?15?Errors of Interpretation III: Graphing Sins?16?Errors of Process?17?Errors of Applicability and Errors of Judgement?IV Appendices?A?The TDDA Library, Resources, & Tools?B?Glossary?Bibliography