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