LabKey Server offers a wide range of options for performing quality control checks and cleanup on your data. Depending on the type of data structure you use, different options are available.

 Lists/Data GridsStudy DatasetsAssay DataSample SetData Class
Type Checksyesyesyesyesyes
Range and Regular Expression Validatorsyesyesyesyesyes
Missing Value Indicatorsyesyesyesyesyes
Out of Range Value Indicators yesyes  
Row-level Data Audityesyesyesyesyes
Validate Lookups on Importyesyesyesyesyes
Trigger Scripts (see also Availability)yesyesyes yes
Dataset QC States - User Guide yes   
Dataset QC States - Admin Guide yes   
Assay QC States - User Guide  yes (GPAT)  
Assay QC States - Admin Guide  yes (GPAT)  
Validate Metadata Entry  yes  
Improve Data Entry Consistency & Accuracy  yes  
Programmatically Transform Data on Import  yes  
QC Trend Reportsyesyessome  

Other Options

Additional quality control options are available for specific use cases.

Specimen Data

Luminex

Discussion

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