发明名称 Data quality monitoring
摘要 A computer implemented method, computer program product and system for data quality monitoring includes measuring a data quality of loaded data relative to a predefined data quality metric. The measuring the data quality includes identifying delta changes in at least one of the loaded data and the data quality rules relative to a previous measurement of the data quality of the loaded data. Logical calculus defined in the data quality rules is applied to the identified delta changes.
申请公布号 US9092468(B2) 申请公布日期 2015.07.28
申请号 US201213537406 申请日期 2012.06.29
申请人 International Business Machines Corporation 发明人 Nelke Sebastian;Oberhofer Martin;Saillet Yannick;Seifert Jens
分类号 G06F17/30;G06Q10/10 主分类号 G06F17/30
代理机构 Cantor Colburn LLP 代理人 Cantor Colburn LLP
主权项 1. A computer-implemented method for data quality monitoring, the method comprising: measuring, by a computer, a data quality of loaded data relative to a predefined data quality metric, the measuring comprising: identifying delta changes in at least one of the loaded data and data quality rules relative to a previous measurement of the data quality of the loaded data, wherein a delta change of the data quality rules comprises at least one change in at least one term of at least one data quality rule, said at least one data quality rule containing a concatenation of terms; andapplying a logical calculus defined in the data quality rules to the identified delta changes; applying the changed term to one of the loaded data and the delta change of the loaded data; creating a plurality of columnar data objects, with each of the loaded data; and caching intermediary results of application of each of the terms of the data quality rules to individual data columns, along a dependency path gained by a decomposition of the data quality rules into their individual terms and embodied as a tree structure; wherein the application of the data quality rules is performed in based on one of an initial data load and a delta data load.
地址 Armonk NY US