A dynamic data quality checking method and system for an index system

By splitting the query plan and calculating the edit distance and overlap, the pedigree graph is dynamically updated, which solves the problem of false alarms caused by the lag in the pedigree graph and improves the reliability of data quality verification and operational efficiency.

CN122412915APending Publication Date: 2026-07-17GANSU ELECTRIC POWER INFORMATION COMM
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Patent Information

Application Number
CN202610655754.3
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-05-13
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

In existing technologies, the generation and maintenance of pedigree maps rely on periodic offline parsing, which leads to a lag in changes to data processing logic, causing false alarms during quality checks and reducing the reliability and operational efficiency of data quality checks.

Method used

By obtaining the query plan of the indicator calculation link, it is divided into calculation segments and mapping segments. The edit distance and overlap of the structure description are calculated, logical changes are determined, and the lineage graph is updated along the downstream dependency path of the lineage graph. Integrity and consistency checks are performed, false alarms are filtered, and a correction report is output.

Benefits of technology

It enables refined perception and hierarchical judgment of data processing nodes, reduces the update range of lineage maps, improves the reliability of data quality verification and the targeting of operation and maintenance, and eliminates noise interference from logical changes.

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Abstract

本发明公开了一种指标体系的动态数据质量核查方法及系统,具体涉及数据集成处理与数据质量治理技术领域,用于解决现有技术中因血缘图谱滞后于数据加工逻辑变更而导致虚假告警的问题。本发明通过获取数据加工节点的查询计划并提取操作符特征,拆分为计算片段和映射片段后生成结构描述,计算当前结构描述与已存储结构描述之间的编辑距离和重叠度以判定处理逻辑变更,获取映射片段中变更字段集合,沿下游依赖路径将输出字段集与变更字段集合存在交集的节点纳入受影响范围并更新血缘图谱,利用更新后的血缘图谱执行完整性和一致性核查,将核查结果与处理逻辑变更事件关联以过滤虚假数据质量告警,输出经修正的数据质量核查报告。
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