Multi-source risk control data cleaning processing method
A technology of data cleaning and processing methods, which is applied in the fields of electrical digital data processing, natural language data processing, special data processing applications, etc., and can solve the problems of low data analysis efficiency, huge amount of data analysis, and different types of data, etc.
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[0085] Such as Figure 1-6 As shown, one of the purposes of this embodiment is to provide a method for cleaning and processing multi-source wind control data, the steps are as follows:
[0086] (1) Multi-source data collection stage:
[0087] S1.1, historical data collection, the system adopts the full import method to import the historical data of risk control;
[0088] S1.2, real-time data collection, the system obtains incremental changes based on database log analysis to realize real-time data synchronization;
[0089] (2) Data integration stage:
[0090] S1.3, pattern matching, based on the similarity of attributes, pattern matching is performed on the data;
[0091] S1.4. Semantic conversion, converting the attribute data of various heterogeneous data sources into standard data;
[0092] (3) Data cleaning stage:
[0093] S1.5. Invalid information filtering, identifying and eliminating erroneous data and duplicate data;
[0094] S1.6, data encryption, encrypting the...
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