General data management method and system based on identification analysis technology

Abstract

The invention discloses a general data management method and system based on an identification analysis technology, and relates to the technical field of data management, and the method comprises the steps: converting a private data specification of a preset industry into an industry metadata standard format through employing the identification analysis technology, and completing the identification registration; and based on the plurality of registered identifiers, managing the aggregation data of the preset industry. Through the identification analysis technology, the problem that the data formats are inconsistent can be solved, the user can be helped to better understand the source and reliability of the data, and therefore the data can be better utilized and analyzed.

Description

Background Art

[0002] With the development of industrial Internet technology, enterprises and organizations are facing more and more data sources and formats. This diversity makes data integration, management and utilization extremely complicated. In this context, identity resolution technology came into being. Identity resolution technology is a technology used to convert data identifiers of different formats and sources into a unified standard, thereby achieving data interconnection and unified management.

[0003] Traditional data integration and management methods often rely on specific data formats and standards, which leads to many difficulties when facing heterogeneous data sources. For example, an enterprise may have a variety of data sources from different databases, APIs, and files, and these data sources may have different formats, encoding methods, and even field meanings. Therefore, a universal method is needed to handle such heterogeneous data. Summary of the invention

[0004] The technical problem to be solved by the present invention is to address the deficiencies of the prior art and specifically provide a general data management method and system based on identity resolution technology, which are as follows:

[0005] 1) In the first aspect, the present invention provides a general data management method based on identity resolution technology, and the specific technical solution is as follows:

[0006] Using the identification resolution technology, the private data specifications of the preset industry are converted into the industry metadata standard format to complete the identification registration;

[0007] Based on multiple registered identifiers, aggregated data of preset industries are managed.

[0008] The beneficial effects of a general data management method based on identity resolution technology provided by the present invention are as follows:

[0009] Through identity resolution technology, the problem of inconsistent data formats can be solved, and it can also help users better understand the source and reliability of data, so as to better utilize and analyze data.

[0010] On the basis of the above scheme, the general data management method based on identification resolution technology of the present invention can also be improved as follows.

[0011] Furthermore, based on the multiple registered identifiers, the aggregated data of the preset industries are managed, including:

[0012] Based on the multiple registered identifiers, at least one of data statistics, data association management, data list management and data release management is performed on the aggregated data of the preset industry.

[0013] Furthermore, it also includes: managing the data source of the aggregated data.

[0014] Furthermore, it also includes: visually displaying the data source of the aggregated data.

[0015] 2) In the second aspect, the present invention also provides a general data management system based on identification resolution technology, and the specific technical solution is as follows:

[0016] It includes an identification registration module and a data management module;

[0017] The identification registration module is used to: use identification resolution technology to convert the private data specifications of the preset industry into the industry metadata standard format to complete identification registration;

[0018] The data management module is used to manage the aggregated data of the preset industry based on multiple registered identifiers.

[0019] On the basis of the above scheme, the universal data management system based on identification resolution technology of the present invention can also be improved as follows.

[0020] Furthermore, the data management module is specifically used to: based on the multiple registered identifiers, perform at least one of data statistics, data association management, data list management and data release management on the aggregated data of the preset industry.

[0021] Furthermore, it also includes a data source management module, which is used to manage the data source of the aggregated data.

[0022] Furthermore, it also includes a visualization display module, which is used to: visualize the data source of the aggregated data.

[0023] 3) In a third aspect, the present invention also provides an electronic device, comprising a processor, the processor being coupled to a memory, the memory storing at least one computer program, and the at least one computer program being loaded and executed by the processor so that the electronic device implements any one of the above-mentioned general data management methods based on identity resolution technology.

[0024] 4) In a fourth aspect, the present invention also provides a computer-readable storage medium, in which at least one computer program is stored, and the at least one computer program is loaded and executed by a processor so that the computer implements any of the above-mentioned general data management methods based on identity resolution technology.

[0025] It should be noted that the beneficial effects achieved by the technical solutions of the second to fourth aspects of the present invention and the corresponding possible implementation methods can be found in the above-mentioned technical effects of the first aspect and its corresponding possible implementation methods, and will not be repeated here. BRIEF DESCRIPTION OF THE DRAWINGS

[0026] Other features, objects and advantages of the present invention will become more apparent from the detailed description of non-limiting embodiments made with reference to the following drawings:

[0027] Figure 1 A schematic diagram of a flow chart of a general data management method based on identification resolution technology according to an embodiment of the present invention;

[0028] Figure 2 This is a schematic diagram of the identification management process;

[0029] Figure 3 This is a schematic diagram of the data release and reporting process;

[0030] Figure 4 This is a schematic diagram of the data information management process;

[0031] Figure 5 This is a schematic diagram of system management;

[0032] Figure 6 Schematic diagram of statistical analysis;

[0033] Figure 7 The figure is a schematic diagram of the structure of an electronic device according to an embodiment of the present invention. DETAILED DESCRIPTION

[0034] In order to make the objectives, technical solutions and advantages of the present invention more clear, the embodiments of the present invention will be further described in detail below with reference to the accompanying drawings.

[0035] like Figure 1 As shown, a general data management method based on identification resolution technology in an embodiment of the present invention includes the following steps:

[0036] S1. Use the identification resolution technology to convert the private data specifications of the preset industry into the industry metadata standard format to complete the identification registration;

[0037] Among them, private data specifications are: data specifications formulated by enterprises and institutions based on their own business needs. In other words, private data specifications can be set according to actual conditions.

[0038] Among them, the industry metadata standard format of the preset industry is: a data standard format formulated according to actual conditions and meeting the needs of the preset industry.

[0039] S2. Based on the multiple registered identifiers, the aggregated data of the preset industries are managed.

[0040] Among them, the identity resolution technology is used to synchronize the data issued by various systems of the preset industry to the identity resolution secondary node platform in real time or periodically, and the identity resolution secondary node platform is used to convert the data, convert the private data specifications into the industry metadata standard format, and complete the identity registration. It can not only solve the problem of inconsistent data formats, but also help users better understand the source and reliability of the data, so as to better utilize and analyze the data.

[0041] Among them, the identity resolution technology is implemented through the identity resolution tool, and S1 is implemented by utilizing the functions provided by the identity resolution tool.

[0042] Among them, the preset industries can be e-commerce, medicine, home decoration, construction, garden design, pipeline network, power grid or communication, etc., which can be set according to actual conditions. The systems of the preset industries can be set according to actual conditions. For example, when the preset industry is pipeline network, the systems involved include: pipeline network operation monitoring system, pipeline area abnormal warning system and oil and gas transportation system, etc. The data sent can also be set according to actual conditions, such as pipeline pressure, corrosion condition and pipeline temperature.

[0043] The aggregated data of the preset industry may specifically be: data sent by each system of the preset industry, or upstream and downstream data of the preset industry. It may be set according to actual conditions. The aggregated data comes from different data sources, and each system may be considered as a data source.

[0044] Optionally, in S2, based on the multiple registered identifiers, the aggregated data of the preset industry is managed, including:

[0045] Based on the multiple registered identifiers, at least one of data statistics, data association management, data list management and data release management is performed on the aggregated data of the preset industry, and the data statistics, data association management, data list management and data release management are explained as follows:

[0046] 1) Statistics:

[0047] After obtaining the aggregated data, the heterogeneous identification and parsing toolset (a module that can convert data of different identification types into a standard format) can convert the private and public identification in the aggregated data. The heterogeneous identification and parsing toolset can automatically identify different identification formats and convert them into a standard format through intelligent recognition and parsing algorithms, thereby achieving interconnection between different data sources.

[0048] 2) Data association management:

[0049] The key link to solve the problem of data interconnection between systems. By identifying and encoding the data of each system and associating these data with the data of other systems, a business data collection can be formed, thereby realizing data interconnection and interoperability to meet various business needs, data mining and other application scenarios.

[0050] 3) Data list management:

[0051] With the increase of access systems, enterprises may face problems such as complex private coding types and confusing data fields, which brings challenges to data management and business applications. In order to solve these problems, it is crucial to provide a visual interface to view and manage data in each system and table.

[0052] 4) Data publishing management is a key link in achieving data sharing and providing data services. By publishing the integrated full data according to the permission requirements, internal or external systems can obtain real-time data of relevant business interfaces based on the identification resolution technology, thereby supporting related businesses and displays.

[0053] Optionally, in the above technical solution, it further includes: managing the data source of the aggregated data, specifically:

[0054] For data access of all data sources, unified management and permission approval are required to ensure the legality and security of the data.

[0055] Optionally, the above technical solution further includes: visually displaying the data source of the aggregated data.

[0056] By displaying data sources on a visual interface, users can understand how data is obtained from various different data sources, including various databases, APIs, and files.

[0057] By displaying the diversity of data sources, users can better understand the source and reliability of data, and thus better utilize and analyze the data. In addition, users can also screen and filter data as needed to obtain data samples that better meet their needs.

[0058] When displaying data sources on a visual interface, you can use icons, labels, or lists to display them. At the same time, you can provide corresponding instructions and comments to help users better understand the meaning and characteristics of each data source. In addition, you can also provide search and filter functions to enable users to quickly find the required data source.

[0059] In the above embodiments, although the steps are numbered S1, S2, etc., these are only specific embodiments given by the present invention. Those skilled in the art may adjust the execution order of S1, S2, etc. according to actual conditions, which is also within the protection scope of the present invention. It can be understood that in some embodiments, some or all of the above embodiments may be included.

[0060] A universal data management system based on identification resolution technology according to an embodiment of the present invention comprises an identification registration module and a data management module;

[0061] The identification registration module is used to: use identification resolution technology to convert the private data specifications of the preset industry into the industry metadata standard format to complete identification registration;

[0062] The data management module is used to manage the aggregated data of the preset industry based on multiple registered identifiers.

[0063] Optionally, in the above technical solution, the data management module is specifically used to: based on multiple registered identifiers, perform at least one of data statistics, data association management, data list management and data release management on the aggregated data of the preset industry.

[0064] Optionally, the above technical solution further includes a data source management module, and the data source management module is used to manage the data source of the aggregated data.

[0065] Optionally, the above technical solution further includes a visualization display module, which is used to: visualize the data source of the aggregated data.

[0066] In another embodiment, a general data management system based on identification resolution technology in an embodiment of the present invention, combined with business scenarios of production safety and supply chain (high-risk operations, high-consequence areas and major hazard source control, Internet of Things equipment, steel pipe inventory), explores the use of identification resolution systems to support the comprehensive interconnection of factories, people, machines, objects, etc., and builds data interconnection and interoperability of the same object or related objects between business systems in industrial Internet enterprises, supports internal and external registration of identification objects once, and the goal that multiple parties can call, and uses identification codes to connect all elements of the enterprise, specifically:

[0067] 1) Data aggregation:

[0068] Through the functions provided by the identity resolution tool set, the data of each system is synchronized to the identity resolution secondary node platform in real time or periodically, and the identity resolution secondary node platform is used to convert data, convert private data specifications into the industry metadata standard format, and complete the identity registration; relying on the identity resolution tool set and middleware, the group's existing systems and industry upstream and downstream data are aggregated in the form of interfaces, data pools, data platforms, databases, tables, etc.

[0069] 2) Logo management:

[0070] The present invention provides a universal data management system based on identification resolution technology, which supports mapping unique identification to business system private identification, realizes full process connection, and provides an association interface with the business system while realizing the unique identification of identification objects. Through "code association" for point-to-point communication and mutual recognition, unified coding, association and addressing of identification objects are realized, and horizontal and vertical connection and top-down coordination of all elements and the whole process are realized, such as Figure 2 As shown, Figure 2 The usage process of the identity resolution system is shown. The core is to generate and register an identity through enterprise users, parse and map the identity through data services, and finally use it to identify data applications. The specific implementation process is as follows:

[0071] ① Enterprise users: Enterprise users log in to the system and maintain product data. At this time, the enterprise needs to generate a unique identifier for the product and register the identifier.

[0072] ②Identifier generation and registration: Generate an identifier for the product in the system and register the identifier with the corresponding service. The example identifier is "MA.1000.10.10 / 01.01.001 / SD123".

[0073] ③ Data service: After the identification passes through the data service, identification resolution and mapping are performed. This step obtains the mapping relationship between the corresponding identification object, address and data identification by querying the identification service, address service and data service.

[0074] ④ Identification data application: Through the above analysis and mapping, the identification is applied to specific scenarios or data systems for subsequent use.

[0075] 3) Data release and reporting:

[0076] For top-level nodes, other secondary nodes, enterprise nodes, etc., report content management and trusted transmission are provided. The data release and reporting process is as follows: Figure 3 As shown, Figure 3 This chapter describes the process of enterprise users registering and associating identities. The specific implementation process is as follows:

[0077] ① Enterprise users: Users first operate by logging into the system.

[0078] ②Log in to the system: After the enterprise user enters the system, submit the relevant identification registration information.

[0079] ③Identification registration information: The system processes the identification registration information submitted by the user.

[0080] ④ Whether the association is completed: The system will check whether the identifier has been successfully associated with the corresponding node (such as enterprise node, secondary node, etc.). If the association is not completed, you need to re-associate.

[0081] ⑤Yes / No branch: If the association is not completed, the process returns to re-operate. If the association is completed, proceed to the next step.

[0082] ⑥Enterprise nodes, secondary nodes and other application system departments: The identifier is ultimately assigned and applied to the corresponding enterprise nodes, secondary nodes or other system departments.

[0083] 4) Data information management:

[0084] Provides maintenance of categories, metadata dictionaries, and metadata templates for identification objects, and prepares for the generation of identification object codes and display of attribute information, such as Figure 4 As shown, Figure 4 This shows the process of enterprise users logging into the system, maintaining metadata and identifying object categories, generating and applying identification. The specific steps are as follows:

[0085] ① Enterprise users: Enterprise users enter the system to operate.

[0086] ②Log in to the system: Users log in to the system and start maintaining metadata and identification.

[0087] ③Metadata dictionary maintenance: The user first maintains the metadata dictionary in the system, which includes defining and managing the attributes and classification of data items.

[0088] ④Metadata template maintenance: Users maintain metadata templates, which define the structure and rules of the data.

[0089] ⑤ Identification object category maintenance: Users need to maintain the category of identification objects to ensure that the identification can accurately describe and classify the objects.

[0090] ⑥ Identification generation (object category setting): Based on the previous maintenance steps, the system generates identification, and the identification is set according to different object categories.

[0091] ⑦Identification data application: The final generated identification is applied to the corresponding data application scenario.

[0092] 5) Management:

[0093] The universal data management system based on the identification resolution technology of the present invention provides integrated and targeted user management, authority management, role management, log management, and interface management functions for managers at all levels and types, such as Figure 5 As shown, specifically:

[0094] ① User management: This is one of the starting points of identity resolution. In the identity resolution system, users are the subjects who generate and use identities. User management is responsible for creating and maintaining user account information, including user identity authentication, permission allocation, etc. The user's identity and permissions will determine which identities they can access and what operations they can perform.

[0095] ②Permission management: closely related to user management, permission management is responsible for defining and assigning user operation permissions in the identity resolution system. This includes permission control for operations such as reading, writing, modifying, and deleting identities. Through permission management, it can be ensured that only authorized users can operate specific identities, thereby ensuring system security and data integrity.

[0096] ③ Login system (basic settings): This is the portal for users to enter the identity resolution system. Users can obtain corresponding permissions and access and operate identities only after they have verified their identities through the login system. The login system usually includes some basic settings, such as password policies and session management, to ensure the security and convenience of the user login process.

[0097] ④Role management: A role is a collection of permissions. Role management makes it easier to assign permissions to users. In the identity resolution system, different roles can be defined, and each role corresponds to a specific set of permissions. Then, users are assigned to the corresponding roles, thereby achieving batch management and control of user permissions.

[0098] ⑤Data service application system: This is one of the core parts of the identity resolution system, responsible for storing, managing and maintaining identity data. The data service application system may include storage facilities such as databases and data warehouses, as well as data operation services such as data query and data update. Through the data service application system, users can easily access and operate identity data.

[0099] ⑥ Identification data application: This is another important part of the identification resolution system, which is responsible for applying identification data to actual business scenarios. Identification data applications may include various identification-based business systems, such as supply chain management, product traceability, equipment management, etc. Through identification data applications, enterprises can realize the automation, intelligence and visualization of business processes.

[0100] ⑦ Log management: In the identity resolution system, log management is responsible for recording the user's operation behavior in the system, including login, access, modification and other operations. Log management is of great significance for the security audit, troubleshooting and performance optimization of the system. Through log management, the user's operation history can be traced back, and potential security threats and performance issues can be discovered and handled in a timely manner.

[0101] 6) Statistical analysis:

[0102] Statistical analysis of identified objects, such as the number of data accesses, the number of reports, and the application of scenarios within a period of time, is displayed in bar charts, line charts, or other visual pages for leadership to query and make decisions. Figure 6 As shown, the specific implementation is as follows:

[0103] ① Enterprise users: This is the starting point of the process, representing enterprises or individuals who use identification technology and hope to gain value from it. Enterprise users may be production line operators, supply chain managers, data analysts, etc. They interact with identification data through specific systems or platforms.

[0104] ② Identification registration: In the identification resolution system, the entity's unique identification (such as product serial number, device ID, etc.) must first be registered in the identification resolution system. This process is similar to creating a new record in a database, laying the foundation for subsequent identification resolution and data management. In the flowchart, "Identification registration statistics" reflects the frequency and scale of registration activities, and is an important indicator for evaluating the degree of application of corporate identification technology.

[0105] ③Identity resolution: When enterprise users need to query information about an entity, they will initiate an identity resolution request. The identity resolution system searches for the corresponding record in the database based on the identifier in the request and returns relevant information. This process is real-time and efficient, providing enterprise users with the ability to quickly obtain data. "Identity resolution statistics" reflect the usage frequency and load of the identity resolution system, which helps evaluate the system's performance and optimization direction.

[0106] ④ Scenario application identification quantity statistics: In actual application scenarios, enterprises may count and analyze specific types of identification based on business needs. For example, in supply chain management, enterprises may be concerned about the circulation of a batch of products; in equipment management, enterprises may be concerned about the operating status of a specific model of equipment. "Scenario application identification quantity statistics" is the identification quantity statistics for these specific scenarios, which provides enterprises with the ability to gain in-depth insights into business operations.

[0107] ⑤ Data query: After obtaining the results of identity resolution and the statistics of scene application identity, enterprise users will further query the data to obtain more detailed and comprehensive information. Data query may involve multiple data sources and multiple data types, which requires the use of advanced data processing and analysis technologies.

[0108] ⑥Decision analysis: Ultimately, enterprise users will conduct decision analysis based on the results of data query. They may use data analysis tools to explore the potential patterns and values ​​in the data, so as to make more scientific and reasonable business decisions. The results of decision analysis will directly affect the strategic direction and operational strategy of the enterprise, so it is the most critical step in the process.

[0109] It should be noted that the beneficial effects of a general data management system based on identity resolution technology provided in the above embodiment are the same as the beneficial effects of the general data management method based on identity resolution technology, which will not be repeated here. In addition, when the system provided in the above embodiment realizes its functions, it only uses the division of the above functional modules as an example. In actual applications, the above functions can be assigned to different functional modules as needed, that is, the system can be divided into different functional modules according to actual conditions to complete all or part of the functions described above. In addition, the system and method embodiments provided in the above embodiment belong to the same concept, and the specific implementation process is detailed in the method embodiment, which will not be repeated here.

[0110] The technical effects of the present invention are as follows:

[0111] 1) Use identification resolution technology to gather industry upstream and downstream data, provide a convenient data access portal, and realize comprehensive query and analysis of asset information. Through functions such as data statistics, data source management, data association management, data list management, and data release management, this method can effectively solve the problems caused by data heterogeneity, improve the availability, accessibility, and credibility of data, and thus maximize the value of data and promote business development and innovation of enterprises.

[0112] 2) Gather upstream and downstream industry data through identity resolution technology, and provide a convenient data access portal based on identity mapping and identity association to achieve comprehensive query and analysis of asset information and further unleash the value of data.

[0113] 3) Through the data aggregation toolset (data collection, data scheduling, data processing, data source connection, data extraction, data cleaning and conversion, metadata management, data loading, identification registration, other components, job scheduling, monitoring management), heterogeneous identification and resolution toolset (identity query, identification registration, identification resolution, metadata query, metadata definition) and other general toolsets as underlying services to support the top-level data application functions and support data visualization.

[0114] like Figure 7 As shown, an electronic device 300 of an embodiment of the present invention includes a processor 320, the processor 320 is coupled to a memory 310, and the memory 310 stores at least one computer program 330, and the at least one computer program 330 is loaded and executed by the processor 320, so that the electronic device 300 implements any of the above-mentioned general data management methods based on the identification resolution technology, specifically:

[0115] The electronic device 300 may have relatively large differences due to different configurations or performances, and may include one or more processors 320 (Central Processing Units, CPU) and one or more memories 310, wherein the one or more memories 310 store at least one computer program 330, and the at least one computer program 330 is loaded and executed by the one or more processors 320, so that the electronic device 300 implements any one of the general data management methods based on the identification resolution technology provided in the above embodiments. Of course, the electronic device 300 may also have components such as a wired or wireless network interface, a keyboard, and an input and output interface for input and output. The electronic device 300 may also include other components for realizing the functions of the device, which will not be repeated here. The electronic device may specifically be a computer, etc.

[0116] A computer-readable storage medium according to an embodiment of the present invention stores at least one computer program, and the at least one computer program is loaded and executed by a processor so that the computer implements any of the above-mentioned general data management methods based on identity resolution technology.

[0117] Optionally, the computer-readable storage medium may be a read-only memory (ROM), a random access memory (RAM), a compact disc (CD-ROM), a magnetic tape, a floppy disk, an optical data storage device, and the like.

[0118] In an exemplary embodiment, a computer program product or a computer program is also provided, the computer program product or the computer program including computer instructions, the computer instructions being stored in a computer-readable storage medium. A processor of an electronic device reads the computer instructions from the computer-readable storage medium, and the processor executes the computer instructions, so that the electronic device executes any of the above-mentioned general data management methods based on the identity resolution technology.

[0119] It should be noted that the terms "first", "second", etc. in the specification and claims of the present application are used to distinguish similar objects and represent the definition of a specific order or sequence. The order of use of similar objects can be interchanged where appropriate, so that the embodiments of the present application described herein can be implemented in an order other than the order shown or described.

[0120] Those skilled in the art know that the present invention can be implemented as a system, method or computer program product. Therefore, the present invention can be specifically implemented in the following forms, namely: it can be complete hardware, it can be complete software (including firmware, resident software, microcode, etc.), or it can be a combination of hardware and software, which is generally referred to as "circuit", "module" or "system" herein. In addition, in some embodiments, the present invention can also be implemented in the form of a computer program product in one or more computer-readable media, and the computer-readable medium contains computer-readable program code.

[0121] Any combination of one or more computer-readable media may be used. A computer-readable medium may be a computer-readable signal medium or a computer-readable storage medium. A computer-readable storage medium may be an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, device or device, or any combination of the above. More specific examples (a non-exhaustive list) of computer-readable storage media include: an electrical connection with one or more wires, a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the above. In the present invention, a computer-readable storage medium may be any tangible medium containing or storing a program that may be used by or in conjunction with an instruction execution system, device or device.

[0122] Although the embodiments of the present invention have been shown and described above, it is to be understood that the above embodiments are exemplary and are not to be construed as limitations of the present invention. A person skilled in the art may change, modify, replace and vary the above embodiments within the scope of the present invention.

Claims

1. A general data management method based on identity resolution technology, characterized in that: include: Using the identification resolution technology, the private data specifications of the preset industry are converted into the industry metadata standard format to complete the identification registration; Based on the multiple registered identifiers, the aggregated data of the preset industry is managed.

2. According to claim 1, a universal data management method based on identification resolution technology is characterized in that: Based on multiple registered identifiers, the aggregated data of the preset industries is managed, including: Based on the multiple registered identifiers, at least one of data statistics, data association management, data list management and data release management is performed on the aggregated data of the preset industry.

3. A universal data management method based on identification resolution technology according to claim 2, characterized in that: Also includes: Manage the data sources that aggregate data.

4. A universal data management method based on identification resolution technology according to any one of claims 1 to 3, characterized in that: Also includes: Visualize the data source that aggregates the data.

5. A universal data management system based on identification resolution technology, characterized in that: It includes an identification registration module and a data management module; The identification registration module is used to: use identification resolution technology to convert the private data specifications of the preset industry into the industry metadata standard format to complete the identification registration; The data management module is used to manage the aggregated data of the preset industry based on the multiple registered identifiers.

6. A universal data management system based on identification resolution technology according to claim 5, characterized in that: The data management module is specifically used to: based on the multiple registered identifiers, perform at least one of data statistics, data association management, data list management and data release management on the aggregated data of the preset industry.

7. A universal data management system based on identification resolution technology according to claim 6, characterized in that: It also includes a data source management module, which is used to manage the data source of the aggregated data.

8. A universal data management system based on identification resolution technology according to any one of claims 5 to 7, characterized in that: It also includes a visualization display module, which is used to: visualize the data source of the aggregated data.

9. An electronic device, characterized in that: The electronic device includes a processor, the processor is coupled to a memory, and at least one computer program is stored in the memory. The at least one computer program is loaded and executed by the processor so that the electronic device implements a general data management method based on identity resolution technology as described in any one of claims 1 to 4.

10. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores at least one computer program, and the at least one computer program is loaded and executed by the processor so that the computer implements a general data management method based on identity resolution technology as described in any one of claims 1 to 4.

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