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Data processing method and device, computer system and storage medium

A data processing and data storage technology, applied in the field of big data processing, can solve problems such as inability to be collected, inconvenient data ingestion, and time-consuming, so as to improve work efficiency and coverage, reduce data input errors, and ensure accuracy.

Pending Publication Date: 2020-08-25
PING AN ASSET MANAGEMENT CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] In the application of computer technology, it is often necessary to use artificially processed data as input, which will rely on a large number of human resources, and the information and data required in the work are huge and complicated, and the data sources are also very extensive, but the existing The system often can only read the information data in the existing reports. For other information that needs simple judgment and processing, it cannot be collected because it has not been processed into formatted data information. It can only be manually summarized after collection. Entry system
If more data requires manual input and judgment, the efficiency and coverage of the system will be greatly reduced. When new information appears in the work, unless manual intervention completes the information, it will not be possible to give feedback on these new information
[0003] Especially when various data are applied to credit rating, traditional rating methods often require a lot of information to achieve, and usually require a lot of human resources to simply process data as input. Due to the diversity of information sources, data processing is particularly important, and ratings require The information and data are huge and complicated, and the data sources are also very extensive, which will also cause inconvenience in data ingestion. The extraction of effective information from various data makes data processing complicated. Accuracy requires summarizing opinions after information collection, and then manually entering the system, which makes the processing process longer and takes more time, and cannot meet the current requirements for information processing

Method used

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  • Data processing method and device, computer system and storage medium
  • Data processing method and device, computer system and storage medium
  • Data processing method and device, computer system and storage medium

Examples

Experimental program
Comparison scheme
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Embodiment 1

[0026] refer to figure 1 , showing a data processing method of the present invention, comprising the following steps:

[0027] Step S10 , the data collection process, combs the data sources, and stores massive market information data in the database. When sorting out data sources, data sources can include webpage information, corporate accounting statements, internal and external reports, published instructions, distributed announcements, government announcements and other sources. Any valuable information can be used as data collection The sources of these data, including PDF, URLs, and webpage locations, etc., which contain these data, are all included in the database. Specifically, crawler technology and big data technology can be used to store massive market information in the database, and the information can be retrieved in a timely manner.

[0028] The crawler technology used is mainly aimed at web pages, which can automatically browse the information in the network, a...

Embodiment 2

[0051] Such as figure 2 As shown, a data processing device 10 of this embodiment is shown, including a data acquisition module 11, a data processing module 12 and a data processing module 13, the data acquisition module 11 is used to store data in a database, and the data The processing module 12 is used to extract unstructured data and missing data in the database, decomposes the unstructured data into structured data, and performs supplementary processing on the missing data to generate processed data, and the data processing module 13 is used to convert After the processed data is classified, the factor library is constructed, and the factor library is detrended and standardized. The factors in the factor library are used to input into the training model and run to obtain the model training results.

[0052] In this embodiment, the data generated by collecting the actual data of social and economic activities through the data acquisition module 11 can use crawler technolog...

Embodiment 3

[0056] This embodiment also provides a computer system, such as image 3 As shown, the computer system includes a plurality of computer devices 20, and the components of the data processing device in the second embodiment can be dispersed in different computer devices 20, and the computer device 20 can be a smart phone, a tablet computer, a notebook for executing a program Computers, desktop computers, rack servers, blade servers, tower servers or rack servers (including independent servers, or server clusters composed of multiple servers), etc. The computer device 20 in this embodiment at least includes but is not limited to: a memory 21 and a processor 22 that can be communicated with each other through a system bus. It should be pointed out that, image 3 Only computer device 20 is shown having components 21-22, but it should be understood that implementing all of the illustrated components is not a requirement and that more or fewer components may instead be implemented. ...

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Abstract

The invention provides a big data processing method and device, a computer system and a storage medium. The method comprises: storing data in a database; extracting unstructured data and missing datain the database; sorting the unstructured data into structured data, complementing and processing missing data to obtain processed data, constructing a factor library from the processed data, performing detrending operation and standardization operation on the factor library, and inputting factors in the factor library into a training model for operation to obtain a model training result. According to the data processing method and device, the computer system and the storage medium provided by the invention, the collected unstructured data in the database is sorted into the structured data, and the missing data is subjected to supplementary processing, so that errors caused by the missing data are prevented, and non-systematic data input errors are reduced. In addition, the invention alsorelates to a block chain technology, and the obtained model training result can be stored in the block chain node.

Description

technical field [0001] The present invention relates to the technical field of big data processing, in particular to a data processing method, equipment, computer system and storage medium. Background technique [0002] In the application of computer technology, it is often necessary to use artificially processed data as input, which will rely on a large number of human resources, and the information and data required in the work are huge and complicated, and the data sources are also very extensive, but the existing The system often can only read the information data in the existing reports. For other information that needs simple judgment and processing, it cannot be collected because it has not been processed into formatted data information. It can only be manually summarized after collection. Entry system. If more data requires manual input and judgment, the efficiency and coverage of the system will be greatly reduced. When new information appears in the work, unless m...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/215
CPCG06F16/215
Inventor 罗力力洪钰詹天钰白育龙孙海容罗水权
Owner PING AN ASSET MANAGEMENT CO LTD
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