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Data binning and visual display method and device, equipment and storage medium

A technology of binning and data, applied in the field of data binning and visual display, can solve the problem that the results of data binning cannot be flexibly adjusted and visualized, and achieve the effect of solving the inability to flexibly adjust and visualize display, improve efficiency, and improve convenience.

Pending Publication Date: 2022-08-02
CHINA PING AN PROPERTY INSURANCE CO LTD
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  • Abstract
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AI Technical Summary

Problems solved by technology

[0004] The present invention provides a data binning and visual display method, device, electronic equipment and readable storage medium, the main purpose of which is to solve the problem that data binning results cannot be flexibly adjusted and visualized display

Method used

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  • Data binning and visual display method and device, equipment and storage medium
  • Data binning and visual display method and device, equipment and storage medium
  • Data binning and visual display method and device, equipment and storage medium

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specific Embodiment approach

[0103] In detail, the specific implementation of each module of the data binning and visual display device 100 is as follows:

[0104] Step 1: Obtain a binning method set, and perform component integration on the binning methods in the binning method set to obtain a binning component set.

[0105] In the embodiment of the present invention, the set of binning methods includes equal frequency binning, equal width binning, chi-square binning, entropy binning, optimal scorecard binning, custom step size binning, and quantile binning bin, binarization and other methods.

[0106] In detail, performing component integration on the binning methods in the set of binning methods to obtain a set of binning components, including:

[0107]Setting a binning category in a preset front-end page, and adding the methods in the binning method set to the binning category;

[0108] The front-end page to which the method has been added is encapsulated by using a preset front-end framework to obt...

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Abstract

The invention relates to an artificial intelligence technology, and discloses a data binning and visual display method, which comprises the following steps: acquiring a binning method set, carrying out component integration on binning methods in the binning method set to obtain a binning component set, receiving data to be binned, carrying out primary binning processing on the data to be binned by utilizing the binning component set, and carrying out secondary binning processing on the data to be binned by utilizing the binning component set. The method comprises the steps of obtaining first binning data, generating an original binning effect picture according to the first binning data, carrying out secondary binning on the first binning data based on a target index in the original binning effect picture to obtain second binning data, and generating a standard binning effect picture based on the second binning data. In addition, the invention also relates to a block chain technology, and the standard binning effect picture can be stored in nodes of a block chain. The invention further provides a data binning and visual display method and device, electronic equipment and a computer readable storage medium. According to the method, the problem that the data binning result cannot be flexibly adjusted and visually displayed can be solved.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, and in particular, to a data binning and visual display method, device, electronic device and computer-readable storage medium. Background technique [0002] With the continuous rise of big data analysis, data analysis through modeling is becoming more and more important. In modeling scenarios in different fields, due to the requirements of model interpretability and stability, it is often necessary to discretize continuous variables and recombine discrete variables with too many values ​​to improve the stability of analysis results. , reducing the difficulty of analysis. For example, in data analysis in the financial field, age features are binned, age > 30 is 1, otherwise 0, if the features are not discretized, an abnormal data "age 300 years old" will cause great interference to the model. [0003] At present, the existing binning algorithms, such as equal-width bi...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/28G06F16/215
CPCG06F16/287G06F16/215
Inventor 林瑜
Owner CHINA PING AN PROPERTY INSURANCE CO LTD
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