CN110543306A - interactive data visualization method, application system and storage medium - Google Patents
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Abstract
The invention discloses an interactive data visualization method, an application system and a computer readable storage medium, wherein the method comprises the following steps: generating corresponding controls based on the view object, wherein the controls comprise an input control, a data source control and a display control, and the style text and the configuration text of each control are bound in a bidirectional mode; receiving information input by a user through the input control, and triggering the data source control to acquire the information input by the user, wherein the information input by the user comprises data; and the data source control synchronizes the data input by the user to at least one display control for real-time display. Different visual controls are generated through different view objects, and the style text and the configuration text of each control are bound in a two-way mode, so that the controls can dynamically change configuration and display data in real time, and further, components can be formed through the different visual controls to synthesize application, and visual customization of the application is achieved.
Description
Technical Field
the present invention relates to the field of data visualization technologies, and in particular, to an interactive data visualization method, an application system, and a computer-readable storage medium.
Background
Nowadays, with the development of big data technology, everyone faces a large amount of data every day, and the realistic meaning behind the analysis data, so no matter to professional technical personnel or ordinary users, data visualization is very important, each internet company is all making the visual design platform of data, for example, DataV in ali provides abundant visual template, meeting exhibition, business monitoring, risk early warning, geographic information analysis and other display demands of multiple businesses are met to a great extent, and more people see the visual appeal of data.
Compared with traditional data and diagrams, the data visualization is more vivid and friendly, business insights hidden behind instable and numerous data are presented in real time, and business personnel are helped to discover and diagnose business problems through interactive real-time data visualization, so that the data visualization is more and more an indispensable ring in large data solutions. However, the existing visual products can only provide a data display function, and lack a dynamic real-time human-computer interaction function, and for non-professional business personnel, the existing products cannot provide a visual self-defined function to flexibly meet various business requirements.
Disclosure of Invention
The technical problem to be solved by the invention is as follows: the existing visual products can only provide a data display function, lack a dynamic real-time human-computer interaction function, and for non-professional business personnel, the existing products can not provide a visual self-defined function to flexibly meet various business requirements.
In order to solve the technical problems, the invention provides an interactive data visualization method, an application system and a computer readable storage medium, wherein different visualization controls are generated through different view objects, and the style texts and the configuration texts of the controls are bound in a two-way manner, so that the controls can dynamically change configuration and display data in real time, and further, components can be formed through different visualization controls to further synthesize application, thereby realizing the visualization customization of the application.
the invention provides an interactive data visualization method, which comprises the following steps:
Generating corresponding controls based on the view object, wherein the controls comprise an input control, a data source control and a display control, and the style text and the configuration text of each control are bound in a bidirectional mode;
Receiving information input by a user through the input control, and triggering the data source control to acquire the information input by the user, wherein the information input by the user comprises data;
and the data source control synchronizes the data input by the user to at least one display control for real-time display.
optionally, in the above interactive data visualization method, generating a corresponding control based on the view object includes:
and acquiring an interface of each view object, generating a style text and a configuration text forming a corresponding control through the interface of the view object, and binding the style text and the configuration text in a two-way manner.
Optionally, in the interactive data visualization method, performing bidirectional binding on the style text and the configuration text includes:
Binding the style text to a display area and binding the configuration text to a configuration area;
Binding the style text and the configuration text to the same data source.
Optionally, in the above interactive data visualization method, the information input by the user and received through the input control further includes a control configuration instruction, and the method further includes: and dynamically configuring the corresponding control based on the control configuration instruction.
The invention also provides a system for visualizing the custom application, which comprises the following steps:
A visual control generation module and a component synthesis application module;
the visual control generation module is used for generating corresponding controls based on the view objects, the controls comprise input controls, data source controls and display controls, and the style text and the configuration text of each control are bound bidirectionally;
The visualization control generation module is further used for receiving information input by a user through the input control, triggering the data source control to acquire the information input by the user, and triggering the data source control to synchronize the information input by the user to at least one display control for real-time display.
Optionally, in the system of the visual custom application, the visual control generation module is specifically configured to:
And acquiring an interface of each view object, generating a style text and a configuration text forming a corresponding control through the interface of the view object, and binding the style text and the configuration text in a two-way manner.
Optionally, in the system of the visual custom application, the visual control generation module performs bidirectional binding on the style text and the configuration text in the following manner:
Binding the style text to a display area and binding the configuration text to a configuration area;
Binding the style text and the configuration text to the same data source.
Optionally, in the system for visualizing a custom application, the component synthesis application module includes:
The component synthesis submodule is used for synthesizing at least one visual control into a component with basic functions;
And the application synthesis submodule is used for combining different applications according to the components with the basic functions.
Optionally, in the system for visually customizing an application, the system further includes a component sharing module, configured to share a user-defined component to the system.
Optionally, in the system of the visual customized application, the system further includes a control authentication module, configured to check the user-defined control according to the interface standard and then share the user-defined control to the system.
The invention further provides a computer-readable storage medium having stored thereon a computer program which, when executed by a processor, implements the interactive data visualization method.
Compared with the prior art, one or more embodiments in the above scheme can have the following advantages or beneficial effects:
According to the interactive data visualization method, the application system and the computer readable storage medium, different visualization controls are generated through different view objects, the style text and the configuration text of each control are bound in a two-way mode, so that the controls can dynamically change configuration and display data in real time, and further, components can be formed through different visualization controls to synthesize application, so that visualization customization of the application is achieved.
Drawings
The scope of the present disclosure may be better understood by reading the following detailed description of exemplary embodiments in conjunction with the accompanying drawings. Wherein the included drawings are:
Fig. 1 is a schematic flowchart of an interactive data visualization method according to an embodiment of the present invention.
Fig. 2 is a schematic flowchart of step S110 in fig. 1.
Fig. 3 is a schematic flowchart of step S112 in fig. 2.
Fig. 4 is a schematic diagram of a system for visualizing a custom application according to an embodiment of the present invention.
Fig. 5 is a schematic diagram of a basic structure of a computer device according to an embodiment of the present invention.
in the drawings, like parts are designated with like reference numerals, and the drawings are not drawn to scale.
Reference numerals:
300-a computer device; 310-a memory; 320-a processor; 330-network interface.
Detailed Description
the following detailed description of the embodiments of the present invention will be provided with reference to the accompanying drawings and examples, so that how to apply the technical means to solve the technical problems and achieve the corresponding technical effects can be fully understood and implemented. It should be noted that all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this application belongs; the terminology used in the description of the application herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the application; the terms "including" and "having," and any variations thereof, in the description and claims of this application and the description of the above figures are intended to cover non-exclusive inclusions. The embodiments and the features of the embodiments can be combined without conflict, and the technical solutions formed are all within the scope of the present invention.
Referring to fig. 1, fig. 1 is a flowchart illustrating an interactive data visualization method according to an embodiment of the present invention. The interactive data visualization method comprises the following steps:
Step S110: and generating corresponding controls based on the view object, wherein the controls comprise an input control, a data source control and a display control, and the style text and the configuration text of each control are bidirectionally bound.
wherein, the view object can be constructed by classes in the program through an object-oriented programming language such as JAVA, C + +, PYTHON, etc., the view object includes properties and methods, and the properties include visibility of the object, i.e., the style of the view displayed to the outside; the method is to define a function capable of realizing certain logic function in a view object, define a plurality of methods in the object and then provide various interfaces to the outside, and call the interfaces to realize various behavior logics of the object, such as a communication interface for communicating with other objects, a data push interface for automatically pushing data to an associated object when the data is updated, an interface for zooming the view, a control generation interface and the like. The view object can also be obtained from other view objects in an inherited manner, for example, a diagram view object with a trigger function can be derived from a view object of a trigger type and a view object of a diagram type, so as to have functions of both.
Further, visual controls with different properties and functions can be generated through different view objects, such as an input control capable of accepting user input information, a data source control capable of automatically pushing data when data is updated, a display control for showing data in real time, and the like. Each control consists of a style text and a configuration text, the style text is bound to a display area and can display the shape of the control, the configuration text is bound to a configuration area and can present configuration information of the control, and the style text and the configuration information are bound through the same data source, so that the control can dynamically change configuration and display data in real time.
Referring to fig. 2, optionally, in this embodiment, in the step S110, generating the corresponding control based on the view object may specifically include:
Step S112: and acquiring an interface of each view object, generating a style text and a configuration text forming a corresponding control through the interface of the view object, and binding the style text and the configuration text in a two-way manner.
Specifically, different view objects have corresponding control generation interfaces, and control texts corresponding to the controls can be generated by calling the control generation interfaces of the view objects, so that the corresponding controls are generated, wherein the control texts comprise style texts for displaying control styles (including control names) and configuration texts of the configurable controls. From the aspect of text type, the text corresponding to the control may be a JSON-type text or an XML-type text, and the text may be stored in a storage space of the view object for generating the control and distinguished by the control name. Further, the style text and the configuration text of the control can be respectively bound to the specified areas and associated to the same data source, and when the text of the control in one area is changed, the text of the other area can be updated in real time.
referring to fig. 3, optionally, in this embodiment, in step S112, performing bidirectional binding on the style text and the configuration text specifically includes:
Step S112 a: binding the style text to a display area and binding the configuration text to a configuration area;
step S112 b: binding the style text and the configuration text to the same data source.
Specifically, in step S112, a style text and a configuration text of a corresponding control may be generated by calling a control generation interface of the View object, and then the style text is bound to a display area by using an MVVM (Model-View Model), so that the control is displayed in a form specified by the style text, and the configuration text is bound to the configuration area for visual dynamic configuration. Specifically, the model refers to a data source model associated with the style text and the configuration text, the view refers to a page visualized by the style text and the configuration text, the view model is a bridge connecting the data model and the visualized page, the view model is used for converting the data source model into the view in a data binding mode, namely converting the data into the visualized page, and is used for converting the view into the data model in an event monitoring mode, namely converting the viewed page into the data; furthermore, the style text and the configuration text are bound to the same data source, namely, a binding interface of the control is called to bind the data source model associated with the style text and the configuration text, so that the two-way binding of the style text and the configuration text can be realized, the data of the control can be modified in any area, and the data can be updated in other areas in real time, and a dynamic presentation effect is obtained. For example, the data of the display area is changed, and the data of the configuration area bound to the data source is changed correspondingly through the MVVM.
step S120: and receiving information input by a user through the input control, and triggering the data source control to acquire the information input by the user, wherein the information input by the user comprises data.
in this step, the input control is bound to a display area (such as a canvas of a page) through the style text, and is displayed to the user in a visual form such as a text input box, a drop-down box, a table and the like, so as to receive information input by the user conveniently, such as service query conditions, transaction monitoring and the like; and the input control receives information input by a user and then informs the data source control to acquire the data input by the user through a trigger interface.
Step S130: and the data source control synchronizes the data input by the user to at least one display control for real-time display.
after the data source control acquires data input by a user, updating the data of the data source, and pushing the updated data to a display area of at least one display control in real time for real-time display, wherein the display control can be a chart control (such as a pie chart) or a coordinate curve control; further, if the user inputs data of the query class, the data source control may also read corresponding data from the database and then push the data to the display control for display.
It is worth to be noted that the input control, the data source control and the display control may be on the same device or not, that is, may be respectively interacted on different devices through a network, so as to implement distributed data visualization interaction, and are more flexible and convenient.
It can be understood that the information received by the user through the input control further includes a control configuration instruction, and optionally, in this embodiment, the method further includes:
step 140: and dynamically configuring the corresponding control based on the control configuration instruction.
the control configuration instruction is used for configuring the style, data source, interaction mode with other controls and the like of the control, the control specified by a user can be configured by inputting the configuration instruction input by the control to receive the configuration instruction input by the user, and the configuration text of the control can be directly modified to realize corresponding configuration, so that the user can conveniently realize dynamic configuration according to services.
Referring to fig. 4, an embodiment of the present invention further provides a system 200 for visualizing a customized application, where the system 200 for visualizing a customized application includes a visualized control generating module 210 and a component synthesizing application module 220, the component synthesizing application module 220 is configured to synthesize an application by components through a control, the visualized control generating module 210 is configured to generate a corresponding control based on a view object, the control includes an input control, a data source control, and a display control, and a style text and a configuration text of each control are bidirectionally bound;
The visualization control generating module 210 is further configured to receive information input by a user through the input control, trigger the data source control to obtain the information input by the user, and trigger the data source control to synchronize the information input by the user to at least one of the display controls for real-time display.
Further, the visualization control generating module 210 is specifically configured to acquire an interface of each view object, generate a style text and a configuration text forming a corresponding control through the interface of the view object, and perform bidirectional binding on the style text and the configuration text. The visual control generating module 210 binds the style text and the configuration text in two directions by the following method: binding the style text to a display area, and binding the configuration text to a configuration area; and binding the style text and the configuration text to the same data source.
The component synthesis application module 220 includes:
the component synthesis submodule is used for synthesizing at least one visual control into a component with basic functions;
and the application synthesis submodule is used for combining different applications according to the components with the basic functions.
for example, the input control and the data source control can be combined into a visualized data storage component, and the data storage component and the data processing component can be combined into a service early warning application. Especially for ordinary and non-professional users without control and component development capability, the application meeting the business requirements of the users can be conveniently synthesized through the visual combination mode.
the system also includes a component sharing module 230 for sharing user-defined components to the system.
the user can synthesize the business components through the basic control, and then the synthesized business components are shared in a component warehouse of the system to be provided for other users to be used for synthesizing the application required by the user.
the system further includes a control authentication module 240 for verifying the user-defined control according to the interface standard and sharing the user-defined control to the system.
The system 200 opens the interface specification and provides SDK (software development tool) development kits to professional and non-professional users, so that users with programming capability can autonomously develop new controls to meet their business requirements, and the new controls can be gradually expanded into a control warehouse after system authentication and provided for all users to use, thereby forming an open and shared virtuous cycle system. Specifically, the system 200 can dynamically read available user-defined controls through predefined scan logic and check logic, and incorporate controls that conform to the interface standard of the system 200 into a control library of the system for use by other users.
It should be noted that, each module of the system 200 may be disposed on the same device, or disposed on different devices, and the modules interact with each other through a network, so as to implement a distributed data visualization interaction process, which is more flexible and convenient.
Further, referring to fig. 5, fig. 5 is a basic structure block diagram of a computer device 300 on which each module of the system 200 operates, where the computer device 300 may include a memory 310 and a processor 320, the memory 310 stores a computer program, and the processor 320 can implement the interactive data visualization method or each module of the system 200 when executing the computer program, so that the function and effect that the computer device 300 implements when specifically executing each module of the method or the system 200 may refer to the foregoing detailed description, and are not repeated herein to avoid repetition.
With continued reference to FIG. 5, the computing device 300 includes a memory 310, a processor 320, and a network interface 330 communicatively coupled to each other via a system bus. It is noted that only computer device 300 having components 310 and 330 is shown, but it is understood that not all of the shown components are required and that more or fewer components may alternatively be implemented. As will be understood by those skilled in the art, the computer device is a device capable of automatically performing numerical calculation and/or information processing according to a preset or stored instruction, and the hardware includes, but is not limited to, a microprocessor, an Application Specific Integrated Circuit (ASIC), a Programmable Gate Array (FPGA), a Digital Signal Processor (DSP), an embedded device, and the like.
The computer device can be a desktop computer, a notebook, a palm computer, a cloud server and other computing devices. The computer equipment can carry out man-machine interaction with a user through a keyboard, a mouse, a remote controller, a touch panel or voice control equipment and the like.
The memory 310 includes at least one type of readable storage medium including a flash memory, a hard disk, a multimedia card, a card type memory (e.g., SD or DX memory, etc.), a Random Access Memory (RAM), a Static Random Access Memory (SRAM), a Read Only Memory (ROM), an Electrically Erasable Programmable Read Only Memory (EEPROM), a Programmable Read Only Memory (PROM), a magnetic memory, a magnetic disk, an optical disk, etc. In some embodiments, the storage 310 may be an internal storage unit of the computer device 300, such as a hard disk or a memory of the computer device 300. In other embodiments, the memory 310 may also be an external storage device of the computer device 300, such as a plug-in hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), or the like, provided on the computer device 300. Of course, the memory 310 may also include both internal and external storage devices of the computer device 300. In this embodiment, the memory 310 is generally used for storing an operating system installed in the computer device 300 and various application software, such as program codes of an interactive data visualization method. In addition, the memory 310 may also be used to temporarily store various types of data that have been output or are to be output.
the processor 320 may be a Central Processing Unit (CPU), controller, microcontroller, microprocessor, or other data Processing chip in some embodiments. The processor 320 is generally operative to control overall operation of the computer device 300. In this embodiment, the processor 320 is configured to execute the program code stored in the memory 310 or process data, for example, execute the program code of the interactive data visualization method.
the network interface 330 may include a wireless network interface or a wired network interface, and the network interface 330 is generally used to establish a communication connection between the computer device 300 and other electronic devices, so as to implement the interaction process between the distributed controls in the above-mentioned system or method.
Embodiments of the present invention further provide a computer-readable storage medium, which stores the above-mentioned interactive data visualization program, where the interactive data visualization program is executable by at least one processor to cause the at least one processor to execute the steps of the above-mentioned interactive data visualization method.
in summary, the interactive data visualization method, the application system and the computer-readable storage medium provided by the present invention include: generating corresponding controls based on the view object, wherein the controls comprise an input control, a data source control and a display control, and the style text and the configuration text of each control are bound in a bidirectional mode; receiving information input by a user through the input control, and triggering the data source control to acquire the information input by the user, wherein the information input by the user comprises data; and the data source control synchronizes the data input by the user to at least one display control for real-time display. Different visual controls are generated through different view objects, and the style text and the configuration text of each control are bound in a two-way mode, so that the controls can dynamically change configuration and display data in real time, and further, components can be formed through the different visual controls to synthesize application, and visual customization of the application is achieved.
Through the above description of the embodiments, those skilled in the art will clearly understand that the method of the above embodiments can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware, but in many cases, the former is a better implementation manner. Based on such understanding, the technical solutions of the present application may be embodied in the form of a software product, which is stored in a storage medium (such as ROM/RAM, magnetic disk, optical disk) and includes instructions for enabling a terminal device (such as a mobile phone, a computer, a server, an air conditioner, or a network device) to execute the method according to the embodiments of the present application.
although the embodiments of the present invention have been described above, the above description is only for the convenience of understanding the present invention, and is not intended to limit the present invention. It will be understood by those skilled in the art that various changes in form and details may be made therein without departing from the spirit and scope of the invention as defined by the appended claims.
Claims (11)
1. An interactive data visualization method, comprising:
Generating corresponding controls based on the view object, wherein the controls comprise an input control, a data source control and a display control, and the style text and the configuration text of each control are bound in a bidirectional mode;
receiving information input by a user through the input control, and triggering the data source control to acquire the information input by the user, wherein the information input by the user comprises data;
And the data source control synchronizes the data input by the user to at least one display control for real-time display.
2. the method of claim 1, wherein generating the respective control based on the view object comprises:
and acquiring an interface of each view object, generating a style text and a configuration text forming a corresponding control through the interface of the view object, and binding the style text and the configuration text in a two-way manner.
3. the method of claim 2, wherein bi-directionally binding the style text and the configuration text comprises:
Binding the style text to a display area and binding the configuration text to a configuration area;
binding the style text and the configuration text to the same data source.
4. the method of claim 1, wherein the information received by the user input through the input control further comprises control configuration instructions, the method further comprising: and dynamically configuring the corresponding control based on the control configuration instruction.
5. A visual custom application system, comprising: a visual control generation module and a component synthesis application module;
The visual control generation module is used for generating corresponding controls based on the view objects, the controls comprise input controls, data source controls and display controls, and the style text and the configuration text of each control are bound bidirectionally;
The visualization control generation module is further used for receiving information input by a user through the input control, triggering the data source control to acquire the information input by the user, and triggering the data source control to synchronize the information input by the user to at least one display control for real-time display.
6. the system of claim 5, wherein the visualization control generation module is specifically configured to:
And acquiring an interface of each view object, generating a style text and a configuration text forming a corresponding control through the interface of the view object, and binding the style text and the configuration text in a two-way manner.
7. The system of claim 6, wherein the visualization control generation module bi-directionally binds the style text and the configuration text by:
binding the style text to a display area and binding the configuration text to a configuration area;
Binding the style text and the configuration text to the same data source.
8. The system of claim 5, wherein the component composition application module comprises:
the component synthesis submodule is used for synthesizing at least one visual control into a component with basic functions;
And the application synthesis submodule is used for combining different applications according to the components with the basic functions.
9. The system of claim 8, further comprising a component sharing module for sharing user-defined components to the system.
10. The system of claim 5, further comprising a control authentication module for verifying and sharing a user-defined control according to an interface standard to the system.
11. A computer-readable storage medium, characterized in that a computer program is stored on the computer-readable storage medium, which computer program, when being executed by a processor, carries out the interactive data visualization method according to any one of claims 1 to 4.
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| CN113342327A (en) * | 2020-03-02 | 2021-09-03 | 中国科学院沈阳自动化研究所 | Method for generating visual industrial configuration interactive graph |
| CN113467756A (en) * | 2021-03-05 | 2021-10-01 | 北京道亨软件股份有限公司 | Cross-platform mobile application generation method and device |
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