CN112650486A - Data visualization processing method and device - Google Patents
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- CN112650486A CN112650486A CN202110050998.6A CN202110050998A CN112650486A CN 112650486 A CN112650486 A CN 112650486A CN 202110050998 A CN202110050998 A CN 202110050998A CN 112650486 A CN112650486 A CN 112650486A
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Abstract
The invention discloses a data visualization processing method and device. Wherein, the method comprises the following steps: importing a visual target model through an Application Program Interface (API); acquiring data of a data service needing visual processing; and matching the data with the target model to generate a visual model of the data service. The invention solves the technical problems of high requirement on development personnel and complex operation caused by the adoption of a full code for realizing the data visualization method in the related technology.
Description
Technical Field
The invention relates to the field of data processing, in particular to a data visualization processing method and device.
Background
When data visualization functions are generally developed, visualization components EchartsV2.0 or V3.0, or D3 and the like provided by hundredths are basically adopted, and data basically comes from a relational database or an Excel file. The data visualization development can be developed based on a certain graphic component, is realized by adopting a full-code mode, belongs to the development work of full codes, needs developers to have related technical bases and stronger technical capability, is familiar with the use mode of the used graphic component, is familiar with data, and knows the display effect in the demand.
The development is completed in a full-code mode basically, each project has different data and different visual display requirements, the visual development completed by each project independently is basically free of problems, the development time is slow, and the development cost is high.
The prior art has higher technical requirements on developers: the development of the data visualization display function is wide in technology related to a web end, long-time learning and accumulation are needed, practical use experience is needed, the period is long, and the cost is high. The technical requirements for database use are high: data visualization focuses on data, the data are stored in databases with various types, a certain technical basis is needed when the data are used, the data visualization requirement is high in display performance, and the data are difficult to combine and display to customers quickly without high database use level personnel. The development period is longer: the data visualization development is realized by adopting common codes, 8 graphic components of a common data visualization page are calculated, including data extraction, graphic display, interface optimization and later-stage adjustment, the workload of 1 person week is at least needed, the cost is high, and the customer requirements are difficult to respond quickly. The later adjustment workload is higher: if a data visualization interface developed by full codes is adopted, later-stage customers put forward change requirements, which relate to interface modification and data adjustment, and the adjustment workload can not be reduced during multi-terminal display.
In view of the above problems, no effective solution has been proposed.
Disclosure of Invention
The embodiment of the invention provides a data visualization processing method and device, which are used for at least solving the technical problems that the data visualization method in the related technology is realized by adopting full codes, the requirement on development personnel is high, and the operation is complex.
According to an aspect of the embodiments of the present invention, there is provided a data visualization processing method, including: importing a visual target model through an Application Program Interface (API); acquiring data of a data service needing visual processing; and matching the data with the target model to generate a visual model of the data service.
Optionally, before importing the visualized object model through the application program interface API, the method further includes: acquiring a plurality of visual models from a webpage; and binding the data service of the service management platform of the API with the plurality of visualization models.
Optionally, after importing the visualized object model through the application program interface API, the method further includes: acquiring a source code of the target model; and editing the source code to modify the target model.
Optionally, matching the data with the target model, and before generating the visualization model of the data service, the method further includes: adding different events to the target model, wherein the events correspond to different actions, and the events comprise at least one of the following: clicking an event, a mouse sliding event, a mouse drawing event, a legend switching event, changing selection and initially loading; and adding a business logic control instruction in the event by editing the source code of the event, wherein the business logic control instruction is used for controlling the visualization model to perform different actions.
Optionally, matching the data with the target model, and after generating the visualization model of the data service, further includes: receiving an operation on the visualization model; and performing different actions on the visualization model according to the event corresponding to the operation.
Optionally, matching the data with the target model, and after generating the visualization model of the data service, further includes: generating a display page of the visualization model according to the visualization model; and storing the display page.
Optionally, the method further includes: and operating and displaying the display page in a program corresponding to the display page according to the display instruction of the display page.
According to another aspect of the embodiments of the present invention, there is also provided a data visualization processing apparatus, including: the importing module is used for importing a visual target model through an Application Program Interface (API); the acquisition module is used for acquiring data of the data service needing visual processing; and the generation module is used for matching the data with the target model to generate a visualization model of the data service.
According to another aspect of the embodiments of the present invention, there is further provided a processor, configured to execute a program, where the program executes the data visualization processing method described in any one of the above.
According to another aspect of the embodiments of the present invention, there is also provided a computer storage medium, where the computer storage medium includes a stored program, and when the program runs, the apparatus where the computer storage medium is located is controlled to execute any one of the above data visualization processing methods.
In the embodiment of the invention, a visual target model is imported through an Application Program Interface (API); acquiring data of a data service needing visual processing; the data and the target model are matched to generate a visual model of the data service, so that the aim of quickly realizing visualization of the data service through the API is fulfilled, the visualization efficiency of the data service is improved, the visualization operation is simplified, the technical effect of the visualization operation difficulty is reduced, the data visualization method in the related technology is further solved, the data visualization method is realized by adopting full codes, the requirement on developers is high, and the operation is complex.
Drawings
The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this application, illustrate embodiment(s) of the invention and together with the description serve to explain the invention without limiting the invention. In the drawings:
FIG. 1 is a flow chart of a data visualization processing method according to an embodiment of the present invention;
FIG. 2 is a schematic diagram of a data service visualization system architecture according to an embodiment of the present invention;
FIG. 3 is a schematic diagram of selecting a service according to an embodiment of the present invention;
FIG. 4 is a schematic diagram of a select services interface according to an embodiment of the present invention;
FIG. 5 is a schematic diagram of a data service to graphic matching interface according to an embodiment of the present invention;
FIG. 6 is a schematic diagram of a histogram for visualization according to an embodiment of the invention;
FIG. 7 is a schematic diagram of source code for a visualization histogram according to an embodiment of the invention;
FIG. 8 is a schematic diagram of an add event according to an embodiment of the present invention;
FIG. 9 is a schematic diagram of a business logic control of a set event according to an embodiment of the present invention;
fig. 10 is a schematic diagram of a data visualization processing apparatus according to an embodiment of the present invention.
Detailed Description
In order to make the technical solutions of the present invention better understood, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
It should be noted that the terms "first," "second," and the like in the description and claims of the present invention and in the drawings described above are used for distinguishing between similar elements and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used is interchangeable under appropriate circumstances such that the embodiments of the invention described herein are capable of operation in sequences other than those illustrated or described herein. Furthermore, the terms "comprises," "comprising," and "having," and any variations thereof, are intended to cover a non-exclusive inclusion, such that a process, method, system, article, or apparatus that comprises a list of steps or elements is not necessarily limited to those steps or elements expressly listed, but may include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.
In accordance with an embodiment of the present invention, there is provided a method embodiment of a data visualization processing method, it is noted that the steps illustrated in the flowchart of the figure may be performed in a computer system such as a set of computer executable instructions, and that while a logical order is illustrated in the flowchart, in some cases the steps illustrated or described may be performed in an order different than here.
Fig. 1 is a flowchart of a data visualization processing method according to an embodiment of the present invention, as shown in fig. 1, the method includes the following steps:
step S102, importing a visual target model through an Application Program Interface (API);
step S104, acquiring data of the data service needing visualization processing;
and step S106, matching the data with the target model to generate a visual model of the data service.
By the steps, a visual target model is imported through an Application Program Interface (API); acquiring data of a data service needing visual processing; the data and the target model are matched to generate a visual model of the data service, so that the aim of quickly realizing visualization of the data service through the API is fulfilled, the visualization efficiency of the data service is improved, the visualization operation is simplified, the technical effect of the visualization operation difficulty is reduced, the data visualization method in the related technology is further solved, the data visualization method is realized by adopting full codes, the requirement on developers is high, and the operation is complex.
The steps can be applied to a visual designer, the API can be a data service interface of a service management platform and the visual designer, and can also be a data service interface of a webpage and a visual server. The service management platform stores a plurality of data services, the visualization designer is a tool for visually providing the plurality of data services, and the visual designer can acquire the data services which need to be visually provided in the service management platform through the API interface. The webpage comprises various visualization models, such as a biaxial histogram, a standard pie chart, a tree relation chart and the like, and the visualization models can be directly obtained from the webpage through the API interface to visualize the data service.
The visualized target model imported through the API can be imported from a webpage, a user can select or set the visualized target model through a display interface, namely, the data service can be visualized into the desired visualized model, and the target model can be imported from the webpage for use according to the selection or the setting of the user on the interface.
The data of the data service needing the visualization processing can be acquired from the service management platform through the API interface, specifically, names or identifiers of a plurality of data services in the service management platform can be displayed for a user to select, and after the user selects or sets the data of the corresponding data service, the data of the data service is acquired from the service management platform.
And matching the acquired data of the data service with the imported target model to generate a visual model of the data service. The data may include data items, quantities, and parameters of the object model, corresponding to parameter setting items of the object model, from which data of the data service is exposed through the object model.
Therefore, the technical effects of improving the visualization efficiency of the data service, simplifying the visualization operation and reducing the visualization operation difficulty are achieved, and the technical problems that the data visualization method in the related technology is high in requirement on developers and complex in operation due to the fact that the data visualization method is realized by adopting full codes are solved.
Optionally, before importing the visualized object model through the application program interface API, the method further includes: acquiring a plurality of visual models from a webpage; and binding the data service of the service management platform of the API with a plurality of visualization models.
Due to the fact that data in the webpage are complex and large in quantity, various visualization models can be obtained from the webpage in a preset mode, and the visualization designer reads the stored visualization models according to the API interface if necessary.
The data service of the API service management platform is bound with various visual models, when the visual designer needs the data service, different data service data can be obtained directly according to different API interfaces, a program searched in the service management platform is omitted, and the data service data can be obtained more quickly.
Optionally, after importing the visualized object model through the application program interface API, the method further includes: acquiring a source code of a target model; the source code is edited to modify the target model.
The visual model in the webpage does not necessarily completely meet the user requirements, and for a user with development capacity, the source code of the visual model can be obtained and edited, so that the visual model is modified according to the requirements, and the applicability of the visual model is further improved.
Optionally, matching the data with the target model, and before generating the visualization model of the data service, further includes: adding different events to the target model, wherein the events correspond to different actions, and the events comprise at least one of the following: clicking an event, a mouse sliding event, a mouse drawing event, a legend switching event, changing selection and initially loading; and adding a business logic control instruction in the event by editing the source code of the event, wherein the business logic control instruction is used for controlling the visualization model to perform different actions.
The event may be an operation on the visualization model, for example, a single-click event, and a single click on the histogram may display the data parameters corresponding to the histogram. The mouse sliding event, the mouse drawing event, the legend switching event, the selection being changed, the initial loading and the like all enable a user to possibly operate the visual model, and different operations correspond to different actions.
Specifically, a business logic control instruction is added to an event by editing a source code of the event, wherein the business logic control instruction is used for controlling the visualization model to perform different actions. Therefore, the corresponding relation between the event and the action can be modified according to the requirement for the user with development capability. The usability is further improved, and the user experience is improved.
Optionally, after matching the data with the target model and generating the visualization model of the data service, the method further includes: receiving an operation on a visualization model; and performing different actions on the visual model according to the events corresponding to the operation.
After the relationship between the event and the action corresponds, the event is created before the data is matched with the target model to generate a visualization model of the data service, and then the data is matched with the target model to generate the visualization model of the data service, so that a user can operate according to the generated visualization model to trigger the event and the action corresponding to the event.
Optionally, after matching the data with the target model and generating the visualization model of the data service, the method further includes: generating a display page of the visual model according to the visual model; and storing the display page.
The display page may be an Html page, and the visualization model may be opened and viewed through a browser.
And storing the display page for subsequent use.
Optionally, the method further includes: and according to the display instruction of the display page, operating and displaying the display page in a program corresponding to the display page.
The display instruction may be an instruction to import an Html page into a browser, which corresponds to opening the page, displaying and running the visualization model.
It should be noted that the present application also provides an alternative implementation, and the details of the implementation are described below.
The embodiment mainly solves the development difficulty and development cycle of data visualization development and solves the problem that only advanced technicians can carry out data visualization development.
This embodiment combines a development framework: the data visualization developer does not need to separately consider the problem of developing the technical architecture and can use the data visualization developer.
This embodiment combines graphical components: dozens of most frequently used graphic components are integrated, and selection and use of the graphic components can be completed through mouse selection and dragging. The ability to quickly add graphical components is provided for graphical components that are individually needed but not available.
This embodiment combines data sources: the data service development tool provided by the system is combined, the required data can be rapidly extracted from various relational databases and non-relational databases to be assembled into an API interface, the API interface is matched with the graphic assembly to use the data, and the data is displayed on the graphic.
This embodiment provides visual operations: the selection of the graphic assembly, the matching of the graphic and the data, the size, the position, the shape and the like of the graphic are realized through the dragging function of the mouse, and the operation is convenient and quick.
This embodiment provides information exchange access between different components in the same page: and information exchange access is realized among different graphic assemblies in the same visual page.
The embodiment realizes the event response of the graphic assembly to the mouse: in the visual display page, the event response to the mouse is realized, such as a mouse moving event, a mouse clicking event and a mouse double-clicking event.
The embodiment realizes the recoding support for high-order technicians: for the visual designer with stronger technical capability, the embodiment provides the reprogramming capability of the graphic assembly, and a developer can independently program a certain graphic assembly in the visual design process, control the display behavior of the graphic, the data refresh period or refresh frequency of the graphic, the display and hiding of the graphic and the like. A separate event response may be made to a certain graphic, such as performing a certain action when a mouse is clicked, etc.
Fig. 2 is a schematic diagram of a data service visualization system structure according to an embodiment of the present invention, and as shown in fig. 2, a data service API generated by a DB2API service management platform is bound to each graph in a designer to complete data source setting of a graph component.
FIG. 3 is a schematic diagram of selecting a service according to an embodiment of the present invention, and after dragging into a histogram, selecting a dragged graph and clicking "select service" as shown in FIG. 3.
Fig. 4 is a schematic diagram of a service selection interface according to an embodiment of the present invention, and as shown in fig. 4, a data service to be displayed is selected.
FIG. 5 is a schematic diagram of a matching interface of a data service and a graph, according to an embodiment of the present invention, and as shown in FIG. 5, return data of the service is matched with the graph.
Fig. 6 is a schematic diagram of a histogram after visualization is completed, such as the histogram after matching is completed shown in fig. 6, according to an embodiment of the present invention.
Fig. 7 is a schematic diagram of source code of a visualization histogram according to an embodiment of the present invention, and as shown in fig. 7, a graphic component may be dragged at will in a designer as needed through a mouse, and for a high-level technician, more graphic display effects may be achieved through another code.
FIG. 8 is a schematic diagram of adding events according to an embodiment of the present invention, and as shown in FIG. 8, different events may be added to a graph to complete more complex business logic.
Fig. 9 is a schematic diagram of service logic control for setting an event according to an embodiment of the present invention, and as shown in fig. 9, different service logic controls may be added to the event to implement different service requirements.
And after the design is finished, saving the page to generate an Html page.
The generated page can be run in the browser.
The data of the embodiment is sourced from the service interface API, and is not directly sourced from the database, so that the technical details of database use are avoided. The graphic component is derived from the Baidu EchartsV3.0, is simple to use, is complete in help documentation and can be consulted at any time for use instructions. The selection of the graphic assembly is completed by adopting a mouse dragging mode instead of a manual program compiling mode, so that the method is suitable for more people with unfamiliar technology to use, and is convenient, quick and easy to use. The development framework and the operating environment have been integrated without the need to consider the problem of the development framework separately in each project. The adjustment at the later stage is convenient, the modification is carried out at any time, and the updating and the use are carried out at any time without restarting the process. And the multi-type terminal and the multi-type browser support.
The flexible and efficient visual application design platform can quickly construct display contents according to customer requirements, can meet display requirements in various scenes, and can complete page construction and data display in a short time. The method is simple and easy to use, and the data visualization design efficiency is improved. And multi-source data support, namely data extraction of different databases is completed through an API (application programming interface), a plurality of graphic components with different display modes and display effects are matched with the API, and different business scene requirements are displayed after various data combinations of different data sources are completed in the same page. And the configuration of the same graphic assembly or different graphic assemblies is completed by adopting a visual dragging mode, so that different display effects are achieved. For different components in the same page, the association interaction can be completed in a mutual calling mode. For high-order interface developers, more complex logic control can be completed by using a lightweight script, and the design of data or display effect of application personnel at different levels is met.
Fig. 10 is a schematic diagram of a data visualization processing apparatus according to an embodiment of the present invention, and as shown in fig. 10, according to another aspect of the embodiment of the present invention, there is also provided a data visualization processing apparatus including: the importing module 1002, the obtaining module 1004, and the generating module 1006 will be described in detail below.
An import module 1002, configured to import a visualized object model through an application program interface API; an obtaining module 1004, connected to the importing module 1002, for obtaining data of a data service that needs to be visualized; and the generating module 1006, connected to the obtaining module 1004, is configured to match the data with the target model, and generate a visualization model of the data service.
By the device, a visual target model is imported through an Application Program Interface (API); acquiring data of a data service needing visual processing; the data and the target model are matched to generate a visual model of the data service, so that the aim of quickly realizing visualization of the data service through the API is fulfilled, the visualization efficiency of the data service is improved, the visualization operation is simplified, the technical effect of the visualization operation difficulty is reduced, the data visualization method in the related technology is further solved, the data visualization method is realized by adopting full codes, the requirement on developers is high, and the operation is complex.
According to another aspect of the embodiments of the present invention, there is further provided a processor, where the processor is configured to execute a program, where the program executes the data visualization processing method of any item in the above.
According to another aspect of the embodiments of the present invention, there is also provided a computer storage medium, where the computer storage medium includes a stored program, and when the program runs, the apparatus on which the computer storage medium is located is controlled to execute the data visualization processing method in any one of the above.
The above-mentioned serial numbers of the embodiments of the present invention are merely for description and do not represent the merits of the embodiments.
In the above embodiments of the present invention, the descriptions of the respective embodiments have respective emphasis, and for parts that are not described in detail in a certain embodiment, reference may be made to related descriptions of other embodiments.
In the embodiments provided in the present application, it should be understood that the disclosed technology can be implemented in other ways. The above-described embodiments of the apparatus are merely illustrative, and for example, the division of the units may be a logical division, and in actual implementation, there may be another division, for example, multiple units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, units or modules, and may be in an electrical or other form.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit.
The integrated unit, if implemented in the form of a software functional unit and sold or used as a stand-alone product, may be stored in a computer readable storage medium. Based on such understanding, the technical solution of the present invention may be embodied in the form of a software product, which is stored in a storage medium and includes instructions for causing a computer device (which may be a personal computer, a server, or a network device) to execute all or part of the steps of the method according to the embodiments of the present invention. And the aforementioned storage medium includes: a U-disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a removable hard disk, a magnetic or optical disk, and other various media capable of storing program codes.
The foregoing is only a preferred embodiment of the present invention, and it should be noted that, for those skilled in the art, various modifications and decorations can be made without departing from the principle of the present invention, and these modifications and decorations should also be regarded as the protection scope of the present invention.
Claims (10)
1. A data visualization processing method is characterized by comprising the following steps:
importing a visual target model through an Application Program Interface (API);
acquiring data of a data service needing visual processing;
and matching the data with the target model to generate a visual model of the data service.
2. The method of claim 1, wherein before importing the visualized object model through the application program interface API, further comprising:
acquiring a plurality of visual models from a webpage;
and binding the data service of the service management platform of the API with the plurality of visualization models.
3. The method of claim 1, further comprising, after importing the visualized object model through an Application Program Interface (API):
acquiring a source code of the target model;
and editing the source code to modify the target model.
4. The method of claim 1, wherein matching the data to the target model further comprises, prior to generating the visualization model for the data service:
adding different events to the target model, wherein the events correspond to different actions, and the events comprise at least one of the following: clicking an event, a mouse sliding event, a mouse drawing event, a legend switching event, changing selection and initially loading;
and adding a business logic control instruction in the event by editing the source code of the event, wherein the business logic control instruction is used for controlling the visualization model to perform different actions.
5. The method of claim 4, wherein after matching the data to the target model and generating the visualization model for the data service, further comprising:
receiving an operation on the visualization model;
and performing different actions on the visualization model according to the event corresponding to the operation.
6. The method of claim 1, wherein matching the data to the target model further comprises, after generating a visualization model of the data service:
generating a display page of the visualization model according to the visualization model;
and storing the display page.
7. The method of claim 6, further comprising:
and operating and displaying the display page in a program corresponding to the display page according to the display instruction of the display page.
8. A data visualization processing apparatus, comprising:
the importing module is used for importing a visual target model through an Application Program Interface (API);
the acquisition module is used for acquiring data of the data service needing visual processing;
and the generation module is used for matching the data with the target model to generate a visualization model of the data service.
9. A processor, configured to execute a program, wherein the program executes to perform the data visualization processing method according to any one of claims 1 to 7.
10. A computer storage medium, comprising a stored program, wherein when the program runs, the computer storage medium controls a device to execute the data visualization processing method according to any one of claims 1 to 7.
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