CN111581208A - Data visualization display method and device - Google Patents
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Abstract
The invention discloses a data visualization display method, which comprises the following steps: acquiring data to be displayed, extracting feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in a storage device according to the feature types; determining the dimension of a plane coordinate system according to the multi-dimensional feature data, establishing a multi-dimensional coordinate system and marking a corresponding feature type; identifying a first touch action of a user on a visual interface, and determining a first feature type needing visual display currently according to the first touch action; extracting corresponding multi-dimensional feature data from a storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of a multi-dimensional coordinate system for visual display; according to the technical scheme, the multi-dimensional data can be selectively and visually displayed according to the actual display requirements of the user, so that the data processing efficiency is improved, and the data visualization quality is improved.
Description
Technical Field
The invention relates to the technical field of data visualization, in particular to a data visualization display method and device.
Background
Data visualization is a scientific and technical study on the visual representation of data. The visual representation of the data is defined as a kind of information extracted in a summary form, including various attributes and variables of the corresponding information units. Information visualization aims at studying the visual presentation of large-scale non-numerical information resources by means of graphical images. In the conventional data visualization technology application, due to the multidimensional property of data, the visualization shows a plurality of attributes, and when the data is visually shown, all data is generally completely transmitted to a multidimensional coordinate system for showing. With the development of big data, the data volume is more and more, and the traditional scheme can cause the reduction or the collapse of the operation efficiency of the server in a mode of completely transmitting the data needing visualization to a multidimensional coordinate system; the multidimensional data can cause failure of visual display due to congestion of data in a transmission channel in the display process.
Therefore, a data visualization display strategy is urgently needed in the market at present, multidimensional data can be selectively and visually displayed according to the actual display requirements of users, and the data processing efficiency and the data visualization quality are improved.
Disclosure of Invention
The invention provides a data visualization display method and device, which can selectively and visually display multidimensional data according to the actual display requirements of users, and realize the improvement of data processing efficiency and data visualization quality.
In order to solve the technical problem, an embodiment of the present invention provides a data visualization display method, including:
acquiring data to be displayed, extracting feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in a storage device according to the feature types;
determining the dimension of a plane coordinate system according to the multi-dimensional feature data, establishing a multi-dimensional coordinate system and marking a corresponding feature type;
identifying a first touch action of a user on a visual interface, and determining a first feature type needing visual display currently according to the first touch action;
and extracting corresponding multi-dimensional feature data from a storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of a multi-dimensional coordinate system for visual display.
As a preferred scheme, the step of extracting the feature type of the data to be displayed to obtain multi-dimensional feature data includes:
classifying the data to be displayed according to data types to obtain characteristic data of multiple types;
and respectively carrying out attribute hierarchical classification on the feature data of each type to obtain multi-dimensional feature data.
Preferably, the storage means comprises a local store.
As a preferred scheme, the data visualization display method further includes:
identifying a second touch action of a user on a visual interface, and determining a second feature type needing visual display currently according to the second touch action;
and extracting corresponding multi-dimensional feature data from the storage device according to the second feature type to serve as second display data, and transmitting the second display data to a current display interface of the multi-dimensional coordinate system for visual display.
Preferably, before the transmitting the second display data to a current display interface of a multidimensional coordinate system for visual display, the method further includes: and deleting the first display data in the multi-dimensional coordinate system.
The embodiment of the invention also provides a data visualization display device, which comprises:
the data caching module is used for acquiring data to be displayed, extracting the feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in the storage device according to the feature types;
the coordinate marking module is used for determining the dimension of a plane coordinate system according to the multi-dimensional feature data, establishing the multi-dimensional coordinate system and marking the corresponding feature type;
the first identification module is used for identifying a first touch action of a user on a visual interface and determining a first feature type needing visual display currently according to the first touch action;
and the first display module is used for extracting corresponding multi-dimensional feature data from the storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of the multi-dimensional coordinate system for visual display.
Preferably, the data visualization display device further includes:
the second identification module is used for identifying a second touch action of the user on the visual interface and determining a second feature type needing visual display currently according to the second touch action;
and the second display module is used for extracting corresponding multi-dimensional feature data from the storage device according to the second feature type to serve as second display data, and transmitting the second display data to a current display interface of the multi-dimensional coordinate system for visual display.
Preferably, the second display module is further configured to: and deleting the first display data in the multi-dimensional coordinate system before transmitting the second display data to the current display interface of the multi-dimensional coordinate system for visual display.
As a preferred scheme, the data caching module comprises:
the data classification unit is used for carrying out data type classification on the data to be displayed to obtain a plurality of types of characteristic data;
and the hierarchical classification unit is used for respectively carrying out attribute hierarchical classification on the feature data of each type to obtain multi-dimensional feature data.
Preferably, the storage means comprises a local store.
An embodiment of the present invention further provides a computer-readable storage medium, where the computer-readable storage medium includes a stored computer program; wherein the computer program controls, when running, an apparatus on which the computer-readable storage medium is located to perform the data visualization presentation method according to any one of the above items.
The embodiment of the present invention further provides a terminal device, which includes a processor, a memory, and a computer program stored in the memory and configured to be executed by the processor, where the processor implements the data visualization display method according to any one of the above items when executing the computer program.
Compared with the prior art, the embodiment of the invention has the following beneficial effects:
1. the multi-dimensional feature data after the feature types are classified are cached, the visual data display processing is carried out after the touch action of a user is identified on a visual interface, the visual data are only the data types required by the user, the multi-dimensional data can be selectively visually displayed according to the actual display requirements of the user, and therefore the data processing efficiency is improved, and the data visualization quality is improved.
2. According to the latest touch action of the user, the display data required by the user at present is judged, the data can be switched in order to be displayed, and the practicability of the technical scheme is further improved.
3. Before the next data visualization display, the cache data of the previous data visualization is deleted in the multidimensional coordinate system, so that the system can be optimized, and the data operation rate is improved.
Drawings
FIG. 1: the method is a flow chart of steps of a data visualization display method in an embodiment of the invention;
FIG. 2: the data visualization display device is a structural schematic diagram of the data visualization display device in the embodiment of the invention.
Detailed Description
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.
Referring to fig. 1, a data visualization display method according to a preferred embodiment of the present invention includes:
s1, acquiring data to be displayed, extracting feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in a storage device according to the feature types; in this embodiment, the storage device includes a local storage. Specifically, the data to be displayed refers to initial data which needs to be visually displayed in the system, and due to the multidimensional property, the data needs to be subjected to characteristic attribute identification firstly. In this step, the step of extracting the feature type of the data to be displayed to obtain multi-dimensional feature data includes:
and S11, carrying out data type classification on the data to be displayed to obtain characteristic data of multiple types. The data type refers to dimension classification of different data of the data to be displayed, for example, the data to be displayed is divided into a time dimension, a geographic dimension and a capacity dimension. The time dimension refers to a time type in the data to be displayed, the geographic dimension refers to a position type in the data to be displayed, and the volume dimension refers to a data volume type in the data to be displayed.
And S12, performing attribute hierarchical classification on the feature data of each type respectively to obtain multi-dimensional feature data. The classified multiple types of feature data are hierarchically subdivided, so that the multidimensional data are accurately subdivided, and the data to be displayed can be displayed more fully during visual display. For example, the feature data in the time dimension is divided into: date, month, quarter, year, etc. It should be noted that both the data type classification and the attribute hierarchy classification can be subjected to corresponding type transformation and modification according to actual needs.
And S2, determining the dimension of the plane coordinate system according to the multi-dimensional feature data, establishing the multi-dimensional coordinate system and marking the corresponding feature type. Specifically, the feature types of the data to be displayed are classified in the previous step, so that the degree of visualization can be determined from the classified data, a corresponding multi-dimensional coordinate system is established, and the marking is performed on the established multi-dimensional coordinate system. It should be noted that the coordinate system can be established by two-dimensional, three-dimensional, etc. coordinates, and is transformed according to the actual situation of the data to be displayed.
S3, identifying a first touch action of a user on the visual interface, and determining a first feature type needing to be visually displayed currently according to the first touch action. Specifically, after the coordinate system is established, the data to be displayed does not need to be visualized immediately, but the touch action of the user on the visual interface is recognized. The touch action may be a touch action such as sliding, pulling down, pulling up, or clicking, and corresponding response instructions may also be set for different touch actions according to different actual requirements. After the touch action of the user is recognized, the data type which is selected by the user currently and needs to be displayed visually is determined.
And S4, extracting corresponding multi-dimensional feature data from the storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of the multi-dimensional coordinate system for visual display. Specifically, after the visual display model required by the user is determined, corresponding feature data is extracted from the storage device for visual processing and display. According to the technical scheme, the multi-dimensional feature data after the feature types are classified are cached, the touch action of a user is identified on the visual interface, then the data are visually displayed, the visual data are only the data types required by the user, the multi-dimensional data can be selectively visually displayed according to the actual display requirements of the user, and therefore the data processing efficiency is improved, and the data visualization quality is improved.
In a preferred embodiment, the data visualization presentation method further includes:
s5, identifying a second touch action of the user on the visual interface, and determining a second feature type needing visual display at present according to the second touch action;
and S6, extracting corresponding multi-dimensional feature data from the storage device according to the second feature type to serve as second display data, and transmitting the second display data to a current display interface of the multi-dimensional coordinate system for visual display. According to the technical scheme, the display data required by the user at present can be judged according to the latest touch action of the user, the data can be switched in order to be displayed, and the practicability of the technical scheme is further improved.
In a preferred embodiment, before the transmitting the second presentation data to a current display interface of a multidimensional coordinate system for visual presentation, the method further includes: and deleting the first display data in the multi-dimensional coordinate system. By adopting the technical scheme of the invention, the cached data of the previous data visualization can be deleted in the multidimensional coordinate system before the next data visualization display, so that the system can be optimized and the data operation rate can be improved.
Correspondingly, referring to fig. 2, an embodiment of the present invention further provides a data visualization display apparatus, including:
the data caching module is used for acquiring data to be displayed, extracting the feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in the storage device according to the feature types; in this embodiment, the storage device includes a local storage. In this embodiment, the data caching module includes: the data classification unit is used for carrying out data type classification on the data to be displayed to obtain a plurality of types of characteristic data; and the hierarchical classification unit is used for respectively carrying out attribute hierarchical classification on the feature data of each type to obtain multi-dimensional feature data.
The coordinate marking module is used for determining the dimension of a plane coordinate system according to the multi-dimensional feature data, establishing the multi-dimensional coordinate system and marking the corresponding feature type;
the first identification module is used for identifying a first touch action of a user on a visual interface and determining a first feature type needing visual display currently according to the first touch action;
and the first display module is used for extracting corresponding multi-dimensional feature data from the storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of the multi-dimensional coordinate system for visual display.
In a preferred embodiment, the data visualization display device further includes:
the second identification module is used for identifying a second touch action of the user on the visual interface and determining a second feature type needing visual display currently according to the second touch action;
and the second display module is used for extracting corresponding multi-dimensional feature data from the storage device according to the second feature type to serve as second display data, and transmitting the second display data to a current display interface of the multi-dimensional coordinate system for visual display.
In a preferred embodiment, the second display module is further for: and deleting the first display data in the multi-dimensional coordinate system before transmitting the second display data to the current display interface of the multi-dimensional coordinate system for visual display.
An embodiment of the present invention further provides a computer-readable storage medium, where the computer-readable storage medium includes a stored computer program; when the computer program runs, the computer program controls the device where the computer-readable storage medium is located to execute the data visualization display method according to any one of the above embodiments.
The embodiment of the present invention further provides a terminal device, where the terminal device includes a processor, a memory, and a computer program stored in the memory and configured to be executed by the processor, and the processor implements the data visualization display method according to any of the above embodiments when executing the computer program.
Preferably, the computer program may be divided into one or more modules/units (e.g., computer program) that are stored in the memory and executed by the processor to implement the invention. The one or more modules/units may be a series of computer program instruction segments capable of performing specific functions, which are used for describing the execution process of the computer program in the terminal device.
The Processor may be a Central Processing Unit (CPU), other general purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), an off-the-shelf Programmable Gate Array (FPGA) or other Programmable logic device, a discrete Gate or transistor logic device, a discrete hardware component, etc., the general purpose Processor may be a microprocessor, or the Processor may be any conventional Processor, the Processor is a control center of the terminal device, and various interfaces and lines are used to connect various parts of the terminal device.
The memory mainly includes a program storage area and a data storage area, wherein the program storage area may store an operating system, an application program required for at least one function, and the like, and the data storage area may store related data and the like. In addition, the memory may be a high speed random access memory, may also be a non-volatile memory, such as a plug-in hard disk, a Smart Memory Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), and the like, or may also be other volatile solid state memory devices.
It should be noted that the terminal device may include, but is not limited to, a processor and a memory, and those skilled in the art will understand that the terminal device is only an example and does not constitute a limitation of the terminal device, and may include more or less components, or combine some components, or different components.
The above-mentioned embodiments are provided to further explain the objects, technical solutions and advantages of the present invention in detail, and it should be understood that the above-mentioned embodiments are only examples of the present invention and are not intended to limit the scope of the present invention. It should be understood that any modifications, equivalents, improvements and the like, which come within the spirit and principle of the invention, may occur to those skilled in the art and are intended to be included within the scope of the invention.
Claims (10)
1. A data visualization display method is characterized by comprising the following steps:
acquiring data to be displayed, extracting feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in a storage device according to the feature types;
determining the dimension of a plane coordinate system according to the multi-dimensional feature data, establishing a multi-dimensional coordinate system and marking a corresponding feature type;
identifying a first touch action of a user on a visual interface, and determining a first feature type needing visual display currently according to the first touch action;
and extracting corresponding multi-dimensional feature data from a storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of a multi-dimensional coordinate system for visual display.
2. The data visualization display method of claim 1, wherein the step of extracting the feature type of the data to be displayed to obtain multi-dimensional feature data comprises:
classifying the data to be displayed according to data types to obtain characteristic data of multiple types;
and respectively carrying out attribute hierarchical classification on the feature data of each type to obtain multi-dimensional feature data.
3. The method of claim 1, wherein the storage device comprises a local storage.
4. The method for visually presenting data according to claim 1, further comprising:
identifying a second touch action of a user on a visual interface, and determining a second feature type needing visual display currently according to the second touch action;
and extracting corresponding multi-dimensional feature data from the storage device according to the second feature type to serve as second display data, and transmitting the second display data to a current display interface of the multi-dimensional coordinate system for visual display.
5. The method for visually displaying data according to claim 4, wherein before the transmitting the second display data to a current display interface of a multidimensional coordinate system for visual display, the method further comprises: and deleting the first display data in the multi-dimensional coordinate system.
6. A data visualization display device is characterized by comprising:
the data caching module is used for acquiring data to be displayed, extracting the feature types of the data to be displayed to obtain multi-dimensional feature data, and classifying and caching the multi-dimensional feature data in the storage device according to the feature types;
the coordinate marking module is used for determining the dimension of a plane coordinate system according to the multi-dimensional feature data, establishing the multi-dimensional coordinate system and marking the corresponding feature type;
the first identification module is used for identifying a first touch action of a user on a visual interface and determining a first feature type needing visual display currently according to the first touch action;
and the first display module is used for extracting corresponding multi-dimensional feature data from the storage device according to the first feature type to serve as first display data, and transmitting the first display data to a current display interface of the multi-dimensional coordinate system for visual display.
7. The data visualization presentation device of claim 6, further comprising:
the second identification module is used for identifying a second touch action of the user on the visual interface and determining a second feature type needing visual display currently according to the second touch action;
and the second display module is used for extracting corresponding multi-dimensional feature data from the storage device according to the second feature type to serve as second display data, and transmitting the second display data to a current display interface of the multi-dimensional coordinate system for visual display.
8. The data visualization presentation device of claim 7, wherein the second presentation module is further configured to: and deleting the first display data in the multi-dimensional coordinate system before transmitting the second display data to the current display interface of the multi-dimensional coordinate system for visual display.
9. A computer-readable storage medium, characterized in that the computer-readable storage medium comprises a stored computer program; wherein the computer program controls the device where the computer readable storage medium is located to execute the data visualization display method according to any one of claims 1 to 5 when running.
10. A terminal device, comprising a processor, a memory and a computer program stored in the memory and configured to be executed by the processor, wherein the processor implements the data visualization method according to any one of claims 1 to 5 when executing the computer program.
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| CN112612858A (en) * | 2020-12-16 | 2021-04-06 | 平安普惠企业管理有限公司 | Data display method and device based on annular graph and computer equipment |
| CN113191203A (en) * | 2021-04-07 | 2021-07-30 | 北京脑陆科技有限公司 | Multi-dimensional data storage method and device for electroencephalogram data |
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Application publication date: 20200825 |