CN110347664A - A kind of data visualization processing method and processing device - Google Patents
A kind of data visualization processing method and processing device Download PDFInfo
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- CN110347664A CN110347664A CN201910562850.3A CN201910562850A CN110347664A CN 110347664 A CN110347664 A CN 110347664A CN 201910562850 A CN201910562850 A CN 201910562850A CN 110347664 A CN110347664 A CN 110347664A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/21—Design, administration or maintenance of databases
- G06F16/215—Improving data quality; Data cleansing, e.g. de-duplication, removing invalid entries or correcting typographical errors
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/28—Databases characterised by their database models, e.g. relational or object models
- G06F16/284—Relational databases
- G06F16/285—Clustering or classification
- G06F16/287—Visualization; Browsing
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Abstract
The present invention provides a kind of data visualization processing method and processing devices, wherein this method comprises: determining multiple critical workflow nodes that data are administered in life cycle；The data of the multiple critical workflow node are obtained respectively；The data of the multiple critical workflow node are standardized；The data of the multiple critical workflow node after standardization are visualized in real time, therefore, it can solve the problem of can not visualizing in the related technology to the Life cycle of data, it realizes the Life cycle for administering data to visualize, improves user experience.
Description
Technical field
The present invention relates to computer fields, in particular to a kind of data visualization processing method and processing device.
Background technique
It is administered in visualization tool in common data, it is often necessary to solve to administer the displaying of Life cycle, i.e., full stream
The displaying of journey.Visualization is using computer graphics and image processing techniques, by data conversion from technological concept
It is shown on the screen at figure or image, and carries out the theory of interaction process, methods and techniques.Visual meaning is
Transmit signal fasterly, image intuitively shows data and its relationship, facilitates user to inquire into, explores essence, hair
Existing problem.Common mode has the modes such as subject-type, key index formula, but the concept of specific Life cycle is still difficult to open up
Show.
Aiming at the problem that in the related technology can not visualize the Life cycle of data, not yet propose to solve
Scheme.
Summary of the invention
The embodiment of the invention provides a kind of data visualization processing method and processing device, at least solve in the related technology without
The problem of method visualizes the Life cycle of data.
According to one embodiment of present invention, a kind of data visualization processing method is provided, comprising:
Determine multiple critical workflow nodes that data are administered in life cycle；
The data of the multiple critical workflow node are obtained respectively；
The data of the multiple critical workflow node are standardized；
The data of the multiple critical workflow node after standardization are visualized in real time.
Optionally, before the data to the multiple critical workflow node are standardized, the method is also wrapped
It includes:
The data of the multiple critical workflow node are cleaned, duplicate removal processing.
Optionally it is determined that multiple critical workflow nodes that data are administered in life cycle include:
Make corresponding critical workflow node for the following critical stage that the data were administered in the raw period: data come
Source, data convergence, the quality of data, data directory, data sharing.
Optionally, visualization exhibition in real time is carried out to the data of the multiple critical workflow node after standardization
Show and includes:
Link displaying is carried out to the multiple critical workflow node；
The data of the multiple critical workflow node are shown in the multiple predetermined position of critical workflow node.
Optionally, visualization exhibition in real time is carried out to the data of the multiple critical workflow node after standardization
Show and includes:
Details switching is carried out to the data of the multiple critical workflow node to show.
Optionally, it is visualized in real time in the data to the multiple critical workflow node after standardization
After displaying, the method also includes:
It is monitored in the desired indicator of the data of the multiple critical workflow node；
In the case where the desired indicator reaches preset condition, initiate to alert in a manner of mail or message.
According to still another embodiment of the invention, a kind of data visualization processing unit is additionally provided, comprising:
Determining module, the multiple critical workflow nodes administered in life cycle for determining data；
Module is obtained, for obtaining the data of the multiple critical workflow node respectively；
Standardized module is standardized for the data to the multiple critical workflow node；
Display module in real time may be used for the data progress to the multiple critical workflow node after standardization
It is shown depending on changing.
Optionally, described device further include:
Processing module is cleaned, duplicate removal processing for the data to the multiple critical workflow node.
Optionally, the determining module, is also used to
Make corresponding critical workflow node for the following critical stage that the data were administered in the raw period: data come
Source, data convergence, the quality of data, data directory, data sharing.
Optionally, the display module includes:
Link display unit, for carrying out link displaying to the multiple critical workflow node；
Display unit, it is pre- in the multiple critical workflow node for showing the data of the multiple critical workflow node
First determining position.
Optionally, the display module, is also used to
Details switching is carried out to the data of the multiple critical workflow node to show.
Optionally, described device further include:
Monitoring module, the desired indicator for the data in the multiple critical workflow node are monitored；
Alarm module, for being sent out in a manner of mail or message in the case where the desired indicator reaches preset condition
Play alarm.
According to still another embodiment of the invention, a kind of storage medium is additionally provided, meter is stored in the storage medium
Calculation machine program, wherein the computer program is arranged to execute the step in any of the above-described embodiment of the method when operation.
According to still another embodiment of the invention, a kind of electronic device, including memory and processor are additionally provided, it is described
Computer program is stored in memory, the processor is arranged to run the computer program to execute any of the above-described
Step in embodiment of the method.
Through the invention, multiple critical workflow nodes that data are administered in life cycle are determined；It obtains respectively the multiple
The data of critical workflow node；The data of the multiple critical workflow node are standardized；To standardization it
The data of the multiple critical workflow node afterwards are visualized in real time, therefore, can solve in the related technology without
The problem of method visualizes the Life cycle of data realizes and carries out visually to the Life cycle that data are administered
Change and show, improves user experience.
Detailed description of the invention
The drawings described herein are used to provide a further understanding of the present invention, constitutes part of this application, this hair
Bright illustrative embodiments and their description are used to explain the present invention, and are not constituted improper limitations of the present invention.In the accompanying drawings:
Fig. 1 is a kind of hardware block diagram of the mobile terminal of data visualization processing method of the embodiment of the present invention；
Fig. 2 is the flow chart of data visualization processing method according to an embodiment of the present invention；
Fig. 3 is the block diagram of data visualization processing unit according to an embodiment of the present invention；
Fig. 4 is the block diagram one of data visualization processing unit according to the preferred embodiment of the invention；
Fig. 5 is the block diagram two of data visualization processing unit according to the preferred embodiment of the invention；
Fig. 6 is the block diagram three of data visualization processing unit according to the preferred embodiment of the invention.
Specific embodiment
Hereinafter, the present invention will be described in detail with reference to the accompanying drawings and in combination with Examples.It should be noted that not conflicting
In the case of, the features in the embodiments and the embodiments of the present application can be combined with each other.
It should be noted that description and claims of this specification and term " first " in above-mentioned attached drawing, "
Two " etc. be to be used to distinguish similar objects, without being used to describe a particular order or precedence order.
Embodiment 1
Embodiment of the method provided by the embodiment of the present application one can be in mobile terminal, terminal or similar fortune
It calculates and is executed in device.For running on mobile terminals, Fig. 1 is a kind of data visualization processing method of the embodiment of the present invention
Mobile terminal hardware block diagram, as shown in Figure 1, mobile terminal 10 may include one or more (only showing one in Fig. 1
It is a) (processor 102 can include but is not limited to the processing of Micro-processor MCV or programmable logic device FPGA etc. to processor 102
Device) and memory 104 for storing data, optionally, above-mentioned mobile terminal can also include the biography for communication function
Transfer device 106 and input-output equipment 108.It will appreciated by the skilled person that structure shown in FIG. 1 is only to show
Meaning, does not cause to limit to the structure of above-mentioned mobile terminal.For example, mobile terminal 10 may also include it is more than shown in Fig. 1
Perhaps less component or with the configuration different from shown in Fig. 1.
Memory 104 can be used for storing computer program, for example, the software program and module of application software, such as this hair
The corresponding computer program of message method of reseptance in bright embodiment, processor 102 are stored in memory 104 by operation
Computer program realizes above-mentioned method thereby executing various function application and data processing.Memory 104 may include
High speed random access memory, may also include nonvolatile memory, as one or more magnetic storage device, flash memory or its
His non-volatile solid state memory.In some instances, memory 104 can further comprise remotely setting relative to processor 102
The memory set, these remote memories can pass through network connection to mobile terminal 10.The example of above-mentioned network includes but not
It is limited to internet, intranet, local area network, mobile radio communication and combinations thereof.
Transmitting device 106 is used to that data to be received or sent via a network.Above-mentioned network specific example may include
The wireless network that the communication providers of mobile terminal 10 provide.In an example, transmitting device 106 includes a Network adaptation
Device (Network Interface Controller, referred to as NIC), can be connected by base station with other network equipments to
It can be communicated with internet.In an example, transmitting device 106 can for radio frequency (Radio Frequency, referred to as
RF) module is used to wirelessly be communicated with internet.
Based on above-mentioned mobile terminal, a kind of data visualization processing method is present embodiments provided, Fig. 2 is according to this hair
The flow chart of the data visualization processing method of bright embodiment, as shown in Fig. 2, the process includes the following steps:
Step S202 determines multiple critical workflow nodes that data are administered in life cycle；
Step S204 obtains the data of the multiple critical workflow node respectively；
Step S206 is standardized the data of the multiple critical workflow node；
Step S208 visualizes the data of the multiple critical workflow node after standardization in real time
It shows.
S202 to S208 through the above steps determines multiple critical workflow nodes that data are administered in life cycle；Respectively
Obtain the data of the multiple critical workflow node；The data of the multiple critical workflow node are standardized；It is right
The data of the multiple critical workflow node after standardization are visualized in real time, therefore, can solve
The problem of can not visualizing in the related technology to the Life cycle of data, realizes the full life administered to data
Period is visualized, and user experience is improved.
Further, before the data to the multiple critical workflow node are standardized, to the multiple
The data of critical workflow node are cleaned, duplicate removal processing, that is, in the data for identifying and correcting the multiple critical workflow node
Identifiable mistake, including check data consistency, processing invalid value and missing values etc., and removal data in repeating portion
Point.
In the embodiment of the present invention, above-mentioned steps S202 be can specifically include:
Make corresponding critical workflow node for the following critical stage that the data were administered in the raw period: data come
Source, data convergence, the quality of data, data directory, data sharing.
In the embodiment of the present invention, above-mentioned steps S208 be can specifically include:
Link displaying is carried out to the multiple critical workflow node；The data of the multiple critical workflow node are shown
The multiple predetermined position of critical workflow node.I.e. by the tandem of data life period in a manner of link website
Multiple critical workflow nodes divide below multiple flow nodes or above the associated data for showing each critical workflow node.
Further, can also the data of the multiple critical workflow node be carried out with details switching to show, it can from
As entrance, the details for entering corresponding critical workflow node are shown the critical workflow node of chain road, and can be from one
The details that the details of critical workflow node are switched to another critical workflow node are shown.
The embodiment of the present invention can also march into the arena to interested index monitoring, and be alerted in any case, to mention
Show that user is most, is monitored in the desired indicator of the data of the multiple critical workflow node；Reach pre- in the desired indicator
If in the case where condition, initiating to alert in a manner of mail or message, specifically, can be sent to the account number bound in advance predetermined
The mail of format or short message etc..
The embodiment of the present invention is doing the feelings administering whole process and visualizing in face of the big data of multi-source heterogeneous complicated flood tide
Under condition, the result of data improvement during abundant display data Integrated Development.It specifically includes:
Data convergence: data are extracted from various types of data sources and are stored；
Data processing: obtained data cleansing conversion duplicate removal is merged and is removed junk data, and at data normalization
Reason；
Subject highlighting: main item banking is carried out using the result of data processing for data subject required for project；
Special topicization: the construction in related thematic library is carried out in conjunction with customer demand for the data in theme library；
Various types of data is integrated, incidence relation is established；
The data after integration by K mean cluster algorithm (K-means clustering algorithm, referred to as
K-Means algorithm), EM algorithm, CART (Classification And Regression Tree) classification and return
Tree, Chisquare automatic interactiong detection (Chi-squared Automatic Interaction, referred to as CHAID), CART etc. are calculated
Method provides data for visualization and supports according to the corresponding multidimensional analysis models of analysis conception design；
Data-interface, constituting criterion are write using technology.Then map application interface (Application is used
Programming Interface, referred to as API) and business level data drawing list (Enterprise Charts, referred to as
ECharts) technology carries out data to visualize exploitation in real time.
It illustrates below and the embodiment of the present invention is illustrated.
The present invention proposes that data governance flowchart visual presentation includes:
For the critical stage that data are administered, corresponding critical workflow node is made；
The case where each critical workflow node of summation, forms link general view data；
For critical workflow node, the displaying of each node details is carried out, and can switch and show node details, and can select
Specific exhibition method is selected, such as: bar chart, line chart, sector diagram, list, number etc.；
For the underlying platform key index needed is administered, different exhibition methods can also be selected；
For the critical stage that data are administered, corresponding critical workflow node is made, such as: data source, data are converged
It is poly-, the quality of data, data directory, data sharing；
Node, which is administered, for key carries out the displaying of key index link, such as the total amount information in each stage；
It carries out details switching for critical stage to show, such as data source, data convergence, the quality of data, data directory, number
According to the detail information of shared statistic recently and each visual angle；
It is shown for the underlying platform key index of needs, such as the key of task schedule and big data platform hardware
Index combines and constitutes the visual presentation scheme of an improvement Life cycle.
Through the above description of the embodiments, those skilled in the art can be understood that according to above-mentioned implementation
The method of example can be realized by means of software and necessary general hardware platform, naturally it is also possible to by hardware, but it is very much
In the case of the former be more preferably embodiment.Based on this understanding, technical solution of the present invention is substantially in other words to existing
The part that technology contributes can be embodied in the form of software products, which is stored in a storage
In medium (such as ROM/RAM, magnetic disk, CD), including some instructions are used so that a terminal device (can be mobile phone, calculate
Machine, server or network equipment etc.) execute method described in each embodiment of the present invention.
Embodiment 2
The embodiment of the present invention additionally provides a kind of data visualization processing unit, and the device is for realizing above-described embodiment
And preferred embodiment, the descriptions that have already been made will not be repeated.As used below, term " module " may be implemented to make a reservation for
The combination of the software and/or hardware of function.It is hard although device described in following embodiment is preferably realized with software
The realization of the combination of part or software and hardware is also that may and be contemplated.
Fig. 3 is the block diagram of data visualization processing unit according to an embodiment of the present invention, as shown in Figure 3, comprising:
Determining module 32, the multiple critical workflow nodes administered in life cycle for determining data；
Module 34 is obtained, for obtaining the data of the multiple critical workflow node respectively；
Standardized module 36 is standardized for the data to the multiple critical workflow node；
Display module 38 carries out real-time for the data to the multiple critical workflow node after standardization
It visualizes.
Fig. 4 is the block diagram one of data visualization processing unit according to the preferred embodiment of the invention, as shown in figure 4, described
Device further include:
Processing module 42 is cleaned, duplicate removal processing for the data to the multiple critical workflow node.
Optionally, the determining module 32, is also used to
Make corresponding critical workflow node for the following critical stage that the data were administered in the raw period: data come
Source, data convergence, the quality of data, data directory, data sharing.
Fig. 5 is the block diagram two of data visualization processing unit according to the preferred embodiment of the invention, as shown in figure 5, described
Display module 38 includes:
Link display unit 52, for carrying out link displaying to the multiple critical workflow node；
Display unit 54, for showing the data of the multiple critical workflow node in the multiple critical workflow node
Predetermined position.
Optionally, the display module 38, is also used to
Details switching is carried out to the data of the multiple critical workflow node to show.
Fig. 6 is the block diagram three of data visualization processing unit according to the preferred embodiment of the invention, as shown in fig. 6, described
Device further include:
Monitoring module 62, the desired indicator for the data in the multiple critical workflow node are monitored；
Alarm module 64, in the case where the desired indicator reaches preset condition, in a manner of mail or message
Initiate alarm.
It should be noted that above-mentioned modules can be realized by software or hardware, for the latter, Ke Yitong
Following manner realization is crossed, but not limited to this: above-mentioned module is respectively positioned in same processor；Alternatively, above-mentioned modules are with any
Combined form is located in different processors.
Embodiment 3
The embodiments of the present invention also provide a kind of storage medium, computer program is stored in the storage medium, wherein
The computer program is arranged to execute the step in any of the above-described embodiment of the method when operation.
Optionally, in the present embodiment, above-mentioned storage medium can be set to store by executing based on following steps
Calculation machine program:
S11 determines multiple critical workflow nodes that data are administered in life cycle；
S12 obtains the data of the multiple critical workflow node respectively；
S13 is standardized the data of the multiple critical workflow node；
S14 visualizes the data of the multiple critical workflow node after standardization in real time.
Optionally, in the present embodiment, above-mentioned storage medium can include but is not limited to: USB flash disk, read-only memory (Read-
Only Memory, referred to as ROM), it is random access memory (Random Access Memory, referred to as RAM), mobile hard
The various media that can store computer program such as disk, magnetic or disk.
Embodiment 4
The embodiments of the present invention also provide a kind of electronic device, including memory and processor, stored in the memory
There is computer program, which is arranged to run computer program to execute the step in any of the above-described embodiment of the method
Suddenly.
Optionally, above-mentioned electronic device can also include transmission device and input-output equipment, wherein the transmission device
It is connected with above-mentioned processor, which connects with above-mentioned processor.
Optionally, in the present embodiment, above-mentioned processor can be set to execute following steps by computer program:
S11 determines multiple critical workflow nodes that data are administered in life cycle；
S12 obtains the data of the multiple critical workflow node respectively；
S13 is standardized the data of the multiple critical workflow node；
S14 visualizes the data of the multiple critical workflow node after standardization in real time.
Optionally, the specific example in the present embodiment can be with reference to described in above-described embodiment and optional embodiment
Example, details are not described herein for the present embodiment.
Obviously, those skilled in the art should be understood that each module of the above invention or each step can be with general
Computing device realize that they can be concentrated on a single computing device, or be distributed in multiple computing devices and formed
Network on, optionally, they can be realized with the program code that computing device can perform, it is thus possible to which they are stored
It is performed by computing device in the storage device, and in some cases, it can be to be different from shown in sequence execution herein
Out or description the step of, perhaps they are fabricated to each integrated circuit modules or by them multiple modules or
Step is fabricated to single integrated circuit module to realize.In this way, the present invention is not limited to any specific hardware and softwares to combine.
The foregoing is only a preferred embodiment of the present invention, is not intended to restrict the invention, for the skill of this field
For art personnel, the invention may be variously modified and varied.It is all within principle of the invention, it is made it is any modification, etc.
With replacement, improvement etc., should all be included in the protection scope of the present invention.
Claims (10)
1. a kind of data visualization processing method characterized by comprising
Determine multiple critical workflow nodes that data are administered in life cycle；
The data of the multiple critical workflow node are obtained respectively；
The data of the multiple critical workflow node are standardized；
The data of the multiple critical workflow node after standardization are visualized in real time.
2. the method according to claim 1, wherein being marked in the data to the multiple critical workflow node
Before quasi-ization processing, the method also includes:
The data of the multiple critical workflow node are cleaned, duplicate removal processing.
3. the method according to claim 1, wherein determining multiple critical workflows that data are administered in life cycle
Node includes:
The following critical stage administered in the raw period for the data makes corresponding critical workflow node: data source,
Data convergence, the quality of data, data directory, data sharing.
4. the method according to claim 1, wherein to the multiple critical workflow section after standardization
The data of point visualize in real time
Link displaying is carried out to the multiple critical workflow node；
The data of the multiple critical workflow node are shown in the multiple predetermined position of critical workflow node.
5. the method according to claim 1, wherein to the multiple critical workflow section after standardization
The data of point visualize in real time
Details switching is carried out to the data of the multiple critical workflow node to show.
6. the method according to any one of claims 1 to 5, which is characterized in that described in after to standardization
The data of multiple critical workflow nodes carry out after visualizing in real time, the method also includes:
It is monitored in the desired indicator of the data of the multiple critical workflow node；
In the case where the desired indicator reaches preset condition, initiate to alert in a manner of mail or message.
7. a kind of data visualization processing unit characterized by comprising
Determining module, the multiple critical workflow nodes administered in life cycle for determining data；
Module is obtained, for obtaining the data of the multiple critical workflow node respectively；
Standardized module is standardized for the data to the multiple critical workflow node；
Display module is visualized in real time for the data to the multiple critical workflow node after standardization
It shows.
8. device according to claim 7, which is characterized in that described device further include:
Processing module is cleaned, duplicate removal processing for the data to the multiple critical workflow node.
9. a kind of storage medium, which is characterized in that be stored with computer program in the storage medium, wherein the computer
Program is arranged to execute the method described in any one of claims 1 to 6 when operation.
10. a kind of electronic device, including memory and processor, which is characterized in that be stored with computer journey in the memory
Sequence, the processor are arranged to run the computer program to execute the side described in any one of claims 1 to 6
Method.
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