CN113505329A - Data visualization processing method and device - Google Patents
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Abstract
The present disclosure provides a data visualization processing method, which is applied to the technical field of artificial intelligence, and the method comprises the following steps: receiving a data visualization request, wherein the data visualization request carries a buried point identifier associated with at least one page element in an application page; obtaining operation log data associated with the buried point identifier, wherein the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered; and visually displaying the operation log data in a simulation page aiming at the application program page. The present disclosure also provides a data visualization processing apparatus, an electronic device and a computer storage medium.
Description
Technical Field
The present disclosure relates to the field of artificial intelligence technologies, and in particular, to a data visualization processing method and apparatus.
Background
The data embedding point is a good privatized data acquisition mode for deployment, has the advantages of accurate data acquisition and low data leakage risk, and can provide good data support for rough and precise removal and product optimization iteration of enterprises.
In the process of implementing the technical scheme, the inventor finds that the buried point data analysis work in the related technology is performed by manual operation, and the problems of low data analysis efficiency, high requirement on professional personnel and poor visualization of analysis results exist.
Disclosure of Invention
One aspect of the present disclosure provides a data visualization processing method, including: receiving a data visualization request, wherein the data visualization request carries a buried point identifier associated with at least one page element in an application page; obtaining operation log data associated with the buried point identifier, wherein the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered; and visually displaying the operation log data in a simulation page aiming at the application program page.
Optionally, the obtaining operation log data associated with the buried point identifier includes: and acquiring operation log data associated with the embedded point identifier in an embedded point database according to a preset page embedded point mapping table, wherein the operation log data comprises operation behavior information and life cycle information of the application program page, and the life cycle information indicates time information for jumping from other page elements in the application program page to any page element.
Optionally, the method for constructing a simulation page for the application page includes: acquiring page configuration information of the application page, wherein the page configuration information comprises content description information and position description information of each page element; determining the page position of each page element in the application program page based on the position description information; and respectively adding corresponding element content to the page position associated with each page element based on the content description information to obtain the simulated page.
Optionally, the visually presenting the operation log data in the simulation page for the application page includes: determining statistical values of operation frequency and operation duration of each page element according to the acquired life cycle information of the application program page, and obtaining an operation heat force value associated with each page element; and visually displaying the operation heat force value associated with each page element.
Optionally, the visually presenting the operation log data in the simulation page for the application page includes: acquiring event description information of a custom event, wherein the event description information indicates a first page element sequence which is associated with the custom event and is ordered according to operation time sequence; determining a user churn number associated with each of the page elements in the custom event according to the first sequence of page elements and according to an operation log data number for each of the page elements; visually displaying the user churn number associated with each page element, wherein the operation log data number for any page element indicates the statistical user number of the operated page element.
Optionally, the visually presenting the operation log data in the simulation page for the application page includes: generating a second page element sequence ordered according to the operation time sequence according to the acquired life cycle information of the application program page; forming a user operation path in the application program page according to the second page element sequence and the operation behavior information associated with each page element; and visually displaying the user operation path.
Optionally, the generating a second page element sequence ordered according to an operation time sequence according to the obtained lifecycle information of the application page includes: for any page element, determining statistical time information of jumping from other page elements to the page element based on the life cycle information, and taking the statistical time information as statistical operation time for the page element; and generating the second page element sequence ordered according to the operation time sequence according to the statistical operation time aiming at each page element.
Another aspect of the present disclosure provides a data visualization processing apparatus, including: the system comprises a receiving module, a processing module and a display module, wherein the receiving module is used for receiving a data visualization request, and the data visualization request carries a buried point identifier associated with at least one page element in an application program page; the first processing module is used for acquiring operation log data associated with the buried point identifier, wherein the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered; and the second processing module is used for visually displaying the operation log data in a simulation page aiming at the application program page.
Optionally, the first processing module is configured to: and acquiring operation log data associated with the embedded point identifier in an embedded point database according to a preset page embedded point mapping table, wherein the operation log data comprises operation behavior information and life cycle information of the application program page, and the life cycle information indicates time information for jumping from other page elements in the application program page to any page element.
Optionally, the first processing module includes: the first processing submodule is used for constructing a simulated page method for the application program page, and comprises: the first processing unit is used for acquiring page configuration information of the application page, wherein the page configuration information comprises content description information and position description information of each page element; the second processing unit is used for determining the page position of each page element in the application program page based on the position description information; and the third processing unit is used for adding corresponding element content to the page position associated with each page element respectively based on the content description information to obtain the simulated page.
Optionally, the second processing module includes: the second processing submodule is used for determining statistical values of operation frequency and operation duration of each page element according to the obtained life cycle information of the application program page, and obtaining operation heat force values associated with the page elements; and the third processing submodule is used for visually displaying the operation heat force value associated with each page element.
Optionally, the second processing module further includes: the fourth processing submodule is used for acquiring event description information of a user-defined event, wherein the event description information indicates a first page element sequence which is associated with the user-defined event and is sorted according to an operation time sequence; a fifth processing sub-module, configured to determine, according to the first page element sequence and according to an operation log data amount for each page element, a user churn amount associated with each page element in the custom event; and the sixth processing submodule is used for visually displaying the user loss quantity associated with each page element, wherein the operation log data quantity aiming at any page element indicates the statistical user quantity of the operated page element.
Optionally, the second processing module further includes: the seventh processing submodule is used for generating a second page element sequence which is sequenced according to the obtained life cycle information of the application program page; an eighth processing sub-module, configured to form a user operation path in the application page according to the second page element sequence and according to operation behavior information associated with each page element; and the ninth processing submodule is used for visually displaying the user operation path.
Optionally, the seventh processing sub-module includes: the fourth processing unit is used for determining statistical time information of skipping from other page elements to the page element as statistical operation time for the page element according to the life cycle information for any page element; and the fifth processing unit is used for generating the second page element sequence ordered according to the operation time sequence according to the statistical operation time of each page element.
Another aspect of the present disclosure provides an electronic device comprising one or more processors; memory for storing one or more programs, wherein the one or more programs, when executed by the one or more processors, cause the one or more processors to implement the methods of embodiments of the present disclosure.
Another aspect of the present disclosure provides a computer-readable storage medium storing computer-executable instructions that, when executed, implement the method of embodiments of the present disclosure.
Another aspect of the present disclosure provides a computer program product comprising computer readable instructions, wherein the computer readable instructions are configured to perform the data visualization processing method of the embodiments of the present disclosure when executed.
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For a more complete understanding of the present disclosure and the advantages thereof, reference is now made to the following descriptions taken in conjunction with the accompanying drawings, in which,
fig. 1 schematically shows a system architecture of a data visualization processing method and apparatus according to an embodiment of the present disclosure;
FIG. 2 schematically illustrates a flow chart of a data visualization processing method according to an embodiment of the present disclosure;
FIG. 3 schematically illustrates a flow chart of another data visualization processing method according to an embodiment of the present disclosure;
FIG. 4 schematically illustrates a flow chart of yet another data visualization processing method according to an embodiment of the present disclosure;
FIG. 5 schematically illustrates a flow chart of yet another data visualization processing method according to an embodiment of the present disclosure;
fig. 6 schematically shows a block diagram of a data visualization processing apparatus according to an embodiment of the present disclosure;
fig. 7 schematically shows a block diagram of an electronic device according to an embodiment of the disclosure.
Detailed Description
Hereinafter, embodiments of the present disclosure will be described with reference to the accompanying drawings. It is to be understood that such description is merely illustrative and not intended to limit the scope of the present disclosure. In the following detailed description, for purposes of explanation, numerous specific details are set forth in order to provide a thorough understanding of the embodiments of the disclosure. It may be evident, however, that one or more embodiments may be practiced without these specific details. Moreover, in the following description, descriptions of well-known structures and techniques are omitted so as to not unnecessarily obscure the concepts of the present disclosure.
The terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the disclosure. The terms "comprises," "comprising," and the like, as used herein, specify the presence of stated features, operations, and/or components, but do not preclude the presence or addition of one or more other features, operations, or components.
All terms (including technical and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art unless otherwise defined. It is noted that the terms used herein should be interpreted as having a meaning that is consistent with the context of this specification and should not be interpreted in an idealized or overly formal sense.
Where a convention analogous to "at least one of A, B and C, etc." is used, in general such a construction is intended in the sense one having skill in the art would understand the convention (e.g., "a system having at least one of A, B and C" would include but not be limited to systems that have a alone, B alone, C alone, a and B together, a and C together, B and C together, and/or A, B, C together, etc.).
Some block diagrams and/or flow diagrams are shown in the figures. It will be understood that some blocks of the block diagrams and/or flowchart illustrations, or combinations thereof, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data visualization processing apparatus, such that the instructions, which execute via the processor, create means for implementing the functions/acts specified in the block diagrams and/or flowchart block or blocks. The techniques of this disclosure may be implemented in hardware and/or software (including firmware, microcode, etc.). In addition, the techniques of this disclosure may take the form of a computer program product on a computer-readable storage medium having instructions stored thereon for use by or in connection with an instruction execution system.
The embodiment of the disclosure provides a data visualization processing method and a processing device capable of applying the method. In the method, firstly, a data visualization request is received, the data visualization request carries a buried point identifier associated with at least one page element in an application program page, then operation log data associated with the buried point identifier is obtained, wherein the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered, and finally, the operation log data is visually displayed in a simulation page aiming at the application program page.
Fig. 1 schematically shows a system architecture of a data visualization processing method and apparatus according to an embodiment of the present disclosure. It should be noted that fig. 1 is only an example of a system architecture to which the embodiments of the present disclosure may be applied to help those skilled in the art understand the technical content of the present disclosure, and does not mean that the embodiments of the present disclosure may not be applied to other devices, systems, environments or scenarios.
As shown in fig. 1, the system architecture 100 may include a business end (a plurality of business ends are shown, such as business ends 101, 102, and 103), a visualization processing system 104, and a database server 105, where the visualization processing system 104 may be an independent physical server, a server cluster or a distributed system formed by a plurality of physical servers, or a cloud server providing basic cloud computing services such as cloud services, cloud computing, network services, and middleware services.
The visualization processing system 104 receives a data visualization request from a service end (such as the service ends 101, 102, 103), where the data visualization request carries a buried point identifier associated with at least one page element in an application page, then the visualization processing system 104 obtains operation log data associated with the buried point identifier from the database server 105, where the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered, and finally, the visualization processing system 104 visualizes and displays the operation log data in a simulation page for the application page, and returns a visualization display result to the service end (such as the service ends 101, 102, 103).
It should be noted that the data visualization processing method and apparatus in the embodiments of the present disclosure may be used in the financial field, and may also be used in any field other than the financial field. The present disclosure will be described in detail below with reference to the drawings and specific embodiments.
Fig. 2 schematically shows a flowchart of a data visualization processing method according to an embodiment of the present disclosure, and as shown in fig. 2, the method 200 may include operations S210 to S230.
In operation S210, a data visualization request is received, where the data visualization request carries a buried point identifier associated with at least one page element in an application page.
Next, in operation S220, operation log data associated with the buried point identifier is obtained, wherein the operation log data is generated when the buried point code corresponding to the buried point identifier is triggered.
Next, in operation S230, the operation log data is visually presented in the simulation page for the application page.
The following describes in detail a specific flow of each step of the data visualization processing method according to the present embodiment.
In operation S210, a data visualization request is received, where the data visualization request carries a buried point identifier associated with at least one page element in an application page.
In this embodiment, specifically, the visualization processing system receives a data visualization request from the service end, where the data visualization request carries a buried point identifier associated with at least one page element in an application page. In a resource package of an application program, a data collector for generating operation log data is deployed, and the data collector is realized by embedded point codes implanted for each page element to be monitored in an application program page. The data acquisition device and the database server realize the buried point work deployment through buried point information transmission, wherein the transmitted buried point information comprises page configuration information, buried point list information, buried point triggering information, cross-platform correlation attributes and the like of an application program.
The page configuration information indicates a page structure of an application page, the application page includes M start pages, M is an integer greater than 1, and includes a plurality of sub-pages below each start page, the start pages include 4 pages of "home page", "wealth", "life", "my", for example, and the "home page" start page includes a plurality of sub-page entry buttons (i.e., page elements) for payment, transfer, credit card, and the like.
The method comprises the steps that a starting page and a plurality of levels of sub-pages of an application program page comprise a plurality of different page elements, and aiming at each page element to be monitored, embedded point codes associated with each page element are implanted to monitor each page element so as to generate operation log data. Each page element as a buried point object has a corresponding buried point identification, which may be an ID value for uniquely identifying the corresponding page element.
And monitoring the touch operation of the user in the application program, and acquiring operation log data generated by the user based on the touch operation in real time under the condition that the touch operation meets a buried point triggering condition. The touch operation may include, for example, a button click operation, a page drag operation, a frame selection object operation, and the like. Illustratively, clicking events aiming at preset function buttons in an application program page are monitored, and operation log data generated based on the clicking events of the user are obtained.
The operation log data comprises operation behavior information and life cycle information of the application program page, wherein the life cycle information indicates time information for jumping to any page element from other page elements in the application program page. In addition, the operation log data may further include information such as an application version, an event occurrence time, a server time, position coordinates of the touch operation, an interface called by the touch operation, and interface parameters.
Next, in operation S220, operation log data associated with the buried point identifier is obtained, wherein the operation log data is generated when the buried point code corresponding to the buried point identifier is triggered.
In this embodiment, specifically, the operation log data associated with the embedded point identifier is obtained in the embedded point database according to a preset page embedded point mapping table, where the page embedded point mapping table is a mapping relation table used for describing the stored operation log data and the embedded point identifier. The operation log data are reported to a preset data platform through a buried point in advance, and the operation log data obtained by the buried point are integrated in a field of a preset storage table in a parameter key/value mode. Optionally, the operation log data corresponding to the embedded point identifier may be acquired from a preset storage table according to a json format parsing rule.
The operation log data comprises operation behavior information of a user and life cycle information of the application program page, wherein the life cycle information indicates time information for jumping to any page element from other page elements in the application program page. The operation behavior information may include, for example, event identification, event type, message uploading time, page browsing milliseconds, and other information. The life cycle information indicates switching time information among different page elements in the application program page, the time of jumping to any page element can be regarded as the time of starting to operate the page element, and the time of leaving any page element can be regarded as the time of stopping to operate the page element. For any page element, the time difference between the jump to the page element and the departure from the page element can be considered as the operation duration for the page element.
Next, in operation S230, the operation log data is visually presented in the simulation page for the application page.
In this embodiment, specifically, in the simulation page associated with the application page, the operation log data is visually displayed to obtain a visual display result, and the visual display result is returned to the service end. The method for constructing the simulation page aiming at the application program page comprises the following steps: acquiring page configuration information of an application program page, wherein the page configuration information comprises content description information and position description information of each page element; determining the page position of each page element in the application program page based on the position description information; and respectively adding corresponding element contents to the page positions associated with the page elements based on the content description information to obtain the simulated page.
The page position of the page element in the application page comprises the coordinate position of the page element in the application page and also comprises the relative position of the page element in the application page relative to other page elements. And acquiring a preset simulation page aiming at the application program page before visually displaying the operation log data. And under the condition that no preset simulation page exists, acquiring page configuration information of the application program from the database server, and constructing the simulation page aiming at the application program page based on content description information and position description information which are described by the page configuration information and are associated with each page element.
According to the embodiment of the disclosure, a data visualization request is received, wherein the data visualization request carries a buried point identifier associated with at least one page element in an application page; obtaining operation log data associated with the embedded point identifier, wherein the operation log data is generated when the embedded point code corresponding to the embedded point identifier is triggered; and in the simulation page aiming at the application program page, the operation log data is visually displayed. By visually displaying the operation log data in the simulation page aiming at the application program page, the design is convenient for business personnel to visually know various operations and operation tracks of the user in the application program page, can accurately restore the operation habits of the user, quickly position the operation problems of the user, is favorable for improving the business handling efficiency and improving the on-line business handling experience of the user.
Fig. 3 schematically shows a flowchart of another data visualization processing method according to an embodiment of the present disclosure, and as shown in fig. 3, operation S230 may include operations S310 to S320.
In operation S310, according to the obtained lifecycle information of the application page, statistics of the operation frequency and the operation duration for each page element are determined, and an operation heat value associated with each page element is obtained.
Next, in operation S320, the operation heating power value associated with each page element is visually displayed.
The following describes in detail a specific flow of each step of the data visualization processing method according to the present embodiment.
In this embodiment, the lifecycle information specifically indicates switching time information between different page elements in the application page, and specifically indicates time information for jumping from other page elements in the application page to any page element. Jumping from any page element to any page element can be regarded as starting to operate the page element, jumping from any page element to other page elements can be regarded as stopping to operate the page element, and the time difference between the starting operation time and the stopping operation time can be regarded as the operation duration of the page element operated by the user in a single time.
Based on the obtained lifecycle information, determining statistical values of operation frequency and operation duration associated with each page element, where the statistical values may be average values, intermediate values, weighted values, and the like, and this embodiment does not limit this. And obtaining an operation heat value associated with each page element based on the determined statistical value, wherein the operation heat value can provide data support for monitoring the active state of the product. When the user selection preference and the content popularity are analyzed based on business requirements, operation log data of the user are collected through a buried point, the use condition of the user aiming at an application program is analyzed through visually displaying the operation heat value associated with the preset page element, the content selection preference of the user is combed, and data support is provided for business decision and product iterative updating. Illustratively, the method is characterized in that the advertisement putting effect is checked by counting the click rate of a user for the advertisement column of the home page of the application program, and decision support is provided for the subsequent advertisement putting.
Fig. 4 schematically shows a flowchart of still another data visualization processing method according to an embodiment of the present disclosure, and as shown in fig. 4, operation S230 may include operations S410 to S430.
In operation S410, event description information of the custom event is acquired, where the event description information indicates a first page element sequence, which is associated with the custom event and is sorted by an operation timing.
Next, in operation S420, a user churn number associated with each page element in the custom event is determined according to the first page element sequence and according to the operation log data number for each page element.
Next, in operation S430, the user churn amount associated with each page element is visually displayed.
In this embodiment, specifically, the event is a type of record used for expressing a user behavior, and includes, for example, categories such as user login, browsing page, product purchase, and the like. The custom event may specifically be an event to be monitored, and event description information of the custom event is obtained, where the event description information describes content such as an event element, an event structure, and event element path information associated with the custom event. The event element may be step information included in the custom event, and the event structure describes step sequence information in the custom event. Each step in the custom event involves one or more associated page elements, and the event element path information is the page element trigger order described to implement the custom event, and thus, the event description information may indicate the first page element sequence ordered by the operation timing associated with the custom event.
And determining the number of operation users associated with each page element in the user-defined event according to the first page element sequence and the number of operation log data aiming at each page element. Wherein the number of operation log data for any page element indicates the number of statistical users who have operated the page element. The number of the operation log data can be the number of the operation logs or the data capacity of the operation logs, the number of the operation log data and the number of the operation users are in a positive correlation, and in practical application, a single user can be considered to generate 1 piece of operation log data for a single trigger operation of a certain page element.
After the number of the operation users associated with each page element in the user-defined event is calculated, the difference value of the number of the operation users of each page element relative to the first page element is calculated in sequence based on each page element in the first page element sequence and sorted according to the operation time sequence, and the user loss number associated with each page element in the user-defined event is obtained. Next, the financial product purchase event is exemplified, and the event includes 7 event elements of browsing the product, learning product details, adding a shopping cart, placing an order, confirming an order, making a payment, and confirming a payment, each event element relating to one or more page elements. According to the page elements sequenced according to the operation time sequence, the user loss quantity associated with the page elements is calculated, so that the user stickiness, the user loss quantity, the user retention rate and other information of each link in the user-defined event can be intuitively known, and a data reference basis is provided for product coarseness and refinement and product iterative update.
Fig. 5 schematically shows a flowchart of still another data visualization processing method according to an embodiment of the present disclosure, and as shown in fig. 5, operation S230 may include operations S510 to S530.
In operation S510, a second page element sequence ordered by operation timing is generated according to the obtained lifecycle information of the application page.
Next, in operation S520, a user operation path in the application page is formed according to the second page element sequence and according to the operation behavior information associated with each page element.
Next, in operation S530, a user operation path is visually presented.
In this embodiment, specifically, when a second page element sequence ordered according to an operation timing sequence is generated according to the obtained lifecycle information of the application page, for any page element, based on the obtained lifecycle information, statistical time information for jumping from other page elements to the page element is determined as statistical operation time for the page element; and generating a second page element sequence ordered according to the operation time sequence according to the statistical operation time aiming at each page element.
The operation behavior information associated with each page element may describe information such as a name of a user operation, an operation type, an interface request parameter, a request domain name, and the like, where the user operation type may include, for example, a click operation, a drag operation, a select operation, and the like. By generating a complete user operation path and visually displaying, the operation habit of the user can be accurately restored, the problems in the user operation can be quickly positioned, the data processing can be basically carried out without manpower, the data processing efficiency of the operation log is effectively improved, and the acquisition cost of the user operation path is reduced.
Fig. 6 schematically shows a block diagram of a data visualization processing apparatus according to an embodiment of the present disclosure.
As shown in fig. 6, the apparatus 600 includes a receiving module 601, a first processing module 602, and a second processing module 603.
Specifically, the receiving module 601 is configured to receive a data visualization request, where the data visualization request carries a buried point identifier associated with at least one page element in an application page; a first processing module 602, configured to obtain operation log data associated with a buried point identifier, where the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered; the second processing module 603 is configured to visually display the operation log data in the simulation page for the application page.
According to the embodiment of the disclosure, a data visualization request is received, wherein the data visualization request carries a buried point identifier associated with at least one page element in an application page; obtaining operation log data associated with the embedded point identifier, wherein the operation log data is generated when the embedded point code corresponding to the embedded point identifier is triggered; and in the simulation page aiming at the application program page, the operation log data is visually displayed. By visually displaying the operation log data in the simulation page aiming at the application program page, the design is convenient for business personnel to visually know various operations and operation tracks of the user in the application program page, can accurately restore the operation habits of the user, quickly position the operation problems of the user, is favorable for improving the business handling efficiency and improving the on-line business handling experience of the user.
As a possible way, the first processing module is configured to: and acquiring operation log data associated with the embedded point identifier in the embedded point database according to a preset page embedded point mapping table, wherein the operation log data comprises operation behavior information and life cycle information of the application program page, and the life cycle information indicates time information for jumping from other page elements in the application program page to any page element.
As a possible way, the first processing module includes: the first processing submodule is used for constructing a simulated page method for an application program page, and comprises: the system comprises a first processing unit, a second processing unit and a third processing unit, wherein the first processing unit is used for acquiring page configuration information of an application page, and the page configuration information comprises content description information and position description information of each page element; the second processing unit is used for determining the page position of each page element in the application program page based on the position description information; and the third processing unit is used for adding corresponding element contents to the page positions associated with the page elements respectively based on the content description information to obtain the simulated page.
As a possible way, the second processing module includes: the second processing submodule is used for determining statistical values of operation frequency and operation duration aiming at each page element according to the obtained life cycle information of the application program page, and obtaining an operation heat value associated with each page element; and the third processing submodule is used for visually displaying the operation heat force value associated with each page element.
As a possible way, the second processing module further includes: the fourth processing submodule is used for acquiring event description information of the user-defined event, wherein the event description information indicates a first page element sequence which is associated with the user-defined event and is sorted according to the operation time sequence; the fifth processing submodule is used for determining the user loss quantity associated with each page element in the user-defined event according to the first page element sequence and the operation log data quantity aiming at each page element; and the sixth processing submodule is used for visually displaying the user loss quantity associated with each page element, wherein the operation log data quantity aiming at any page element indicates the statistical user quantity of the operated page element.
As a possible way, the second processing module further includes: the seventh processing submodule is used for generating a second page element sequence which is sequenced according to the operation time sequence according to the acquired life cycle information of the application program page; the eighth processing submodule is used for forming a user operation path in the application program page according to the second page element sequence and the operation behavior information associated with each page element; and the ninth processing submodule is used for visually displaying the user operation path.
As a possible way, the seventh processing submodule includes: the fourth processing unit is used for determining statistical time information of skipping from other page elements to the page element as statistical operation time for the page element according to the life cycle information of any page element; and the fifth processing unit is used for generating a second page element sequence which is ordered according to the operation time sequence according to the statistical operation time aiming at each page element.
It should be noted that, in the embodiments of the present disclosure, the implementation of the apparatus portion is the same as or similar to the implementation of the method portion, and is not described herein again.
Any of the modules according to embodiments of the present disclosure, or at least part of the functionality of any of them, may be implemented in one module. Any one or more of the modules according to the embodiments of the present disclosure may be implemented by being split into a plurality of modules. Any one or more of the modules according to the embodiments of the present disclosure may be implemented at least in part as a hardware circuit, such as a Field Programmable Gate Array (FPGA), a Programmable Logic Array (PLA), a system on a chip, a system on a substrate, a system on a package, an Application Specific Integrated Circuit (ASIC), or may be implemented in any other reasonable manner of hardware or firmware by integrating or packaging the circuit, or in any one of three implementations, or in any suitable combination of any of the software, hardware, and firmware. Or one or more of the modules according to embodiments of the disclosure, may be implemented at least partly as computer program modules which, when executed, may perform corresponding functions.
For example, any plurality of the receiving module 601, the first processing module 602, and the second processing module 603 may be combined and implemented in one module, or any one of them may be split into a plurality of modules. Alternatively, at least part of the functionality of one or more of these modules may be combined with at least part of the functionality of the other modules and implemented in one module. According to an embodiment of the present disclosure, at least one of the receiving module 601, the first processing module 602, and the second processing module 603 may be implemented at least in part as a hardware circuit, such as a Field Programmable Gate Array (FPGA), a Programmable Logic Array (PLA), a system on a chip, a system on a substrate, a system on a package, an Application Specific Integrated Circuit (ASIC), or may be implemented by hardware or firmware in any other reasonable manner of integrating or packaging a circuit, or may be implemented by any one of three implementations of software, hardware, and firmware, or any suitable combination of any of the three. At least one of the receiving module 601, the first processing module 602 and the second processing module 603 may be at least partly implemented as a computer program module, which when executed may perform a corresponding function.
Fig. 7 schematically shows a block diagram of an electronic device 700 suitable for implementing a processing method and a processing arrangement according to embodiments of the disclosure. The electronic device 700 shown in fig. 7 is only an example and should not bring any limitation to the functions and the scope of use of the embodiments of the present disclosure.
As shown in fig. 7, an electronic device 700 according to an embodiment of the present disclosure includes a processor 701, which can perform various appropriate actions and processes according to a program stored in a Read Only Memory (ROM)702 or a program loaded from a storage section 708 into a Random Access Memory (RAM) 703. The processor 701 may include, for example, a general purpose microprocessor (e.g., a CPU), an instruction set processor and/or associated chipset, and/or a special purpose microprocessor (e.g., an Application Specific Integrated Circuit (ASIC)), among others. The processor 701 may also include on-board memory for caching purposes. The processor 701 may comprise a single processing unit or a plurality of processing units for performing the different actions of the method flows according to embodiments of the present disclosure.
In the RAM703, various programs and data necessary for the operation of the electronic apparatus 700 are stored. The processor 701, the ROM702, and the RAM703 are connected to each other by a bus 704. The processor 701 performs various operations of the method flows according to the embodiments of the present disclosure by executing programs in the ROM702 and/or the RAM 703. Note that the programs may also be stored in one or more memories other than the ROM702 and RAM 703. The processor 701 may also perform various operations of method flows according to embodiments of the present disclosure by executing programs stored in the one or more memories.
According to embodiments of the present disclosure, method flows according to embodiments of the present disclosure may be implemented as computer software programs. For example, embodiments of the present disclosure include a computer program product comprising a computer program embodied on a computer readable storage medium, the computer program containing program code for performing the method illustrated by the flow chart. In such an embodiment, the computer program can be downloaded and installed from a network through the communication section 709, and/or installed from the removable medium 711. The computer program, when executed by the processor 701, performs the above-described functions defined in the system of the embodiment of the present disclosure. The systems, devices, apparatuses, modules, units, etc. described above may be implemented by computer program modules according to embodiments of the present disclosure.
The present disclosure also provides a computer-readable storage medium, which may be contained in the apparatus/device/system described in the above embodiments; or may exist separately and not be assembled into the device/apparatus/system. The computer-readable storage medium carries one or more programs which, when executed, implement the method according to an embodiment of the disclosure.
According to embodiments of the present disclosure, the computer-readable storage medium may be a non-volatile computer-readable storage medium, which may include, for example but is not limited to: a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the present disclosure, a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device. For example, according to embodiments of the present disclosure, a computer-readable storage medium may include the ROM702 and/or the RAM703 and/or one or more memories other than the ROM702 and the RAM703 described above.
Embodiments of the present disclosure also include a computer program product comprising a computer program containing program code for performing the method provided by the embodiments of the present disclosure, when the computer program product runs on an electronic device, the program code is configured to enable the electronic device to implement the method for detecting a file upload vulnerability provided by the embodiments of the present disclosure.
The computer program, when executed by the processor 701, performs the above-described functions defined in the system/apparatus of the embodiments of the present disclosure. The systems, apparatuses, modules, units, etc. described above may be implemented by computer program modules according to embodiments of the present disclosure.
In one embodiment, the computer program may be hosted on a tangible storage medium such as an optical storage device, a magnetic storage device, or the like. In another embodiment, the computer program may also be transmitted in the form of a signal on a network medium, distributed, downloaded and installed via the communication section 709, and/or installed from the removable medium 711. The computer program containing program code may be transmitted using any suitable network medium, including but not limited to: wireless, wired, etc., or any suitable combination of the foregoing.
In accordance with embodiments of the present disclosure, program code for executing computer programs provided by embodiments of the present disclosure may be written in any combination of one or more programming languages, and in particular, these computer programs may be implemented using high level procedural and/or object oriented programming languages, and/or assembly/machine languages. The programming language includes, but is not limited to, programming languages such as Java, C + +, python, the "C" language, or the like. The program code may execute entirely on the user computing device, partly on the user device, partly on a remote computing device, or entirely on the remote computing device or server. In the case of a remote computing device, the remote computing device may be connected to the user computing device through any kind of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or may be connected to an external computing device (e.g., through the internet using an internet service provider).
The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams or flowchart illustration, and combinations of blocks in the block diagrams or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
The embodiments of the present disclosure have been described above. However, these examples are for illustrative purposes only and are not intended to limit the scope of the present disclosure. Various alternatives and modifications can be devised by those skilled in the art without departing from the scope of the present disclosure, and such alternatives and modifications are intended to be within the scope of the present disclosure.
Claims (11)
1. A data visualization processing method comprises the following steps:
receiving a data visualization request, wherein the data visualization request carries a buried point identifier associated with at least one page element in an application page;
obtaining operation log data associated with the buried point identifier, wherein the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered;
and visually displaying the operation log data in a simulation page aiming at the application program page.
2. The method of claim 1, wherein said obtaining oplog data associated with said buried point identifier comprises:
acquiring operation log data associated with the embedded point identifier in an embedded point database according to a preset page embedded point mapping table,
the operation log data comprises operation behavior information and life cycle information of the application program page, wherein the life cycle information indicates time information for jumping to any page element from other page elements in the application program page.
3. The method of claim 1, wherein the method of building a simulation page for the application page comprises:
acquiring page configuration information of the application page, wherein the page configuration information comprises content description information and position description information of each page element;
determining the page position of each page element in the application program page based on the position description information;
and respectively adding corresponding element content to the page position associated with each page element based on the content description information to obtain the simulated page.
4. The method of claim 2, wherein the visually presenting the oplog data in a simulation page for the application page comprises:
determining statistical values of operation frequency and operation duration of each page element according to the acquired life cycle information of the application program page, and obtaining an operation heat force value associated with each page element;
and visually displaying the operation heat force value associated with each page element.
5. The method of claim 2, wherein the visually presenting the oplog data in a simulation page for the application page comprises:
acquiring event description information of a custom event, wherein the event description information indicates a first page element sequence which is associated with the custom event and is ordered according to operation time sequence;
determining a user churn number associated with each of the page elements in the custom event according to the first sequence of page elements and according to an operation log data number for each of the page elements;
visually displaying the amount of user churn associated with each of the page elements,
wherein the number of operation log data for any page element indicates the number of statistical users who have operated the page element.
6. The method of claim 2, wherein the visually presenting the oplog data in a simulation page for the application page comprises:
generating a second page element sequence ordered according to the operation time sequence according to the acquired life cycle information of the application program page;
forming a user operation path in the application program page according to the second page element sequence and the operation behavior information associated with each page element;
and visually displaying the user operation path.
7. The method of claim 6, wherein generating a second sequence of page elements ordered by operational timing according to the obtained lifecycle information of the application page comprises:
for any page element, determining statistical time information of jumping from other page elements to the page element based on the life cycle information, and taking the statistical time information as statistical operation time for the page element;
and generating the second page element sequence ordered according to the operation time sequence according to the statistical operation time aiming at each page element.
8. A data visualization processing apparatus, comprising:
the system comprises a receiving module, a processing module and a display module, wherein the receiving module is used for receiving a data visualization request, and the data visualization request carries a buried point identifier associated with at least one page element in an application program page;
the first processing module is used for acquiring operation log data associated with the buried point identifier, wherein the operation log data is generated when a buried point code corresponding to the buried point identifier is triggered;
and the second processing module is used for visually displaying the operation log data in a simulation page aiming at the application program page.
9. An electronic device, comprising:
one or more processors; and
a memory for storing one or more programs,
wherein the one or more programs, when executed by the one or more processors, cause the one or more processors to implement the method of any of claims 1-7.
10. A computer readable storage medium having stored thereon executable instructions which, when executed by a processor, cause the processor to carry out the method of any one of claims 1 to 7.
11. A computer program product comprising a computer program which, when executed by a processor, implements the method of any one of claims 1 to 7.
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Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107563621A (en) * | 2017-08-22 | 2018-01-09 | 北京金堤科技有限公司 | A kind of website user's wastage analysis method and device |
| CN108121802A (en) * | 2017-12-22 | 2018-06-05 | 东软集团股份有限公司 | The thermodynamic analysis method, apparatus and its equipment of web page access |
| CN108255691A (en) * | 2018-01-29 | 2018-07-06 | 百度在线网络技术（北京）有限公司 | Thermodynamic chart methods of exhibiting and device |
| CN108334525A (en) * | 2017-01-20 | 2018-07-27 | 阿里巴巴集团控股有限公司 | A kind of method for exhibiting data and device |
| CN108874909A (en) * | 2018-05-28 | 2018-11-23 | 深圳壹账通智能科技有限公司 | User access path acquisition methods, server and computer storage medium |
| CN109857964A (en) * | 2017-08-31 | 2019-06-07 | 北京国双科技有限公司 | A kind of heating power drawing drawing method, device, storage medium and the processor of page operation |
| CN111222067A (en) * | 2018-11-23 | 2020-06-02 | 北京易数科技有限公司 | Information generation method and device |
| CN111931102A (en) * | 2020-07-01 | 2020-11-13 | 华为技术有限公司 | Method, device and system for constructing page |
-
2021
- 2021-07-27 CN CN202110853578.1A patent/CN113505329A/en active Pending
Patent Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN108334525A (en) * | 2017-01-20 | 2018-07-27 | 阿里巴巴集团控股有限公司 | A kind of method for exhibiting data and device |
| CN107563621A (en) * | 2017-08-22 | 2018-01-09 | 北京金堤科技有限公司 | A kind of website user's wastage analysis method and device |
| CN109857964A (en) * | 2017-08-31 | 2019-06-07 | 北京国双科技有限公司 | A kind of heating power drawing drawing method, device, storage medium and the processor of page operation |
| CN108121802A (en) * | 2017-12-22 | 2018-06-05 | 东软集团股份有限公司 | The thermodynamic analysis method, apparatus and its equipment of web page access |
| CN108255691A (en) * | 2018-01-29 | 2018-07-06 | 百度在线网络技术（北京）有限公司 | Thermodynamic chart methods of exhibiting and device |
| CN108874909A (en) * | 2018-05-28 | 2018-11-23 | 深圳壹账通智能科技有限公司 | User access path acquisition methods, server and computer storage medium |
| CN111222067A (en) * | 2018-11-23 | 2020-06-02 | 北京易数科技有限公司 | Information generation method and device |
| CN111931102A (en) * | 2020-07-01 | 2020-11-13 | 华为技术有限公司 | Method, device and system for constructing page |
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