CN112214504A - Dotting event statistical method, device and storage medium - Google Patents

Dotting event statistical method, device and storage medium Download PDF

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CN112214504A
CN112214504A CN202011082981.0A CN202011082981A CN112214504A CN 112214504 A CN112214504 A CN 112214504A CN 202011082981 A CN202011082981 A CN 202011082981A CN 112214504 A CN112214504 A CN 112214504A
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张龙
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Shanghai Kuliang Information Technology Co Ltd
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Abstract

A statistical method, a device and a storage medium for dotting events belong to the technical field of internet advertisements. The method comprises the following steps: acquiring first dot data and storing the first dot data in a storage server; the first point-to-data is all behavior data of a user on target equipment; extracting second dotting data from the first dotting data; the second dotting data are collected according to dotting configuration information; generating a statistical analysis chart corresponding to the second dotting data according to the chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart. According to the invention, all the user behavior data are stored and the dotting data are selected and extracted, so that the traceability of historical data is realized, and the flexibility and the high efficiency of the whole data statistical process are realized.

Description

Dotting event statistical method, device and storage medium
Technical Field
The invention relates to the technical field of internet advertisements, in particular to a dotting event statistical method, a dotting event statistical device and a storage medium.
Background
With the wider application of internet advertisements, the demand of advertisers on deep analysis of dotting events becomes stronger. In the prior art, user behavior data are directly obtained from a dotting event, and relevant analysis, a chart or a report is generated. However, the related data are set in advance, and when a user owner needs to analyze new parameters, the data cannot be traced, so that the flexibility for the advertiser is poor, and the requirement of the advertiser cannot be well met.
Disclosure of Invention
According to a first aspect of the embodiments of the present invention, a statistical method for dotting events is provided, the method including.
Acquiring first dot data and storing the first dot data in a storage server; the first dot data is all behavior data of a user on the target device.
Extracting second dotting data from the first dotting data; and collecting the second dotting data according to dotting configuration information.
Generating a statistical analysis chart corresponding to the second dotting data according to the chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
Optionally, the first dot data is obtained and stored in a storage server, including.
And receiving the first dot data sent by the target device, wherein the target device is used for collecting the first dot data.
And storing the first dot data in the storage server. The storage period may be configured to be permanent, one month, one week, etc.
Optionally, the extracting second dotting data from the first dotting data includes.
Updating the dotting configuration information; the dotting configuration information includes time range information, and the time range information may include time before configuration becomes effective, that is, an advertiser may query historical data corresponding to the newly added index.
And sending the dotting configuration information to a storage server.
Reading the dotting configuration information by a scheduling system deployed in a storage server, and extracting corresponding second dotting data from the storage server; the second dotting data is data over a time range.
And sending the second dotting data to a display system, wherein the display system is used for processing data and visually displaying a plurality of data and the relevance thereof.
The chart can display the viewing, clicking and other behavior data of the user, and can display the front behavior and the rear behavior of the current behavior of the user. A behavior sequence chart is formed through the time sequence, and the behavior relevance is analyzed, so that the method has important significance for judging the advertising effect and preventing cheating.
Optionally, the statistical analysis chart corresponding to the second dotting data is generated according to the chart configuration information, including.
And receiving the second dotting data.
Checking the updated chart configuration information; and if the advertiser updates the chart display mode, displaying according to the new display mode.
And generating a statistical analysis chart corresponding to the second dotting data. And generating corresponding charts such as a curve chart, a pie chart, a bar chart and the like according to the chart configuration information. The multiple chart display styles meet different data display requirements of advertisers.
According to a second aspect of the embodiments of the present invention, there is provided a dotting event statistic apparatus, including.
The data acquisition module is configured to acquire first dot data and store the first dot data in the storage server; the first dot data is all behavior data of a user on the target device.
The data extraction module is configured to extract second dotting data from the first dotting data; and collecting the second dotting data according to dotting configuration information.
The display module is configured to generate a statistical analysis chart corresponding to the second dotting data according to chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
Optionally, the data acquisition module is configured to acquire the data.
And receiving the first dot data sent by the target device, wherein the target device is used for collecting the first dot data.
And storing the first dot data in the storage server. The storage server starts recording and storing from the time of advertisement putting, and deletes the stored historical data after meeting the storage time requirement set by the advertiser.
Optionally, the data extraction module is configured to extract the data.
Updating the dotting configuration information; the dotting configuration information includes time range information, and the time range information may include a time before the configuration takes effect.
And sending the dotting configuration information to a storage server.
Reading the dotting configuration information by a scheduling system deployed in a storage server, and extracting corresponding second dotting data from the storage server; the second dotting data is data over a time range.
And sending the second dotting data to a display system, wherein the display system is used for processing data and visually displaying a plurality of data and the relevance thereof.
Optionally, the presentation module is configured to present the content.
And receiving the second dotting data.
Checking the updated chart configuration information; and if the advertiser updates the chart display mode, displaying according to the new display mode.
And generating a statistical analysis chart corresponding to the second dotting data. And generating corresponding charts such as a curve chart, a pie chart, a bar chart and the like according to the chart configuration information.
According to a third aspect of the embodiments of the present invention, there is provided a dotting event statistic apparatus, including.
A processor.
A memory for storing executable instructions of the processor.
Wherein the processor is configured.
Acquiring first dot data and storing the first dot data in a storage server; the first dot data is all behavior data of a user on the target device.
Extracting second dotting data from the first dotting data; and collecting the second dotting data according to dotting configuration information.
Generating a statistical analysis chart corresponding to the second dotting data according to the chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
According to a fourth aspect of embodiments of the present invention, there is provided a non-transitory computer readable storage medium having stored thereon a computer program which, when executed by a processor, performs the steps of the method according to the first aspect of embodiments of the present invention.
The technical scheme provided by the invention can have the following beneficial effects.
The advertiser can set dotting configuration, reduce the data transmission amount, improve the efficiency of data transmission and accelerate the system operation speed;
only the dotting information set by the advertiser is displayed, so that the analysis process of the advertiser is simpler and more efficient;
easy-to-use chart analysis is provided for data, and chart styles can be set by self, so that an advertiser can visually and comfortably view advertisement promotion conditions;
the storage server can store historical data of user dotting, provides data support for an advertiser to analyze the historical data, and can enable the advertiser to analyze more flexibly.
It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the invention, as claimed.
Drawings
FIG. 1 is a flow diagram illustrating a method for statistics of dotting events according to an exemplary embodiment;
FIG. 2 is a schematic diagram of a scene architecture shown in accordance with an exemplary embodiment;
FIG. 3 is a flow chart illustrating a method for dotting event statistics in accordance with another exemplary embodiment;
FIG. 4 is a block diagram illustrating a dotting event statistics apparatus in accordance with an exemplary embodiment;
FIG. 5 is a block diagram illustrating a dotting event statistics apparatus according to another exemplary embodiment.
Detailed Description
Reference will now be made in detail to the exemplary embodiments, examples of which are illustrated in the accompanying drawings. When the following description refers to the accompanying drawings, like numbers in different drawings represent the same or similar elements unless otherwise indicated. The embodiments described in the following exemplary embodiments do not represent all embodiments consistent with the present invention. Rather, they are merely examples of apparatus and methods consistent with certain aspects of the invention, as detailed in the appended claims.
FIG. 1 is a flow chart illustrating a dotting event statistics method according to an exemplary embodiment. The method may comprise several steps S101 to S103 as follows.
In step S101, the first dot data is acquired and stored in the storage server.
In the present embodiment, all user behavior data of the user is acquired. The user behavior data comprises various data such as user source, IP, MAC address, position, click event, display event, trigger time and the like. The acquired user behavior data is stored in a storage server, the storage server can be a cloud storage server or a physical storage server, and only enough capacity is needed to store the first dot data.
Optionally, step S101 comprises the following 2 sub-steps.
1. And receiving the first dot data sent by the target equipment.
The target device is a carrier for displaying advertisement content, and may be a terminal, for example, an electronic device such as a mobile phone, a tablet Computer, a PC (Personal Computer), and the like, a storage server, or any other device having a data statistical analysis requirement, which is not limited in the embodiment of the present invention. In the embodiment of the invention, the target device is used for collecting all behavior data of the user on the target device.
2. And storing the first dot data in the storage server.
And pushing the target equipment or carriers such as APP (application), browsers and the like arranged on the target equipment through pre-embedded nodes, and pushing the collected first dot data, namely all behavior data on the user target equipment to a storage server. Correspondingly, the storage server receives the first dot data sent by the target device and stores the first dot data. The storage server can be equipped with systems such as Hadoop, HBase, Hive, Spark and the like, and conditions are provided for efficient scheduling of large data processing in the later period.
For example, when a target device starts to display the system-associated advertisement on 1/2019, the system starts to collect user behavior data on the target device from the time when the target device starts to display the advertisement, that is, all user behavior data are collected from 1/2019, and the user behavior data are sent to the storage server as first hit data. And the storage server end performs classified storage on the user behavior data.
In step S102, second dotting data is extracted from the first dotting data.
The first dotting data acquired by the storage server is usually more than the data which the advertiser needs to count, so that the second dotting data needs to be extracted from the first dotting data. Wherein the second dotting data is a collection of all data that the advertiser needs to view. The storage server is provided with a scheduling system used for extracting second dotting data from the dotting data. The scheduling system only performs data extraction work and does not participate in processing of the second dotting data, such as aggregation, combination, maximum value solving, minimum value solving and the like.
Optionally, the step S102 includes the following 4 sub-steps.
1. And updating the dotting configuration information.
The configuration information is configured by the advertiser, and the advertiser can update the existing configuration at any time, so that the current configuration information needs to be updated before the second dotting information is provided, so as to ensure that the current configuration information is the latest configuration information of the advertiser. To ensure the effectiveness of the advertiser's analysis of the data, the configuration information includes time range information.
For example, if an advertisement is delivered in 2019, 1/1, and the advertiser updates the dotting configuration information in 2019, 7, 1/1, to change the original configuration information content from "IP, MAC, display count, click count" to "IP, MAC, display count, click count, download amount, and consumption amount", and the time span is 3 months, the dotting configuration information sent by the system is changed to "IP, MAC, display count, click count, download amount, and consumption amount", and the time span is 3 months.
2. And sending the dotting configuration information to a storage server.
And the storage server receives the updated dotting configuration information. Since the type of the dotting configuration information data is less than that of the first dotting data, the information required by the second dotting data only needs to be extracted from the storage server.
3. And reading the dotting configuration information by a scheduling system deployed in a storage server, and extracting corresponding second dotting data from the storage server.
The scheduling system is deployed on the storage server and is responsible for managing data resources on the storage server. The scheduling system is only responsible for scheduling the data and does not participate in processing the data, so that the operation pressure of the storage server can be reduced, and the storage server can be more concentrated on reading and writing the data. Therefore, the server with high read-write speed and large capacity is easier to configure, and the operating efficiency of the system is improved.
4. And sending the second dotting data to a display system.
And the scheduling system sends the extracted second dotting data to a display system. Usually, different advertisers have different accounts, and their dotting configuration is not used, so the scheduling system needs to send the corresponding second dotting data according to the account of the advertiser, and the display system processes the data.
In step S103, a statistical analysis chart corresponding to the second dotting data is generated according to the chart configuration information.
In the embodiment of the invention, the display system is used for indicating the content and the style of the statistical analysis chart according to the chart configuration information. For example, the presentation system may count the maximum value, the minimum value, the average value, etc. of some kind of data, and may also derive the behavior sequence of the user according to the time sequence. The content of the statistical analysis chart can include a chart title, a value range corresponding to the horizontal and vertical coordinates of the chart, a label corresponding to the horizontal and vertical coordinates of the chart, and the like. The patterns of the statistical analysis chart include a graph, a pie chart, a bar chart, and the like.
As shown in fig. 2, it shows a schematic diagram of a scenario architecture provided by the embodiment of the present invention. The scenario architecture comprises a target device 201, a storage server 202, a presentation system 203 and a scheduling system 204. The target device 201 sends the first dotting data, that is, all behavior data on the user target device, to the storage server 202, and the storage server 202 stores the received first dotting data and receives dotting configuration information sent by the display system 203. The scheduling system 204 extracts second dotting data from the first dotting data received by the storage server 202 according to the dotting configuration information received by the storage server 202, and sends the second dotting data to the presentation system 203 through the storage server 202. And finally, processing and displaying the data by a display system.
In the technical scheme provided by the embodiment of the invention, the storage server stores the behavior data of the user, and then the first dotting data is stored through the dotting configuration information, so that the effect that an advertiser can still comprehensively check the advertisement operation effect after updating the dotting configuration is realized; meanwhile, the display system can process and associate the data and display the chart, so that the whole process is flexible and controllable for the advertisement, and the diversified data statistical analysis requirements are fully met.
FIG. 3 is a flow chart illustrating a dotting event statistics method according to another exemplary embodiment. The method may comprise several steps S301 to S308 as follows.
In step S301, a dotting configuration page is displayed.
In the embodiment of the invention, the dotting configuration page is a visual interface for configuring dotting information. The advertiser may perform relevant configuration operations in the dotting configuration page, such as entering or selecting dotting information. The dotting configuration page may be generated by SuperSet or Grafana.
In step S302, new dotting configuration information is generated according to the new dotting configuration.
The advertiser configures the dotting configuration page, and the display system updates the dotting configuration information according to the new dotting configuration.
In step S303, the new dotting configuration information is sent to the storage server.
Optionally, the storage server checks whether the new dotting configuration information is the same as the original dotting configuration information, and if the check result is the same, the dotting configuration information in the storage server does not need to be updated; and if the verification results are different, updating dotting configuration information in the storage server.
The storage server updates and checks the dotting configuration information, so that the second dotting data extracted by the storage server can be ensured to meet the requirement of the latest dotting configuration information of an advertiser, the problem of data errors caused by the fact that the configuration information of the advertiser is asynchronous with the configuration information of the advertiser at the storage server due to network problems is solved, and meanwhile, the data extraction efficiency of the storage server can be improved.
Optionally, the server of the presentation system arrangement is connected to the storage server via IP.
The server and the storage server of the display system arrangement can be located in the same local area network or different local area networks.
Preferably, the server of the presentation system arrangement is located in the same local area network as the storage server.
In this embodiment, the storage server refers to a server having a storage function, and the storage server may also have a computing function, that is, the storage server may be any type of server.
In step S304, second dotting data returned by the storage server is received.
Optionally, after receiving the second dotting data returned by the storage server, the display system checks whether the second dotting data is consistent with the new dotting configuration information.
If the two are consistent, the next step is carried out; if not, discarding the second dotting data, and repeating the step S303 until the checking result is consistent.
In the embodiment of the invention, the received second dotting data is checked, so that the finally displayed data can be ensured to be the result expected by the advertiser.
In step S305, a chart configuration page is displayed.
In an embodiment of the present invention, the chart configuration page is a visualization interface for configuring chart configuration information. The advertiser may perform relevant configuration operations in the chart configuration page, such as entering or selecting chart configuration information. The chart configuration page may be generated by SuperSet or Grafana.
Optionally, the advertisement defaults to pop up the page of this step when the chart configuration is performed for the first time, and defaults not to pop up the page but to adopt the existing configuration in the later use of the system.
Alternatively, the advertiser may configure each chart separately.
Therefore, when the advertiser adds the dotting configuration information, the advertiser can only configure the newly added dotting configuration information without performing chart configuration on all dotting configurations.
In step S306, the chart arrangement information is updated according to the new chart arrangement result.
The presentation system receives new chart configuration results from advertisers and updates stored chart configuration information.
In step S307, operations such as arithmetic operation and correlation are performed on the second dotting data.
And the display system performs operations such as operation, association and the like according to the chart configuration and the second dotting data. The operation comprises the operations of solving the maximum value, the minimum value, the average value, the median, fitting the trend graph and the like. The association comprises a page relation and a jump relation formed according to the time sequence of the user behavior, and the flow direction proportion of a certain page and the proportion of a source page are counted.
In step S308, a chart is generated for the second dotting data according to the chart configuration information.
Step S308 is the same as or similar to step S103 in the embodiment of fig. 1, and the description of step S308 can refer to the embodiment of fig. 1, which is not repeated herein.
The following are embodiments of the apparatus of the present invention that may be used to perform embodiments of the method of the present invention. For details which are not disclosed in the embodiments of the apparatus of the present invention, reference is made to the embodiments of the method of the present invention.
As shown in fig. 4, a block diagram of a dotting event counting apparatus provided in an embodiment of the present invention is shown, and the apparatus has a function of implementing the above method example, where the function may be implemented by hardware, and may also be implemented by hardware executing corresponding software.
A data obtaining module 401 configured to obtain the first dot data and store the first dot data in the storage server; the first dot data is all behavior data of a user on the target device.
A data extraction module 402 configured to extract second dotting data from the first dotting data; and collecting the second dotting data according to dotting configuration information.
A presentation module 403, configured to generate a statistical analysis chart corresponding to the second dotting data according to the chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
In summary, in the technical solution provided by the embodiment of the present invention, by storing all the first dotting data, not only is the second dotting data conveniently extracted, but also a flexible and efficient data display function is provided for the advertiser, and the diversified display requirements of the advertiser and the deep analysis requirements of the historical data can be satisfied.
Optionally, the data obtaining module 401 is configured to obtain the data.
And receiving the first dot data sent by the target device, wherein the target device is used for collecting the first dot data.
And storing the first dot data in the storage server.
Optionally, the data extracting module 402 is configured to.
Updating the dotting configuration information; the dotting configuration information includes time range information, and the time range information may include a time before the configuration takes effect.
And sending the dotting configuration information to a storage server.
Reading the dotting configuration information by a scheduling system deployed in a storage server, and extracting corresponding second dotting data from the storage server; the second dotting data is data over a time range.
And sending the second dotting data to a display system, wherein the display system is used for processing data and visually displaying a plurality of data and the relevance thereof.
Optionally, the presentation module 403 is configured to.
And receiving the second dotting data.
The updated chart configuration information is checked.
And generating a statistical analysis chart corresponding to the second dotting data.
It should be noted that, when the apparatus provided in the foregoing embodiment implements the functions thereof, only the division of the above functional modules is illustrated, and in practical applications, the above functions may be distributed by different functional modules according to actual needs, that is, the content structure of the device is divided into different functional modules, so as to complete all or part of the functions described above.
With regard to the apparatus in the above-described embodiment, the specific manner in which each module performs the operation has been described in detail in the embodiment related to the method, and will not be elaborated here.
FIG. 5 is a block diagram illustrating a dotting event statistics apparatus according to another exemplary embodiment. For example, a dotting event counting apparatus 500 may be provided as a server. Referring to fig. 5, the apparatus 500 includes a processing component 501 that further includes one or more processors and memory resources, represented by memory 503, for storing instructions, such as applications, that are executable by the processing component 501. The application programs stored in memory 503 may include one or more modules that each correspond to a set of instructions. Further, the processing component 501 is configured to execute instructions to perform the above-described dotting event statistics method.
The apparatus 500 may also include a power component 502 configured to perform power management of the apparatus 500, a wired or wireless network interface 504 configured to connect the apparatus 500 to a network, and an input/output (I/O) interface 505. The apparatus 500 may operate based on an operating system stored in the memory 503, such as Windows Server, Mac OS XTM, UnixTM, LinuxTM, FreeBSDTM, or the like. The apparatus 500 is connected to the storage server 510 in an IP connection, and the aforementioned methods and functions are implemented by the cooperation of the two.
In an exemplary embodiment, a non-transitory computer readable storage medium is also provided, on which a computer program is stored, the computer program being executable by the processing component 501 of the apparatus 500 to perform the above-described data statistical analysis method.
For example, the non-transitory computer readable storage medium may be a ROM, a Random Access Memory (RAM), a CD-ROM, a magnetic tape, a floppy disk, a usb disk, an optical data storage device, and the like.
It should be understood that reference to "a plurality" herein means two or more. "and/or" describes the association relationship of the associated objects, meaning that there may be three relationships, e.g., a and/or B, which may mean: a exists alone, A and B exist simultaneously, and B exists alone. The "user" refers to an object to be displayed on a target device with content such as an advertisement, and the "advertiser" is a client who promotes the content through the system and is also an owner of the content displayed on the target device. The identification of "advertiser" is used as the identification, and not only the promotion content is the client who advertises, but also all clients who use the system are understood.
Other embodiments of the invention will be apparent to those skilled in the art from consideration of the specification and practice of the invention disclosed herein. This application is intended to cover any variations, uses, or adaptations of the invention following, in general, the principles of the invention and including such departures from the present disclosure as come within known or customary practice within the art to which the invention pertains. It is intended that the specification and examples be considered as exemplary only, with a true scope and spirit of the invention being indicated by the following claims.
It will be understood that the invention is not limited to the precise arrangements described above and shown in the drawings and that various modifications and changes may be made without departing from the scope thereof. The scope of the invention is limited only by the appended claims.

Claims (10)

1. A statistical method for dotting events, the method comprising:
acquiring first dot data and storing the first dot data in a storage server; the first point-to-data is all behavior data of a user on target equipment;
extracting second dotting data from the first dotting data; the second dotting data are collected according to dotting configuration information;
generating a statistical analysis chart corresponding to the second dotting data according to the chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
2. The method of claim 1, wherein the obtaining and storing the first dot data in the storage server comprises:
receiving the first dot data sent by the target equipment; wherein the target device is configured to collect the first dot data;
and storing the first dot data in the storage server.
3. The method of claim 1, wherein said extracting said second dotting data from said first dotting data comprises:
updating the dotting configuration information; the dotting configuration information includes time range information, and the time range information may include time before the configuration takes effect;
sending the dotting configuration information to a storage server;
reading the dotting configuration information by a scheduling system deployed in a storage server, and extracting corresponding second dotting data from the storage server; the second dotting data is data within a time range;
and sending the second dotting data to a display system, wherein the display system is used for processing data and visually displaying a plurality of data and the relevance thereof.
4. The method of claim 1, wherein generating the statistical analysis chart corresponding to the second dotting data according to the chart configuration information comprises:
receiving the second dotting data;
checking the updated chart configuration information;
and generating a statistical analysis chart corresponding to the second dotting data.
5. A dotting event statistics apparatus, characterized in that the apparatus comprises:
the data acquisition module is configured to acquire first dot data and store the first dot data in the storage server; the first point-to-data is all behavior data of a user on target equipment;
the data extraction module is configured to extract second dotting data from the first dotting data; the second dotting data are collected according to dotting configuration information;
the display module is configured to generate a statistical analysis chart corresponding to the second dotting data according to chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
6. The apparatus of claim 5, wherein the data acquisition module is configured to:
receiving the first dot data sent by the target device, wherein the target device is used for collecting the first dot data;
and storing the first dot data in the storage server.
7. The apparatus of claim 5, wherein the data extraction module is configured to:
updating the dotting configuration information; the dotting configuration information includes time range information, and the time range information may include time before the configuration takes effect;
sending the dotting configuration information to a storage server;
reading the dotting configuration information by a scheduling system deployed in a storage server, and extracting corresponding second dotting data from the storage server; the second dotting data is data within a time range;
and sending the second dotting data to a display system, wherein the display system is used for processing data and visually displaying a plurality of data and the relevance thereof.
8. The apparatus of claim 5, wherein the presentation module is configured to:
receiving the second dotting data;
checking the updated chart configuration information;
and generating a statistical analysis chart corresponding to the second dotting data.
9. A dotting event statistics apparatus, characterized in that the apparatus comprises:
a processor;
a memory for storing executable instructions of the processor;
wherein the processor is configured to:
acquiring first dot data and storing the first dot data in a storage server; the first point-to-data is all behavior data of a user on target equipment;
extracting second dotting data from the first dotting data; the second dotting data are collected according to dotting configuration information;
generating a statistical analysis chart corresponding to the second dotting data according to the chart configuration information; wherein the chart configuration information is used for indicating the content and the style of the statistical analysis chart.
10. A non-transitory computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the steps of the method according to any one of claims 1 to 4.
CN202011082981.0A 2020-10-12 2020-10-12 Dotting event statistical method, device and storage medium Pending CN112214504A (en)

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Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109656979A (en) * 2018-12-24 2019-04-19 北京小米移动软件有限公司 Data statistical analysis method, device and storage medium
CN110717130A (en) * 2018-06-27 2020-01-21 武汉斗鱼网络科技有限公司 Dotting method, dotting device, dotting terminal and storage medium

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110717130A (en) * 2018-06-27 2020-01-21 武汉斗鱼网络科技有限公司 Dotting method, dotting device, dotting terminal and storage medium
CN109656979A (en) * 2018-12-24 2019-04-19 北京小米移动软件有限公司 Data statistical analysis method, device and storage medium

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