CN109302297B - Method and device for processing network access record and computer readable storage medium - Google Patents
Method and device for processing network access record and computer readable storage medium Download PDFInfo
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- CN109302297B CN109302297B CN201710608700.2A CN201710608700A CN109302297B CN 109302297 B CN109302297 B CN 109302297B CN 201710608700 A CN201710608700 A CN 201710608700A CN 109302297 B CN109302297 B CN 109302297B
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/02—Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/06—Management of faults, events, alarms or notifications
- H04L41/0604—Management of faults, events, alarms or notifications using filtering, e.g. reduction of information by using priority, element types, position or time
- H04L41/0622—Management of faults, events, alarms or notifications using filtering, e.g. reduction of information by using priority, element types, position or time based on time
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/06—Management of faults, events, alarms or notifications
- H04L41/069—Management of faults, events, alarms or notifications using logs of notifications; Post-processing of notifications
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/16—Threshold monitoring
Abstract
The invention discloses a method and a device for processing a network access record, and relates to the technical field of big data processing. The method comprises the following steps: selecting a network access record as a target record, and determining a comparison record according to a source page field of the target record and destination URL fields of other network access records; and in the case that the processing time difference between the target record and the comparison record is smaller than a first threshold value, cleaning the target record. The method and the device can realize the automatic recording and cleaning function with universal applicability.
Description
Technical Field
The present invention relates to the field of big data processing technologies, and in particular, to a method and an apparatus for processing a network access record, and a computer-readable storage medium.
Background
With the rapid development and the widespread application of the big data processing technology, an operator can collect network access records of a user by using technical means such as Deep Packet Inspection (DPI) and the like, and perform big data analysis based on the network access records, so that the user needs can be better understood, and corresponding services can be developed.
However, due to the demand for internet advertising And the widespread use of AJAX (Asynchronous Javascript And XML), CSS (Cascading Style Sheets), etc., a single page access action of a user may trigger multiple http (hypertext Transfer Protocol) requests from the background of the browser. Therefore, the data size of the network access record is huge, and a large amount of resources are consumed for storage and processing, so that the network access record needs to be cleaned.
In order to solve the above technical problems, a cleaning technique based on suffix of a resource file and a cleaning technique based on rule filtering are mainly adopted at present.
Disclosure of Invention
The inventors of the present invention have found that the following problems exist in the above prior art: not all network access records have suffixes, so that the suffixes as the basis for cleaning do not have general applicability; based on rule filtering, manual arrangement is needed and the filtering rules are updated regularly, so that automatic cleaning of records cannot be realized. The present inventors have devised a solution to at least one of the above-mentioned problems.
The invention aims to provide a technical scheme for network access records, which can realize automatic cleaning of the records.
According to an embodiment of the present invention, there is provided a method for processing a network access record, including:
selecting a network access record as a target record, and determining a comparison record according to a source page field of the target record and a target Uniform Resource Locator (URL) field of other network access records; and cleaning the target record under the condition that the processing time difference between the target record and the comparison record is smaller than a first threshold value.
Optionally, in response to the destination URL field of the other network access record and the source page field of the target record pointing to the same page, the other network access record is determined as the comparison record.
Optionally, the network access record is divided into a plurality of record sets according to the source IP and the User Agent, and one network access record is selected from the record sets as the target record of the record sets.
Optionally, the comparison record is determined in the record set where the target record is located, and the processing time of the comparison record is earlier than that of the target record.
Optionally, if there are a plurality of network access records satisfying the above condition, the network access record with the processing time closest to the target record processing time is selected as the comparison record.
Optionally, in response to the target record not having the source page field, determining a network access record having the same domain name as the target record as a comparison record.
Optionally, the network access record with the time difference between the processing time and the current time greater than the second threshold is deleted.
According to another embodiment of the present invention, there is provided a network access record processing apparatus including: the comparison record determining module is used for selecting one network access record as a target record and determining the comparison record according to the source page field of the target record and the URL field of the target uniform resource locator of other network access records; and the record cleaning module is used for cleaning the target record under the condition that the processing time difference between the target record and the comparison record is smaller than a first threshold value.
Optionally, the comparison record determining module determines the other network access record as the comparison record in response to the destination URL field of the other network access record and the source page field of the target record pointing to the same page.
Optionally, the comparison record determining module divides the network access record into a plurality of record sets according to the source IP and the User Agent, and selects one network access record from the record sets as the target record of the record sets.
Optionally, the comparison record determining module determines the comparison record in the record set where the target record is located, and the processing time of the comparison record is earlier than that of the target record.
Optionally, the comparison record determining module determines a network access record having the same domain name as the target record as a comparison record in response to the target record not having the source page field.
Optionally, the record cleaning module is further configured to delete the network access record of which the time difference between the processing time and the current time is greater than a second threshold.
According to another embodiment of the present invention, there is provided a network access record processing apparatus including: a memory, and a processor coupled to the memory, the processor configured to execute the method for processing a network access record in any of the above embodiments based on instructions stored in the memory device.
According to still another embodiment of the present invention, there is provided a computer-readable storage medium having stored thereon a computer program which, when executed by a processor, implements a method of processing a network access record in any of the above embodiments.
One advantage of the present invention is that non-clicked records can be identified among a large number of network access records based on the source page field, URL field, domain name and processing time interval as multiple criteria, thereby implementing an automatic record cleaning function with universal applicability.
Drawings
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments of the invention and together with the description, serve to explain the principles of the invention.
The invention will be more clearly understood from the following detailed description, taken with reference to the accompanying drawings, in which:
fig. 1 shows a flow chart of an embodiment of a method for processing a network access record of the present invention.
Fig. 2 shows a flow chart of another embodiment of the method for processing a network access record of the present invention.
Fig. 3 is a schematic diagram illustrating another embodiment of the method for processing a network access record according to the present invention.
Fig. 4 is a block diagram showing an embodiment of a network access record processing apparatus of the present invention.
Fig. 5 is a block diagram showing another embodiment of the network access record processing apparatus of the present invention.
Detailed Description
Various exemplary embodiments of the present invention will now be described in detail with reference to the accompanying drawings. It should be noted that: the relative arrangement of the components and steps, the numerical expressions and numerical values set forth in these embodiments do not limit the scope of the present invention unless specifically stated otherwise.
Meanwhile, it should be understood that the sizes of the respective portions shown in the drawings are not drawn in an actual proportional relationship for the convenience of description.
The following description of at least one exemplary embodiment is merely illustrative in nature and is in no way intended to limit the invention, its application, or uses.
Techniques, methods, and apparatus known to those of ordinary skill in the relevant art may not be discussed in detail but are intended to be part of the specification where appropriate.
In all examples shown and discussed herein, any particular value should be construed as merely illustrative, and not limiting. Thus, other examples of the exemplary embodiments may have different values.
It should be noted that: like reference numbers and letters refer to like items in the following figures, and thus, once an item is defined in one figure, further discussion thereof is not required in subsequent figures.
Fig. 1 shows a flow chart of an embodiment of a method for processing a network access record of the present invention.
As shown in FIG. 1, in step 120, a network access record is selected as a target record, and a comparison record is determined according to a source page field of the target record and a destination URL field of other network access records
In one embodiment, the user uplink http split-beam data can be received in real time, the protocol unpacking is performed to form a network access record, and an identification bit is set for the network access record to indicate the processing time of the network access record.
In another embodiment, if there is a network access record whose destination URL field and source page field of the target record point to the same page, the network access record is determined to be a comparison record. For example, the refer field in the http protocol header marks the source page link of the current page, so the source page of the target record can be obtained by using the refer field.
In yet another embodiment, the web site may contain query strings, usernames, and other privacy-related data, so some security policies may prohibit the browser from carrying a refer field in the request header, or simply provide the top-level address of the web site. In this case, the comparison record cannot be determined by judging the source page. A network access record having the same domain name as the target record may be determined as the comparison record.
In step 140, it is determined whether the difference in processing time between the target record and the comparison record is less than a first threshold.
In one embodiment, where the comparison record is determined from the source page and the URL, the first threshold may be a maximum page load time, such as 30 seconds.
In another embodiment, the access requests automatically issued by the web page are characterized by continuity in time (i.e., the request interval is extremely short), while the access requests manually clicked by the user are characterized by discreteness in time (i.e., the request interval is long). Thus, where the comparison record is determined from the domain name, the first threshold may be a continuous request interval threshold, for example 500 milliseconds.
If the processing time difference is smaller than a first threshold value, judging the target record as a non-click record and cleaning (step 160); if the processing time difference is greater than or equal to the first threshold, the target is judged to be a click record (step 180).
In the above embodiment, the comparison record is determined by comparing the URL of the network access record with the source page of the target record, or comparing the two domain names; and identifying the non-click record according to the characteristic that the non-click record has continuity in processing time. Therefore, the network access record automatic cleaning function with universal applicability is realized.
Fig. 2 shows a flow chart of another embodiment of the method for processing a network access record of the present invention.
As shown in fig. 2, in step 1201, a network access record is divided into a plurality of record sets according to a source IP and a User Agent. For example, in a scene of surfing the internet by using a wireless access point, source IPs in network access requests sent by a plurality of internet surfing terminals are the same, but User agents are different, so that access records are divided according to the source IPs which are the same and the User agents, the access records of different users can be more accurately distinguished, and therefore the accuracy and matching efficiency of record cleaning are improved.
In one embodiment, the network access records in each set are stored in a plurality of queues (e.g., first-in first-out queues) in order of processing time. Fig. 3 shows one of the network access record queues 31, which contains 5 network access records, and the processing time is t1-t5, and the processing time sequence from front to back is 1-5.
In step 1202, a network access record is selected from a record set as a target record of the record set.
In step 1203, a comparison record is determined in the record set where the target record is located, and the processing time of the comparison record is earlier than that of the target record.
In one embodiment, for example, network access record 2 is chosen as the target record. After searching the network access record queue 31, it is found that the record whose processing time is earlier than that of the network access record 2 and whose URL field is the same as the Referer field of the network access record 2 is the network access record 1. Then network access record 1 is determined to be a comparison record. After calculation, if the time difference between the record processing time t2 and t1 is smaller than the maximum page loading time, the network access record 2 is determined to be a non-click record, and cleaning is performed.
After processing the net access record 2, the net access record 3 can be selected as a new target record. After searching the network access record queue 31, it is found that the processing time is closest to the network access record 3, the processing time is earlier than the network access record 3, and a record having the same URL field as the Referer field of the network access record 3 is the network access record 1. Then network access record 1 is determined to be a comparison record. After calculation, if the time difference between the record processing time t3 and t1 is greater than the maximum page loading time, the network access record 3 is determined to be a click record.
In another embodiment, the network access record 4 does not have a refer field, and it needs to determine whether it is a click record through the domain name. When searching the queue 31, it is found that the network access records 1 and 3 are recorded with the processing time earlier than the network access record 4 and the domain name the same as the processing time (both of which are a.com), the network access record 3 with the processing time closest to the processing time is used as the comparison record. And if the time interval between t4 and t3 is smaller than the threshold value of the continuous request interval, judging that the network access record 4 is a non-click record, and cleaning.
After processing the net access record 4, the net access record 5 can be selected as a new target record. Com, which is the same domain name as the network access record 5, does not exist in the queue 31 after searching the queue 31, so that the network access record 5 can be judged as a click record.
After the above-mentioned record cleaning, the queue 31 becomes a queue 31', that is, only the network access records 1, 3, and 5 determined as the click record remain. After the records in queue 31 have been flushed, processing of the records in the other queues may continue.
In yet another embodiment, network access records having a processing time that differs from the current time by more than a second threshold may be deleted. For example, records in the queue having a processing time 300 seconds before the current time may be output to the file and removed from the queue. Therefore, the processing result can be output periodically, and the queue is cleaned to avoid overlong, so that the record cleaning efficiency is improved.
In the above embodiment, the comparison records are determined according to the source page and the URL or the domain name according to the sequence of the processing time, and the non-click record is identified by determining the processing time interval. Automatic cleaning of the network access records is realized.
Fig. 4 is a block diagram showing an embodiment of a network access record processing apparatus of the present invention.
The device includes: a comparison record determination module 41 and a record purge module 42.
The comparison record determining module 41 selects a network access record as a target record, and determines the comparison record according to the source page field of the target record and the destination URL field of other network access records.
The record purge module 42 purges the target record if the difference in processing time between the target record and the comparison record is less than a first threshold.
In an embodiment, the comparison record determining module 41 may perform unpacking processing on the received http split data, analyze various attributes of the http header and the body part, such as a refer field, a URL field, a domain name, and the like, and determine the processing time of the record.
In another embodiment, the target record does not have a source page field, and the comparison record determination module 41 determines a net access record having the same domain name as the target record as the comparison record.
In another embodiment, the comparison record determining module 41 divides the network access record into a plurality of record sets according to the source IP and the User Agent, and selects one network access record from the record sets as a target record of the record set. And determining a comparison record in the record set where the target record is located, wherein the processing time of the comparison record is earlier than that of the target record.
The record purge module 42 purges the target record if the difference in processing time between the target record and the comparison record is less than a first threshold. And deleting the network access record of which the time difference between the processing time and the current time is greater than a second threshold value.
In the above embodiment, the apparatus of the present invention determines the comparison record by comparing the URL of the network access record with the source page of the target record, or comparing the two domain names; and identifying the non-click record according to the characteristic that the non-click record has continuity in processing time. Therefore, the network access record automatic cleaning function with universal applicability is realized.
Fig. 5 is a block diagram showing another embodiment of the network access record processing apparatus of the present invention.
As shown in fig. 5, the apparatus 50 of this embodiment includes: a memory 51 and a processor 52 coupled to the memory 51, wherein the processor 52 is configured to execute a method for processing a network access record according to any embodiment of the present invention based on instructions stored in the memory 51.
The memory 51 may include, for example, a system memory, a fixed nonvolatile storage medium, and the like. The system memory stores, for example, an operating system, an application program, a Boot Loader (Boot Loader), a database, and other programs.
As will be appreciated by one skilled in the art, embodiments of the present invention may be provided as a method, system, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable non-transitory storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
So far, a method, an apparatus and a computer-readable storage medium for processing a network access record according to the present invention have been described in detail. Some details well known in the art have not been described in order to avoid obscuring the concepts of the present invention. It will be fully apparent to those skilled in the art from the foregoing description how to practice the presently disclosed embodiments.
The method and system of the present invention may be implemented in a number of ways. For example, the methods and systems of the present invention may be implemented in software, hardware, firmware, or any combination of software, hardware, and firmware. The above-described order for the steps of the method is for illustrative purposes only, and the steps of the method of the present invention are not limited to the order specifically described above unless specifically indicated otherwise. Furthermore, in some embodiments, the present invention may also be embodied as a program recorded in a recording medium, the program including machine-readable instructions for implementing a method according to the present invention. Thus, the present invention also covers a recording medium storing a program for executing the method according to the present invention.
Although some specific embodiments of the present invention have been described in detail by way of illustration, it should be understood by those skilled in the art that the above illustration is only for the purpose of illustration and is not intended to limit the scope of the invention. It will be appreciated by those skilled in the art that modifications may be made to the above embodiments without departing from the scope and spirit of the invention. The scope of the invention is defined by the appended claims.
Claims (10)
1. A method for processing a network access record comprises the following steps:
selecting a network access record as a target record, and determining a comparison record according to a source page field of the target record and a target Uniform Resource Locator (URL) field of other network access records;
under the condition that the processing time difference between the target record and the comparison record is smaller than a first threshold value, judging the target record as a non-artificial click record, and cleaning the target record;
the selecting a network access record as a target record comprises:
dividing network access records into a plurality of record sets according to a source IP and a User Agent, and selecting one network access record from the record sets as the target record of the record sets;
the determining a comparison record comprises:
and determining the comparison record in the record set where the target record is located, and determining the other network access records as the comparison record in response to that the destination URL field of the other network access records and the source page field of the target record point to the same page.
2. The processing method of claim 1, wherein the processing time of the comparison record is earlier than the processing time of the target record.
3. The processing method of claim 1 or 2, the determining a comparison record comprising:
in response to the target record not having the source page field, determining a network access record having the same domain name as the target record as a comparison record.
4. The processing method according to claim 1 or 2, further comprising:
and deleting the network access record of which the time difference between the processing time and the current time is greater than a second threshold value.
5. A device for processing a network access record, comprising:
the comparison record determining module is used for selecting one network access record as a target record and determining the comparison record according to the source page field of the target record and the URL field of the target uniform resource locator of other network access records;
the record cleaning module is used for judging the target record as a non-artificial click record and cleaning the target record under the condition that the processing time difference between the target record and the comparison record is smaller than a first threshold value;
the comparison record determining module determines the other network access records as the comparison records in response to the destination URL field of the other network access records and the source page field of the target record pointing to the same page;
the comparison record determining module determines the comparison record in the record set where the target record is located;
and the comparison record determining module divides the network access record into a plurality of record sets according to the source IP and the User Agent, and selects one network access record from the record sets as the target record of the record sets.
6. The processing apparatus according to claim 5, wherein the processing time of the comparison record is earlier than the processing time of the target record.
7. The processing device according to claim 5 or 6, wherein the comparison record determination module determines a network access record having the same domain name as the target record as a comparison record in response to the target record not having the source page field.
8. The processing apparatus according to claim 5 or 6, wherein the record cleansing module is further configured to delete the network access record whose processing time differs from the current time by more than a second threshold.
9. A device for processing a network access record, comprising:
a memory; and
a processor coupled to the memory, the processor configured to perform the method of processing a network access record of any of claims 1-4 based on instructions stored in the memory device.
10. A computer-readable storage medium, on which a computer program is stored which, when being executed by a processor, carries out the method of processing a network access record according to any one of claims 1 to 4.
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