CN105872731A - Data processing method and device - Google Patents

Data processing method and device Download PDF

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Publication number
CN105872731A
CN105872731A CN201510845407.9A CN201510845407A CN105872731A CN 105872731 A CN105872731 A CN 105872731A CN 201510845407 A CN201510845407 A CN 201510845407A CN 105872731 A CN105872731 A CN 105872731A
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CN
China
Prior art keywords
information labels
target data
daily record
video playback
label
Prior art date
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CN201510845407.9A
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Chinese (zh)
Inventor
杜炤
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LeTV Cloud Computing Co Ltd
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LeTV Cloud Computing Co Ltd
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Priority to CN201510845407.9A priority Critical patent/CN105872731A/en
Publication of CN105872731A publication Critical patent/CN105872731A/en
Pending legal-status Critical Current

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/435Processing of additional data, e.g. decrypting of additional data, reconstructing software from modules extracted from the transport stream
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/442Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk

Abstract

The embodiment of the invention provides a data processing method and device, and relates to the technical field of communication. The method provided by the invention mainly comprises following steps of obtaining video playing logs, wherein the video playing logs are the logs generated in the process of playing a video sent by a terminal; extracting target data matching with preset attributes from the video playing logs; and adding information labels to the target data according to the preset attributes, thus being convenient for analyzing the video playing logs subsequently according to the information labels, wherein the information labels are used for describing the basic features of the target data. Compared with the mode of analyzing user behavior information and terminal conditions directly by program source code in the logs in the prior art, the method and the device have the advantages that the information labels for describing the basic features are added to the data of various attributes in the logs, the logs are analyzed directly by the information labels subsequently when the logs are analyzed, and the log analyzing efficiency is improved.

Description

The method and apparatus that data process
Technical field
The present embodiments relate to communication technical field, particularly relate to the method and apparatus that a kind of data process.
Background technology
In actual applications, substantial amounts of daily record can be produced during video player plays video, For recording the operation behavior of user, network condition, the version of video player, the class of terminal system The information such as type.When user can be realized checking the reason of mistake generation by daily record, be found under attack The vestiges that assailant stays etc. operate;If the daily record of generation is reported log server by terminal, management Member can also be by log server to the access behavioural information of each terminal use and terminal situation It is analyzed.
Content in the daily record generated during playing video due to video player is program source generation Code, during so manager analyzes each user behavior information or terminal situation, needs from log services Device side obtains the daily record that each terminal sends, and is then analyzed the program source code in daily record, After could obtain need information.But, the programming personnel of program source code only specialty could completely Understanding, non-programmed personnel can not understand completely, and the information expressed by program source code is also Directly perceived, even so programming personnel, it is also desirable to carry out labor, could obtain the letter of needs Breath.It follows that existing directly by the program source code in daily record analyze user behavior information with And terminal situation is inefficient.
Summary of the invention
The embodiment of the present invention provides the method and apparatus that a kind of data process, direct in order to solve prior art User behavior information and inefficient the asking of terminal situation is analyzed by the program source code in daily record Topic.
On the one hand, the embodiment of the present invention provides a kind of method that data process, and described method includes:
Obtaining video playback daily record, described video playback daily record is raw in the video display process that terminal sends The daily record become;
The target data mated with preset attribute is extracted from described video playback daily record;
According to described preset attribute, add information labels for described target data, in order to described in follow-up basis Information labels analyzes described video playback daily record, and wherein, described information labels is used for describing described number of targets According to basic feature.
On the other hand, the embodiment of the present invention provides the device that a kind of data process, and described device includes:
Acquiring unit, is used for obtaining video playback daily record, and described video playback daily record is regarding of terminal transmission Frequently the daily record generated in playing process;
Extraction unit, for extracting and presetting from the described video playback daily record that described acquiring unit obtains The target data of attributes match;
Adding device, for according to described preset attribute, the described number of targets extracted for described extraction unit According to adding information labels, in order to follow-up according to the described video playback daily record of analysis of described information labels, wherein, Described information labels is for describing the basic feature of described target data.
The method and apparatus that the data that the embodiment of the present invention provides process, it is possible to obtaining video playback daily record After, from this video playback daily record, extract the target data mated with preset attribute, and add for target data Add the information labels for describing target data basic feature, record in subsequent analysis video playback daily record User behavior information and during terminal situation, can directly information labels be analyzed, and without analyzing Program source code in daily record, thus improve by video playback log analysis user behavior information and The efficiency of terminal situation.
Accompanying drawing explanation
In order to be illustrated more clearly that the embodiment of the present invention or technical scheme of the prior art, below will be to reality Execute the required accompanying drawing used in example or description of the prior art to be briefly described, it should be apparent that under, Accompanying drawing during face describes is some embodiments of the present invention, for those of ordinary skill in the art, On the premise of not paying creative work, it is also possible to obtain other accompanying drawing according to these accompanying drawings.
The flow chart of the method that a kind of data that Fig. 1 provides for the embodiment of the present invention process;
The composition frame chart of the device that a kind of data that Fig. 2 provides for the embodiment of the present invention process;
The composition frame chart of the device that the another kind of data that Fig. 3 provides for the embodiment of the present invention process.
Detailed description of the invention
For making the purpose of the embodiment of the present invention, technical scheme and advantage clearer, below in conjunction with this Accompanying drawing in bright embodiment, is clearly and completely described the technical scheme in the embodiment of the present invention, Obviously, described embodiment is a part of embodiment of the present invention rather than whole embodiments.Based on Embodiment in the present invention, those of ordinary skill in the art are obtained under not making creative work premise The every other embodiment obtained, broadly falls into the scope of protection of the invention.
Embodiments provide a kind of method that data process, as it is shown in figure 1, the method includes:
101, video playback daily record is obtained.
Wherein, the daily record generated during video playback daily record is the video display process that terminal sends.Work as terminal After generating video playback daily record, the video playback daily record of generation can be reported server, in order to analyst User behavior is believed by the video playback daily record that (programming personnel or non-programmed personnel) send according to each terminal Breath and terminal situation are analyzed.In actual applications, video playback daily record is broadly divided into two classes: dynamic Make daily record and heart beating daily record.Wherein, action log includes the data message relevant to specific action, example As, time-out, fast forward and reverse etc.;Heart beating daily record includes what the meeting relevant with video playback persistently changed Data message, such as, the EMS memory occupation amount of terminal and video download etc. in video display process.
It should be noted that server is when obtaining video playback daily record, can obtain in real time and to receive Up-to-date video playback daily record, and this up-to-date video playback daily record is carried out described in step 102-103 Operation;The video playback daily record received in can also obtaining predetermined period, and to regarding in during this period of time Frequency is play daily record and is carried out the operation described in step 102-103;Can also regard according to Preset Time Rule Frequency plays daily record, and the video playback daily record to obtaining carries out the operation described in step 102-103.
102, from video playback daily record, extract the target data mated with preset attribute.
Wherein, in video playback daily record, record has various attribute information, and such as, temporal information, equipment are believed Breath and the network information etc..In actual applications, facility information includes static attribute information and the equipment of equipment Dynamic attribute information.Wherein, the static attribute information of equipment includes: equipment brand, unit type, The built-in memory capacity of device memory capacity, equipment, device external extension storage capacity, device operating system, Equipment CPU (Central Processing Unit, central processing unit) model, equipment cpu frequency, set Standby CPU core number and device screen resolution;The dynamic attribute information of equipment includes: equipment free memory is big Little, equipment CPU usage, equipment dump energy, device screen brightness and device voice volume.Additionally, net Network information includes network type, IP (Internet Protocol, IP(Internet Protocol)) address and geographical position.
After server obtains video playback daily record, can be by the data in video playback daily record respectively with default Each attribute mate, therefrom obtain with the successful data of each attributes match as target data, And target data is carried out the operation of follow-up interpolation information labels.
103, according to preset attribute, information labels is added for target data, in order to follow-up according to information labels Analysis video plays daily record.
Wherein, information labels is for describing the basic feature of target data.
If preset attribute is the time, then from video playback daily record after extraction time, this time can be added For describing the information labels of its basic feature, such as, working time label (include working time section and Non-working time section), natural period label (including the morning, noon, afternoon and night), natural season Feast-brand mark label (including spring, summer, autumn, winter), label festivals or holidays (such as vacation on New Year's Day, vacation on National Day Deng) and bandwidth feature label (including bandwidth busy and bandwidth idle) etc..
If preset attribute is equipment, then after extracting about the data of equipment from video playback daily record, can be right These data add the information labels for describing its basic feature, and such as, device type label is (such as TV, mobile phone etc.), device operating system type label (such as Fructus Mali pumilae system, Android system or micro- Floppy disk system), device operating system release label (i.e. the version number of operating system), device memory capacity The storage of label (including ultra-high capacity, high power capacity, intermediate size and four grades of low capacity), equipment is held Amount label (including ultra-high capacity, high power capacity, intermediate size and four grades of low capacity), device screen In resolution tag (including mobile compatible, very fast, smooth, high definition and super clear five grades), equipment Deposit occupancy label (including the highest, high, medium and low and ultralow five grades), equipment CPU takies Rate label (including the highest, high, medium and low and ultralow five grades), equipment dump energy label (bag Include the highest, high, medium and low and ultralow five grades), device screen brightness label (include the highest, High, medium and low and ultralow five grades) and device voice volume label (include the highest, high, medium and low and Ultralow five grades) etc..
If preset attribute is network, then after extracting about the data of network from video playback daily record, can be right These data add the information labels for describing its basic feature, and such as, network type label (includes Cable network, WiFi (Wireless-Fidelity, Wireless Fidelity), 4G, 3G and 2G), country mark Sign (such as China), provinces and cities' label (such as Hebei province), city label (such as Shijiazhuang City) and Operator's label (such as China Mobile) etc..
After the data that server is each attribute have added the information labels of correspondence, can be automatically saved these Information labels, in order to later programmed personnel or non-programmed personnel all can be by checking that information labels analysis is used Family behavioural information or the SOT state of termination.
It should be noted that the form of expression of information labels can be natural language, can also be other languages Speech, in this no limit.
The method that the data that the embodiment of the present invention provides process, it is possible to after obtaining video playback daily record, from This video playback daily record is extracted the target data mated with preset attribute, and is used for for target data interpolation The information labels of target data basic feature is described, the user of record in subsequent analysis video playback daily record When behavioural information and terminal situation, can directly information labels be analyzed, and without analyzing in daily record Program source code, thus improve by video playback log analysis user behavior information and terminal shape The efficiency of condition.
Further, play the efficiency of daily record to improve analysis video further, can be for number of targets After adding information labels, preserve, according to preset format, the information labels that target data is corresponding, so that Must be when there is bulk information label, the relation between each information labels becomes apparent from.
It is introduced as a example by following two preserving type below:
Mode one: information labels corresponding for target data is imported in the form of specific format, and preserve Form.
After information labels is imported in form and preserves form, when video playback daily record is carried out by needs During analysis, analyst can directly obtain this form, and is analyzed the information labels in form, therefrom The information such as user behavior information or terminal situation of acquisition.
Exemplary, table 1 is the form of specific format in mode one, and from the third line, every a line is corresponding Article one, daily record, including the information labels of each attribute information of this daily record, analyst is by checking Information labels can intuitively know terminal situation and user behavior information, and (such as user watched in which time Video), thus improve analysis video and play the efficiency of daily record.
Table 1
Mode two: according to default label order, the information corresponding to the target data in video playback daily record Label is ranked up;Will sequence after information labels constitute many dimension labels vector, and preserve many dimension labels to Amount.
Concrete, when information labels is with the form storage of many dimension labels vector, the vector of dimension label more than A corresponding video playback daily record, analyst can be by checking each element (one in many dimension labels vector Individual element is an information labels), it is achieved the analysis to video playback daily record.
In actual applications, many dimension labels vector the form of expression can be " ((working time label, Natural period label, natural season label, festivals or holidays label, bandwidth feature label), (device type Label, device operating system type label, device operating system release label, device memory capacity label, Device storage capacity label, device screen resolution tag, device memory occupancy label, equipment CPU Occupancy label, equipment dump energy label, device screen brightness label, device voice volume label), (net Network type label, country's label, provinces and cities' label, city label, operator's label)) ", it is also possible to For " (working time label, natural period label, natural season label, festivals or holidays label, bandwidth is special Levy label, device type label, device operating system type label, device operating system release label, Device memory capacity label, device storage capacity label, device screen resolution tag, device memory accounts for Use rate label, equipment CPU usage label, equipment dump energy label, device screen brightness label, Device voice volume label, network type label, country's label, provinces and cities' label, city label, run trade mark Sign) ", in this no limit.
Further, according to preset attribute, the specific implementation adding information labels for target data can Think: obtain the label condition that preset attribute is corresponding;If target data is with certain label condition, the match is successful, Then add, for target data, the information labels that the label condition that the match is successful is corresponding.
Concrete, each attribute at least one information labels corresponding, each information labels comprises at least one Label condition, if target data is mated with certain the label condition in certain information labels, then server can be for being somebody's turn to do The information labels that the target data interpolation label condition that the match is successful is corresponding.
It is exemplary, it is known that preset attribute is the time, when information labels corresponding to time attribute includes work Between label, natural period label, natural season label, label festivals or holidays and bandwidth feature label.Below It is introduced as a example by working time label: the label condition in working time label includes " if meeting work Make the 8:00-19:00 during day, then for working time section " and " if meet between date 8: Time beyond 00-19:00, then be non-working time section ".If target data be " 2015-11-10, 10:36:23 ", then target data is mated with the two label condition respectively, matching result is target Data are working time sections, then add, for this target data, the working time segment mark that content is working time section Sign.
Further, mention in the above-described embodiments, when obtaining video playback daily record, can obtain in real time Take the up-to-date video playback daily record received, and to each attribute in this up-to-date video playback daily record Data add information labels;The video playback daily record received in predetermined period can also be obtained, and right In these video playback daily records, the data of each attribute add information labels respectively.
It should be noted that by real time to each attribute in the up-to-date video playback daily record received Data add information labels, it is possible to analyst need analysis video play in daily record user behavior information with And during terminal situation, can the information mark of any video playback daily record before quick obtaining current time Sign, and without waiting for the interpolation of information labels, thus improve analysis efficiency.
Further, in order to save the memory space of server side, improve resource utilization, can be at clothes Business device is, after target data adds information labels, video playback daily record to be deleted.It is to say, obtaining After obtaining information labels, the program source code in video playback day can be deleted.
Further, according to said method embodiment, an alternative embodiment of the invention additionally provides one The device that data process, this device is applied in server, as in figure 2 it is shown, this device includes: obtain Unit 21, extraction unit 22 and adding device 23.Wherein,
Acquiring unit 21, is used for obtaining video playback daily record, and video playback daily record is the video that terminal sends The daily record generated in playing process;
After terminal generates video playback daily record, the video playback daily record of generation can be reported server, So that the video playback daily record that analyst sends according to each terminal is to user behavior information and terminal situation It is analyzed.In actual applications, video playback daily record is broadly divided into two classes: action log and heart beating day Will.Wherein, action log includes the data message relevant to specific action, such as, time-out, F.F. With rewind etc.;Heart beating daily record includes the data message that the meeting relevant with video playback persistently changes, such as, The EMS memory occupation amount of terminal and video download etc. in video display process.
Extraction unit 22, belongs to presetting for extracting from the video playback daily record that acquiring unit 21 obtains Property coupling target data;
Wherein, in video playback daily record, record has various attribute information, and such as, temporal information, equipment are believed Breath and the network information etc..In actual applications, facility information includes static attribute information and the equipment of equipment Dynamic attribute information.Wherein, the static attribute information of equipment includes: equipment brand, unit type, The built-in memory capacity of device memory capacity, equipment, device external extension storage capacity, device operating system, Equipment CPU model, equipment cpu frequency, equipment CPU core number and device screen resolution;Equipment Dynamic attribute information includes: equipment free memory size, equipment CPU usage, equipment dump energy, Device screen brightness and device voice volume.Additionally, the network information includes network type, IP address and geographical position Put.
Adding device 23, for according to preset attribute, the target data extracted for extraction unit 22 is added Information labels, in order to follow-up according to the broadcasting daily record of information labels analysis video, wherein, information labels is used for The basic feature of target data is described.
It should be noted that the form of expression of information labels can be natural language, can also be other languages Speech, in this no limit.
The device that the data that the embodiment of the present invention provides process, it is possible to after obtaining video playback daily record, from This video playback daily record is extracted the target data mated with preset attribute, and is used for for target data interpolation The information labels of target data basic feature is described, the user of record in subsequent analysis video playback daily record When behavioural information and terminal situation, can directly information labels be analyzed, and without analyzing in daily record Program source code, thus improve by video playback log analysis user behavior information and terminal shape The efficiency of condition.
Further, as it is shown on figure 3, this device also includes:
Storage unit 24, after adding device 23 adds information labels for target data, according in advance If form preserves the information labels that target data is corresponding.
Further, as it is shown on figure 3, storage unit 24, including:
Import module 241, for information labels corresponding for target data being imported to the form of specific format In;
First preserves module 242, is used for preserving form.
Further, as it is shown on figure 3, storage unit 24, including:
Order module 243, for according to presetting label order, to the target data in video playback daily record Corresponding information labels is ranked up;
Build module 244, the information labels after order module 243 is sorted constitute many dimension labels to Amount;
Second preserves module 245, for preserving the many dimension labels vector building module construction.
Further, as it is shown on figure 3, adding device 23, including:
Acquisition module 231, for obtaining the label condition that preset attribute is corresponding;
Add module 232, for when the match is successful for target data and certain label condition, for target data The information labels that the interpolation label condition that the match is successful is corresponding.
Further, as it is shown on figure 3, acquiring unit 21, including:
First acquisition module 211, for obtaining the up-to-date video playback daily record received in real time;
Second acquisition module 212, for obtaining the video playback daily record received in predetermined period.
Obtained the up-to-date video playback daily record received by the first acquisition module 211 in real time, add single The data of each attribute in this up-to-date video playback daily record are added information labels by unit again, it is possible to analyzing When person needs analysis video to play user behavior information and terminal situation in daily record, can quick obtaining current The information labels of any video playback daily record before the time, and without waiting for the interpolation of information labels, Thus improve analysis efficiency.
Further, as it is shown on figure 3, this device also includes:
Delete unit 25, after adding information labels at adding device 23 for target data, will regard Frequency is play daily record and is deleted.
After obtaining information labels, delete unit 25 and video playback daily record is deleted, it is possible to save server Memory space, thus improve resource utilization.
This device embodiment is corresponding with preceding method embodiment, and for ease of reading, this device embodiment is no longer Detail content in preceding method embodiment is repeated one by one, it should be understood that in the present embodiment Device corresponding can realize the full content in preceding method embodiment.
The device that above-mentioned data process includes memorizer and processor, above-mentioned acquiring unit, extraction unit and Adding devices etc. all store in memory as program unit, processor perform storage in memory Said procedure unit realize corresponding function.
Device embodiment described above is only schematically, wherein said illustrates as separating component Unit can be or may not be physically separate, the parts shown as unit can be or Person may not be physical location, i.e. may be located at a place, or can also be distributed to multiple network On unit.Some or all of module therein can be selected according to the actual needs to realize the present embodiment The purpose of scheme.Those of ordinary skill in the art are not in the case of paying performing creative labour, the most permissible Understand and implement.
Through the above description of the embodiments, those skilled in the art is it can be understood that arrive each reality The mode of executing can add the mode of required general hardware platform by software and realize, naturally it is also possible to by firmly Part.Based on such understanding, the portion that prior art is contributed by technique scheme the most in other words Dividing and can embody with the form of software product, this computer software product can be stored in computer can Read in storage medium, such as ROM/RAM, magnetic disc, CD etc., including some instructions with so that one Computer equipment (can be personal computer, server, or the network equipment etc.) performs each to be implemented The method described in some part of example or embodiment.
Last it is noted that above example is only in order to illustrate technical scheme, rather than to it Limit;Although the present invention being described in detail with reference to previous embodiment, the ordinary skill of this area Personnel it is understood that the technical scheme described in foregoing embodiments still can be modified by it, or Person carries out equivalent to wherein portion of techniques feature;And these amendments or replacement, do not make corresponding skill The essence of art scheme departs from the spirit and scope of various embodiments of the present invention technical scheme.

Claims (12)

1. the method that data process, it is characterised in that described method includes:
Obtaining video playback daily record, described video playback daily record is raw in the video display process that terminal sends The daily record become;
The target data mated with preset attribute is extracted from described video playback daily record;
According to described preset attribute, add information labels for described target data, in order to described in follow-up basis Information labels analyzes described video playback daily record, and wherein, described information labels is used for describing described number of targets According to basic feature.
Method the most according to claim 1, it is characterised in that adding letter for described target data After breath label, described method farther includes:
The information labels that described target data is corresponding is preserved according to preset format.
Method the most according to claim 1 and 2, it is characterised in that preserve institute according to preset format State the information labels that target data is corresponding, including:
Information labels corresponding for described target data is imported in the form of specific format;
Preserve described form.
Method the most according to claim 1 and 2, it is characterised in that preserve institute according to preset format State the information labels that target data is corresponding, including:
According to default label order, the information labels corresponding to the target data in described video playback daily record It is ranked up;
Information labels after sequence is constituted many dimension labels vector;
Preserve described many dimension labels vector.
Method the most according to any one of claim 1 to 4, it is characterised in that according to described pre- If attribute, add information labels for described target data, including:
Obtain the label condition that described preset attribute is corresponding;
If described target data is with certain label condition, the match is successful, then add for described target data and mate into The information labels that the label condition of merit is corresponding.
Method the most according to any one of claim 1 to 5, it is characterised in that for described mesh After mark data add information labels, described method farther includes:
Described video playback daily record is deleted.
7. the device that data process, it is characterised in that described device includes:
Acquiring unit, is used for obtaining video playback daily record, and described video playback daily record is regarding of terminal transmission Frequently the daily record generated in playing process;
Extraction unit, for extracting and presetting from the described video playback daily record that described acquiring unit obtains The target data of attributes match;
Adding device, for according to described preset attribute, the described number of targets extracted for described extraction unit According to adding information labels, in order to follow-up according to the described video playback daily record of analysis of described information labels, wherein, Described information labels is for describing the basic feature of described target data.
Device the most according to claim 7, it is characterised in that described device farther includes:
Storage unit, after being described target data interpolation information labels at described adding device, root The information labels that described target data is corresponding is preserved according to preset format.
9. according to the device described in claim 7 or 8, it is characterised in that described storage unit, including:
Import module, for information labels corresponding for described target data being imported to the form of specific format In;
First preserves module, is used for preserving described form.
10. according to the device described in claim 7 or 8, it is characterised in that described storage unit, bag Include:
Order module, for according to presetting label order, to the target data in described video playback daily record Corresponding information labels is ranked up;
Building module, the information labels after described order module being sorted constitutes many dimension labels vector;
Second preserves module, for preserving described many dimension labels vector of described structure module construction.
11. according to the device according to any one of claim 7 to 10, it is characterised in that described interpolation Unit, including:
Acquisition module, for obtaining the label condition that described preset attribute is corresponding;
Add module, for when the match is successful for described target data and certain label condition, for described target The information labels that the data interpolation label condition that the match is successful is corresponding.
12. according to the device according to any one of claim 7 to 11, it is characterised in that described device Farther include:
Delete unit, for being after described target data adds information labels at described adding device, will Described video playback daily record is deleted.
CN201510845407.9A 2015-11-26 2015-11-26 Data processing method and device Pending CN105872731A (en)

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CN112784150A (en) * 2019-11-08 2021-05-11 西安诺瓦星云科技股份有限公司 Method, device and system for sending play log
CN113382268A (en) * 2020-03-09 2021-09-10 腾讯科技(深圳)有限公司 Live broadcast abnormity analysis method and device, computer equipment and storage medium

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CN109558305A (en) * 2017-09-27 2019-04-02 北京国双科技有限公司 Daily record data sort method and device
CN109558305B (en) * 2017-09-27 2022-05-27 北京国双科技有限公司 Log data sorting method and device
CN112784150A (en) * 2019-11-08 2021-05-11 西安诺瓦星云科技股份有限公司 Method, device and system for sending play log
CN113382268A (en) * 2020-03-09 2021-09-10 腾讯科技(深圳)有限公司 Live broadcast abnormity analysis method and device, computer equipment and storage medium
CN113382268B (en) * 2020-03-09 2023-09-22 腾讯科技(深圳)有限公司 Live broadcast anomaly analysis method, live broadcast anomaly analysis device, computer equipment and storage medium
CN112187407A (en) * 2020-09-25 2021-01-05 中国移动通信集团黑龙江有限公司 Real-time signaling message processing method, device, equipment and computer storage medium

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Application publication date: 20160817