CN109151808B - Data analysis method and system - Google Patents

Data analysis method and system Download PDF

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CN109151808B
CN109151808B CN201811174776.XA CN201811174776A CN109151808B CN 109151808 B CN109151808 B CN 109151808B CN 201811174776 A CN201811174776 A CN 201811174776A CN 109151808 B CN109151808 B CN 109151808B
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information
user
record
mobile equipment
imsi
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CN109151808A (en
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郭省力
乔自知
李京辉
郭景赞
李德屹
金雨超
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China United Network Communications Group Co Ltd
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China United Network Communications Group Co Ltd
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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W8/00—Network data management
    • H04W8/18—Processing of user or subscriber data, e.g. subscribed services, user preferences or user profiles; Transfer of user or subscriber data
    • H04W8/20—Transfer of user or subscriber data
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/10—Scheduling measurement reports ; Arrangements for measurement reports
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W8/00—Network data management
    • H04W8/18—Processing of user or subscriber data, e.g. subscribed services, user preferences or user profiles; Transfer of user or subscriber data

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  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Databases & Information Systems (AREA)
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Abstract

The invention discloses a user change data analysis method and a user change data analysis system, and relates to the field of communication. The method and the device analyze the recorded information of the user through the database generating device to determine that the user replaces the mobile equipment, generate the information of the replacement mobile equipment of the user according to the information of the relevant equipment information before and after the user changes the equipment, the position information before and after the user changes the equipment, the network capacity before and after the user changes the equipment and the like by inquiring the TAC database, store the information in the information base of the replacement mobile equipment, and are used for various requirements analysis of other mechanisms such as operators, mobile equipment manufacturers and the like according to the information base of the replacement mobile equipment, thereby improving the accuracy of the application requirement analysis.

Description

Data analysis method and system
Technical Field
The present invention relates to the field of communications, and in particular, to a method and a system for analyzing user change data.
Background
At present, an intelligent terminal becomes an indispensable auxiliary tool for social contact, consumption, entertainment, information acquisition and the like in people's lives, with the rapid development of mobile communication technology and the intelligent terminal, the updating of the use scene, the brand, the model and the like of the mobile terminal is rapid, and in order to analyze a business strategy, network capacity, network load, terminal release, a user switching strategy and the like and obtain the application requirements of a user, an efficient analysis method matched with the requirements is required to be provided. The analysis method in the prior art is mainly based on the modes of terminal shipment volume, user questionnaire survey, identification information sent by terminal startup and the like, and based on the mode of terminal shipment volume, the analysis result is emphasized on the shipment volume and market proportion of a mobile equipment manufacturer, and the condition that a user actually starts a new mobile equipment cannot be accurately analyzed and accurate position information of a machine changing cannot be obtained; based on the mode of user questionnaire survey, the analysis timeliness is poor due to the long period, and the application value of the analysis result is limited; the strategy of the user exchange machine cannot be analyzed within a long time scale based on the mode of the identification information sent by the terminal starting, and the analysis result obtained by the mode in the prior art has low accuracy, so that the application range of the analysis result is limited.
Disclosure of Invention
The present embodiment provides a data analysis method and system to obtain accurate user switch statistics information, so as to improve the accuracy of application requirement analysis.
In order to achieve the above object, an embodiment of the present invention provides a data analysis method applied to a database generation apparatus, where the method includes:
acquiring record information of a first user from a network side, wherein the record information comprises: a mobile station international subscriber identity MSISDN, a record start time, an international mobile equipment identity IMEI, and an international mobile subscriber identity IMSI;
if the first user is determined to replace the mobile equipment according to the recorded information, generating the mobile equipment replacing information of the first user;
adding the replacement mobile equipment information of the first user to a replacement mobile equipment information base, wherein the replacement mobile equipment information base comprises a user identifier, mobile equipment information before changing the machine corresponding to the user identifier and mobile equipment information after changing the machine corresponding to the user identifier;
and analyzing the application requirement according to the information base of the replaced mobile equipment.
Correspondingly, an embodiment of the present invention further provides a data analysis system, where the data analysis system includes: a database generation device and a demand analysis device, the database generation device comprising: the device comprises an information acquisition module, an analysis module and a storage module;
the information acquisition module is configured to acquire record information of a first user from a network side, where the record information includes: a mobile station international subscriber identity MSISDN, a record start time, an international mobile equipment identity IMEI, and an international mobile subscriber identity IMSI;
the analysis module is used for generating mobile equipment replacing information of the first user if the first user is determined to replace the mobile equipment according to the recorded information; adding the replacement mobile device information of the first user to a replacement mobile device information base;
the storage module is used for storing the replacement mobile equipment information base, and the replacement mobile equipment information base comprises a user identifier, mobile equipment information before replacing the mobile equipment corresponding to the user identifier and mobile equipment information after replacing the mobile equipment corresponding to the user identifier;
and the requirement analysis device is used for analyzing the application requirement according to the information base of the replaced mobile equipment.
According to the invention, the record information of the user is acquired and analyzed through the database generating device, the fact that the user replaces the mobile equipment is determined, the replacement mobile equipment information of the user is generated according to the acquired record information of the user and is stored in the replacement mobile equipment information base, so that diversified application requirement analysis can be carried out based on the replacement mobile equipment information base, and the accuracy of application requirement analysis is further improved.
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In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings needed to be used in the description of the embodiments will be briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art to obtain other drawings based on these drawings without creative efforts.
FIG. 1 is a flow chart of a method of data analysis according to an embodiment of the present invention;
fig. 2 is a schematic structural diagram of a data analysis system according to an embodiment of the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
An embodiment of the present invention provides a data analysis method, and as shown in fig. 1, the data analysis method of the present invention is shown, where the method is applied to a database generation device, and the method specifically includes:
s101, acquiring recording information of a first user from a network side, wherein the recording information comprises: the mobile station international subscriber identity MSISDN, the record start time, the international mobile equipment identity IMEI and the international mobile subscriber identity IMSI.
The record information of the first user can be reported to the network side periodically by the first user according to a template set by the network side, and can also be reported to the network side in other forms and by adopting other reporting modes; the database generation device may periodically obtain the record information of all users from the network side according to the information required by subsequent switch analysis, and may also obtain the record information in other forms and in other obtaining manners.
For example, the record information may be stored in a table format on the network side, or may be stored in another format on the network side, but the embodiment of the present invention is not limited thereto, and table 1 below is only described in one table format, and the table may be in another format, and the embodiment of the present invention is not limited to the format of the table.
TABLE 1
Recording start time MSISDN IMEI IMSI
2017-11-5 13:21:25 +8613322221111 35380000111122/1 460-01-4777770001
2017-11-5 13:21:26 +8613322221111 35380000111123/1 460-01-4777770002
2017-11-5 13:21:27 +8613322221111 35380000111123/1 460-01-4777770002
2017-11-5 13:21:27 +8613322221112 35380000111144/2 460-01-4777771112
2017-11-5 13:21:30 +8613322221111 35380000111123/1 460-01-4777770003
Wherein the recording start time is the recording information occurrence time of the first user, and can be accurate to microsecond; the MSISDN is CC + NDC + SN and is used for identifying the mobile user, wherein CC is a country code and is used for identifying the country, NDC is a domestic destination code and is used for identifying the network and the user attribution, and SN is a user number; the IMEI is used for identifying a mobile device; the IMSI is used to identify a mobile subscriber.
And S102, judging whether the first user changes the mobile equipment or not according to the recorded information.
Further, the determining that the first user replaced the mobile device according to the recorded information includes:
and if the IMEI of the Nth record of the record information is determined to be changed compared with the IMEI of the (N-1) th record according to the record information and the IMSI is changed, determining that the first user changes the mobile equipment, wherein N is an integer and is not less than 1.
For example: referring to table 1, a user with MSISDN +8613322221111 is found that, in the record with record start time 2017-11-513: 21:26, the first 14 digits of the IMEI and the IMEI of the previous record (with record start time 2017-11-513: 21:25) are changed, and the IMSI of the previous record are changed, it can be determined that the first user has replaced the mobile device.
Or, the determining that the first user replaced the mobile device according to the record information includes:
if the IMSI of the Nth record of the record information is determined to be different from the IMSI of the (N-1) th record according to the record information, judging whether the MSISDN is associated with at least two IMSIs or at least two Universal Integrated Circuit Cards (UICCs);
if the MSISDN is determined to be associated with at least two IMSIs or at least two UICCs, inquiring the model number in a TAC (trusted access terminal) library, and judging whether the type assignment code TAC before the IMSI is changed is the same as the type assignment code TAC after the IMSI is changed; and if not, determining that the first user changes the mobile equipment. If the TAC cannot be inquired in the TAC library, whether the TAC is changed or not and the information of the change machine can be obtained in a periodical rechecking mode.
The type allocation code TAC before the change and the type allocation code TAC after the change may take the first 8 digits of each according to the IMEI before and after the change, and generate the type allocation code to which each IMEI belongs. The TAC database can be updated synchronously through a third-party TAC database or automatically through acquiring equipment information of a user, and the acquiring form and the updating method of the TAC database are not limited in the embodiment of the invention.
The first user's replacement mobile device information further comprises: TAC, UICC before change, market name, internal model name, assignment date, brand name, model name, TAC, UICC after change, market name, internal model name, assignment date, brand name, model name, and TAC's support capability field for a specific service (e.g., VoLTE), a specific new technology (e.g., eSIM). The replacement mobile device information of the first user may be stored in the replacement mobile device information base in a table form, or may be stored in the replacement mobile device information base in another form, which is not limited in the embodiment of the present invention.
And S103, if the first user is determined to replace the mobile equipment, generating the mobile equipment replacement information of the first user.
Wherein the replacement mobile device information of the first user comprises: MSISDN, pre-change IMSI, pre-change IMEI, pre-change detailed record start time, post-change IMSI, post-change IMEI, and post-change detailed record start time.
And S104, adding the replacement mobile equipment information of the first user to a replacement mobile equipment information base, wherein the replacement mobile equipment information base comprises a user identifier, mobile equipment information before the machine replacement corresponding to the user identifier and mobile equipment information after the machine replacement corresponding to the user identifier.
The replacement mobile device information of the first user may be stored in the replacement mobile device information base in a table form, or may be stored in the replacement mobile device information base in another form.
TABLE 2
Figure BDA0001823441420000051
And S105, analyzing the application requirement according to the information base of the replaced mobile equipment.
The application requirements include: a traffic policy, network capabilities, network load, terminal release or user change policy.
Further, the determining whether the MSISDN is associated with at least two IMSIs or at least two universal integrated circuit cards UICCs includes:
and judging whether the IMSIs of all the detailed records in a fixed time period after the IMSI is changed are consistent, and if not, determining that the key value MSISDN is associated with at least two IMSIs or at least two UICCs.
For example, referring to table 1, in the record with the record start time of 2017-11-513: 21:26, it is found that the IMSI of the user with the MSISDN of +8613322221111 is changed compared with the record start time of 2017-11-513: 21:25, and within a period of time after the change, the change is made again (from 460-01-4777770002 to 460-01-4777770003), it is determined that the MSISDN is associated with at least two IMSIs or at least two universal integrated circuit cards UICCs.
Further, the analyzing the service policy according to the replacement mobile device information base may be: counting the number and trend from the non-support of the specific service, the specific new technology to the support or/and from the support to the non-support under the specific time granularity according to the support capability field of the TAC to the specific service (such as VoLTE) and the specific new technology (such as eSIM) before and after the change in the mobile equipment information base; the analyzing of the network capability according to the replacement mobile device information base may be: according to the replaced mobile equipment information base, the network support capacities (network type, frequency band field, duplex mode field and the like) of different TACs are counted; the analysis of the network load according to the replacement mobile device information base may be: according to the MSISDN in the mobile equipment information base or/and the IMSI before and after the change, the MSISDN is correlated with the information of voice, flow and the like of the user in the charging system, and the network usage before and after the change of the specific terminal capability dimension under the specific time granularity is counted for analyzing and predicting the influence of the network usage on the network; the analysis of the terminal release and user change policy according to the change mobile device information base may be: and analyzing the number, the occupancy rate and the trend of the terminal equipment on the network and the number and the trend of the terminal of one model changing into the terminal of another model according to the information such as the brand name, the model name and the like in the mobile equipment changing information base. The embodiment of the invention does not limit the type of the requirement analysis which can be supported by the replacement mobile equipment information base, and does not limit the specific requirement analysis method and process.
Further, the method further comprises the step of determining whether the mobile equipment is replaced by another equipment with the same model or another card slot of the same equipment or another card slot of the same model of the mobile equipment by the user according to the judgment of whether the equipment capability of the equipment is changed before and after the change of the IMEI in the recorded information.
Further, the recording information further includes: serving cell information, latitude and longitude information and a measurement report;
the method also comprises the steps of acquiring the position information before and after the change of the IMEI from the recorded information; writing replacement mobile device information of the first user.
The location information may be used to screen out a terminal of the same model with a location changed in a certain time period, where the terminal of the same model corresponds to the record information of the multiple UICC card slots, mark the record information as "to be determined" for subsequent continuous attention, and then determine that the mobile device is changed if a deviation of the time and location change information characteristics corresponding to one IMEI from the allowable range of other IMEI is found.
According to the invention, the record information of the user is acquired and analyzed through the database generating device, the fact that the user replaces the mobile equipment is determined, the replacement mobile equipment information of the user is generated according to the acquired record information of the user and is stored in the replacement mobile equipment information base, so that diversified application requirement analysis can be carried out based on the replacement mobile equipment information base, and the accuracy of application requirement analysis is further improved.
An embodiment of the present invention provides a data analysis system, and as shown in fig. 2, the data analysis system of the present invention is shown, and the data analysis system shown in fig. 2 is only a schematic diagram, and does not limit interaction between the communication system and other network elements in a network.
The data analysis system includes: a database generation apparatus 100 and a demand analysis apparatus 200, the database generation apparatus including: an information acquisition module 110, an analysis module 120, and a storage module 130.
The information obtaining module 110 is configured to obtain record information of a first user from a network side, where the record information includes: the mobile station international subscriber identity MSISDN, the record start time, the international mobile equipment identity IMEI and the international mobile subscriber identity IMSI.
The record information of the first user can be reported to the network side periodically by the first user according to a template set by the network side, and can also be reported to the network side in other forms and by adopting other reporting modes; the database generation device may periodically obtain the record information of all users from the network side according to the information required by subsequent switch analysis, and may also obtain the record information in other forms and in other obtaining manners.
For example, the record information may be stored in a table format on the network side, or may be stored in other formats on the network side, which is not limited in the embodiment of the present invention.
The analysis module 120 is configured to generate mobile device replacement information of the first user if it is determined that the first user has replaced the mobile device according to the record information; adding the replacement mobile device information of the first user to a replacement mobile device information base.
Wherein the replacement mobile device information of the first user comprises: MSISDN, pre-change IMSI, pre-change IMEI, pre-change detailed record start time, post-change IMSI, post-change IMEI, and post-change detailed record start time.
Further, the determining that the first user replaced the mobile device according to the recorded information includes:
and if the IMEI of the Nth record of the record information is determined to be changed compared with the IMEI of the (N-1) th record according to the record information and the IMSI is changed, determining that the first user changes the mobile equipment, wherein N is an integer and is not less than 1.
For example: referring to table 1, a user with MSISDN +8613322221111 is found that, in the record with record start time 2017-11-513: 21:26, the first 14 digits of the IMEI and the IMEI of the previous record (with record start time 2017-11-513: 21:25) are changed, and the IMSI of the previous record are changed, it can be determined that the first user has replaced the mobile device.
Or, the determining that the first user replaced the mobile device according to the record information includes:
if the IMSI of the Nth record of the record information is determined to be different from the IMSI of the (N-1) th record according to the record information, judging whether the MSISDN is associated with at least two IMSIs or at least two Universal Integrated Circuit Cards (UICCs);
if the MSISDN is determined to be associated with at least two IMSIs or at least two UICCs, inquiring the model number in a TAC (trusted access terminal) library, and judging whether the type assignment code TAC before the IMSI is changed is the same as the type assignment code TAC after the IMSI is changed; and if not, determining that the first user changes the mobile equipment. If the TAC cannot be inquired in the TAC library, whether the TAC is changed or not and the information of the change machine can be obtained in a periodical rechecking mode.
The type allocation code TAC before the change and the type allocation code TAC after the change may take the first 8 digits of each according to the IMEI before and after the change, and generate the type allocation code to which each IMEI belongs. The TAC database can be updated synchronously through a third-party TAC database or automatically through acquiring equipment information of a user, and the acquiring form and the updating method of the TAC database are not limited in the embodiment of the invention.
The first user's replacement mobile device information further comprises: TAC, UICC before change, market name, internal model name, assignment date, brand name, model name, TAC, UICC after change, market name, internal model name, assignment date, brand name, model name, and TAC's support capability field for a specific service (e.g., VoLTE), a specific new technology (e.g., eSIM). The replacement mobile device information of the first user may be stored in the replacement mobile device information base in a table form, or may be stored in the replacement mobile device information base in another form, which is not limited in the embodiment of the present invention.
The storage module 130 is configured to store the replacement mobile device information base, where the replacement mobile device information base includes a user identifier, mobile device information before the machine change corresponding to the user identifier, and mobile device information after the machine change corresponding to the user identifier.
The replacement mobile device information of the first user may be stored in the replacement mobile device information base in a table form, or may be stored in the replacement mobile device information base in another form, which is not limited in the embodiment of the present invention.
The requirement analysis device 200 is configured to perform application requirement analysis according to the replacement mobile device information base.
The application requirements include: a traffic policy, network capabilities, network load, terminal release or user change policy.
Further, the determining whether the MSISDN is associated with at least two IMSIs or at least two universal integrated circuit cards UICCs includes:
and judging whether the IMSIs of all the detailed records in a fixed time period after the IMSI is changed are consistent, and if not, determining that the key value MSISDN is associated with at least two IMSIs or at least two UICCs.
For example, referring to table 1, in the record with the record start time of 2017-11-513: 21:26, it is found that the IMSI of the user with the MSISDN of +8613322221111 is changed compared with the record start time of 2017-11-513: 21:25, and within a period of time after the change, the change is made again (from 460-01-4777770002 to 460-01-4777770003), it is determined that the MSISDN is associated with at least two IMSIs or at least two universal integrated circuit cards UICCs.
Further, the analyzing the service policy according to the replacement mobile device information base may be: counting the number and trend from the non-support of the specific service, the specific new technology to the support or/and from the support to the non-support under the specific time granularity according to the support capability field of the TAC to the specific service (such as VoLTE) and the specific new technology (such as eSIM) before and after the change in the mobile equipment information base; the analyzing of the network capability according to the replacement mobile device information base may be: according to the replaced mobile equipment information base, the network support capacities (network type, frequency band field, duplex mode field and the like) of different TACs are counted; the analysis of the network load according to the replacement mobile device information base may be: according to the MSISDN in the mobile equipment information base or/and the IMSI before and after the change, the MSISDN is correlated with the information of voice, flow and the like of the user in the charging system, and the network usage before and after the change of the specific terminal capability dimension under the specific time granularity is counted for analyzing and predicting the influence of the network usage on the network; the analysis of the terminal release and user change policy according to the change mobile device information base may be: and analyzing the number, the occupancy rate and the trend of the terminal equipment on the network and the number and the trend of the terminal of one model changing into the terminal of another model according to the information such as the brand name, the model name and the like in the mobile equipment changing information base. The embodiment of the invention does not limit the type of the requirement analysis which can be supported by the replacement mobile equipment information base, and does not limit the specific requirement analysis method and process.
Further, the analysis module 120 is further configured to determine, according to whether the device capability of the device changes before and after the change of the IMEI in the record information, whether the user changes the mobile device into another device of the same model or into another card slot of the same device or another card slot of another device of the same model.
Further, the recording information further includes: serving cell information, latitude and longitude information and a measurement report;
the analysis module 120 is further configured to obtain location information before and after the change of the IMEI from the recorded information; writing replacement mobile device information of the first user.
The location information may be used to screen out a terminal of the same model with a location changed in a certain time period, where the terminal of the same model corresponds to the record information of the multiple UICC card slots, mark the record information as "to be determined" for subsequent continuous attention, and then determine that the mobile device is changed if a deviation of the time and location change information characteristics corresponding to one IMEI from the allowable range of other IMEI is found.
According to the invention, the record information of the user is acquired and analyzed through the database generating device, the fact that the user replaces the mobile equipment is determined, the replacement mobile equipment information of the user is generated according to the acquired record information of the user and is stored in the replacement mobile equipment information base, so that diversified application requirement analysis can be carried out based on the replacement mobile equipment information base, and the accuracy of application requirement analysis is further improved.
In the several embodiments provided in the present application, it should be understood that the disclosed method and system may be implemented in other ways. For example, the above-described system embodiments are merely illustrative, and for example, the division of the functional blocks is only one logical division, and other divisions may be realized in practice, for example, multiple units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional modules in the embodiments of the present invention may be integrated into one processing unit, or each unit may be physically included alone, or two or more units may be integrated into one unit. The integrated unit can be realized in a form of hardware, or in a form of hardware plus a software functional unit.
The integrated unit implemented in the form of a software functional unit may be stored in a computer readable storage medium. The software functional unit is stored in a storage medium and includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device) to execute some steps of the methods according to the embodiments of the present invention. And the aforementioned storage medium includes: various media capable of storing program codes, such as a usb disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk, or an optical disk.
The above description is only for the specific embodiments of the present invention, but the scope of the present invention is not limited thereto, and any person skilled in the art can easily conceive of the changes or substitutions within the technical scope of the present invention, and all the changes or substitutions should be covered within the scope of the present invention. Therefore, the protection scope of the present invention shall be subject to the protection scope of the appended claims.

Claims (12)

1. A data analysis method is applied to a database generation device, and the method comprises the following steps:
acquiring record information of a first user from a network side, wherein the record information comprises: a mobile station international subscriber identity MSISDN, a record start time, an international mobile equipment identity IMEI, and an international mobile subscriber identity IMSI;
if the first user is determined to replace the mobile equipment according to the recorded information, generating the mobile equipment replacing information of the first user;
adding the replacement mobile equipment information of the first user to a replacement mobile equipment information base, wherein the replacement mobile equipment information base comprises a user identifier, mobile equipment information before changing the machine corresponding to the user identifier and mobile equipment information after changing the machine corresponding to the user identifier;
analyzing the application requirement according to the information base of the replaced mobile equipment;
the determining that the first user replaced a mobile device according to the record information includes:
and if the IMEI of the Nth record of the record information is determined to be changed compared with the IMEI of the (N-1) th record according to the record information and the IMSI is changed, determining that the first user changes the mobile equipment, wherein N is an integer and is not less than 1.
2. The data analysis method of claim 1, wherein the determining that the first user replaced a mobile device based on the logged information comprises:
if the IMSI of the Nth record of the record information is different from the IMSI of the (N-1) th record according to the record information, judging whether the MSISDN is associated with at least two IMSIs or at least two UICCs;
if the MSISDN is determined to be associated with at least two IMSIs or at least two UICCs, inquiring the model number in a TAC (trusted access terminal) library, and judging whether the type assignment code TAC before the IMSI is changed is the same as the type assignment code TAC after the IMSI is changed; and if not, determining that the first user changes the mobile equipment.
3. The data analysis method of claim 2, wherein the determining whether the MSISDN is associated with at least two IMSIs or at least two universal integrated circuit cards UICCs comprises:
and judging whether the IMSIs of all detailed records in a fixed time period after the IMSI is changed are consistent, and if not, determining that the key value MSISDN is associated with at least two IMSIs or at least two UICCs.
4. A method for data analysis according to any of claims 1 to 3, wherein the application requirements include: a traffic policy, network capabilities, network load, terminal release or user change policy.
5. The data analysis method of any of claims 1-3, wherein the first user's replacement mobile device information comprises: a key value MSISDN, a pre-change IMSI, a pre-change IMEI, a pre-change record start time, a post-change IMSI, a post-change IMEI, and a post-change record start time.
6. A data analysis method according to any one of claims 1 to 3, wherein the recording information further comprises: serving cell information, latitude and longitude information and a measurement report;
the method further comprises the following steps: acquiring the position information before and after the change of the IMEI from the recorded information; writing replacement mobile device information of the first user.
7. A data analysis system, comprising: a database generation device and a demand analysis device, the database generation device comprising: the device comprises an information acquisition module, an analysis module and a storage module;
an information obtaining module, configured to obtain record information of a first user from a network side, where the record information includes: a mobile station international subscriber identity MSISDN, a record start time, an international mobile equipment identity IMEI, and an international mobile subscriber identity IMSI;
the analysis module is used for generating mobile equipment replacement information of the first user if the first user is determined to replace the mobile equipment according to the recorded information; adding the replacement mobile device information of the first user to a replacement mobile device information base;
the storage module is used for storing the mobile equipment replacement information base, and the mobile equipment replacement information base comprises a user identifier, mobile equipment information before the machine replacement corresponding to the user identifier and mobile equipment information after the machine replacement corresponding to the user identifier;
the requirement analysis device is used for carrying out application requirement analysis according to the replacement mobile equipment information base;
the determining that the first user replaced a mobile device according to the record information includes:
and if the IMEI of the Nth record of the record information is determined to be changed compared with the IMEI of the (N-1) th record according to the record information and the IMSI is changed, determining that the first user changes the mobile equipment, wherein N is an integer and is not less than 1.
8. The data analysis system of claim 7, wherein the determining from the logged information that the first user replaced a mobile device comprises:
if the IMSI of the Nth record of the record information is different from the IMSI of the (N-1) th record according to the record information, judging whether the MSISDN is associated with at least two IMSIs or at least two UICCs;
if the MSISDN is determined to be associated with at least two IMSIs or at least two UICCs, inquiring the model number in a TAC (trusted access terminal) library, and judging whether the type assignment code TAC before the IMSI is changed is the same as the type assignment code TAC after the IMSI is changed; and if not, determining that the first user changes the mobile equipment.
9. The data analysis system of claim 8, wherein the determining whether the MSISDN is associated with at least two IMSIs or at least two universal integrated circuit card UICCs comprises:
and judging whether the IMSIs of all detailed records in a fixed time period after the IMSI is changed are consistent, and if not, determining that the key value MSISDN is associated with at least two IMSIs or at least two UICCs.
10. A data analysis system as claimed in any one of claims 7 to 9, wherein the application requirements include: a traffic policy, network capabilities, network load, terminal release or user change policy.
11. The data analysis system of any of claims 7-9, wherein the first user's replacement mobile device information comprises: a key value MSISDN, a pre-change IMSI, a pre-change IMEI, a pre-change record start time, a post-change IMSI, a post-change IMEI, and a post-change record start time.
12. A data analysis system according to any one of claims 7 to 9, wherein the logging information further comprises: serving cell information, latitude and longitude information and a measurement report;
the analysis module is further to: acquiring the position information before and after the change of the IMEI from the recorded information; writing replacement mobile device information of the first user.
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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1780226A (en) * 2004-11-19 2006-05-31 中国移动通信集团公司 Method for inspecting and igniting network pushing business parameters data by terminal user
CN1988723A (en) * 2005-12-20 2007-06-27 摩托罗拉公司 Method for correcting mobile user mark
CN105578395A (en) * 2015-12-28 2016-05-11 中国联合网络通信集团有限公司 Method and device for updating terminal attributes in terminal information database

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9609510B2 (en) * 2009-01-28 2017-03-28 Headwater Research Llc Automated credential porting for mobile devices

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1780226A (en) * 2004-11-19 2006-05-31 中国移动通信集团公司 Method for inspecting and igniting network pushing business parameters data by terminal user
CN1988723A (en) * 2005-12-20 2007-06-27 摩托罗拉公司 Method for correcting mobile user mark
CN105578395A (en) * 2015-12-28 2016-05-11 中国联合网络通信集团有限公司 Method and device for updating terminal attributes in terminal information database

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
《终端换机业务分析研究》;路玮，等;《信息通信》;20180910;第1-3部分 *

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