CN114040376A

CN114040376A - Number processing method and device, electronic equipment and computer readable storage medium

Info

Publication number: CN114040376A
Application number: CN202111302855.6A
Authority: CN
Inventors: 周福可; 王健; 徐锐; 甄青伟; 张磊; 槐正
Original assignee: China Telecom Corp Ltd
Current assignee: China Telecom Corp Ltd
Priority date: 2021-11-04
Filing date: 2021-11-04
Publication date: 2022-02-11

Abstract

The embodiment of the application discloses a number processing method and device, electronic equipment and a computer readable storage medium, wherein the method comprises the following steps: determining an initial identification number from the numbers to be identified according to basic attribute information of the numbers to be identified, wherein the basic attribute information represents information associated with an account number of the numbers to be identified; determining a suspected number from the initial identification number according to a plurality of pieces of position information contained in a position information set of the initial identification number, wherein the position information represents information obtained by positioning the initial identification number in the using process; and according to the call data of the suspected number, determining a target number containing the characteristic information from the suspected number. According to the technical scheme of the embodiment of the application, the number processing scheme is greatly optimized, and the number identification efficiency and accuracy can be improved.

Description

Number processing method and device, electronic equipment and computer readable storage medium

Technical Field

The present application relates to the field of number processing technologies, and in particular, to a number processing method, a number processing apparatus, an electronic device, and a computer-readable storage medium.

Background

In the related art, identification of a telephone number is usually performed by a person after the user answers the phone number as a mark, and when the telephone number is simultaneously marked by a plurality of users, the telephone number is identified as an unreliable telephone number, for example, as a telephone number for deceiving others' property. However, in the related art, the identification of the unreliable phone number by the artificial marking is inefficient, for example, for a new unreliable phone number, the new unreliable phone number may not be marked at the beginning, the identification of the new unreliable phone number may require a plurality of users to mark the new unreliable phone number at the same time, and the identification accuracy of the new unreliable phone number by the artificial marking may be low, which may cause a common phone number, such as a sales-class phone number, to be incorrectly marked as an unreliable phone number.

Therefore, how to improve the efficiency and accuracy of number identification is an urgent problem to be solved.

Disclosure of Invention

In order to solve the above technical problem, embodiments of the present application provide a number processing method and apparatus, an electronic device, and a computer-readable storage medium, so that the efficiency and accuracy of number identification can be improved at least to a certain extent.

According to an aspect of an embodiment of the present application, there is provided a number processing method, including: determining an initial identification number from the plurality of numbers to be identified according to basic attribute information of the plurality of numbers to be identified; the basic attribute information represents information associated with the account of the number to be identified; determining a suspected number from the initial identification number according to a plurality of pieces of position information contained in the position information set of the initial identification number; the position information represents information obtained by positioning the initial identification number in the using process; and according to the call data of the suspected number, determining a target number containing characteristic information from the suspected number.

According to an aspect of an embodiment of the present application, there is provided a number processing apparatus, including: the first determining module is configured to determine an initial identification number from a plurality of numbers to be identified according to basic attribute information of the numbers to be identified; the basic attribute information represents information associated with the account of the number to be identified; the second determining module is configured to determine a suspected number from the initial identification number according to a plurality of pieces of position information contained in the position information set of the initial identification number; the position information represents information obtained by positioning the initial identification number in the using process; and the third determining module is configured to determine a target number containing characteristic information from the suspected number according to the call data of the suspected number.

According to an aspect of an embodiment of the present application, there is provided an electronic device including: one or more processors; a storage device for storing one or more programs that, when executed by the one or more processors, cause the electronic device to implement the number processing method as described above.

According to an aspect of embodiments of the present application, there is provided a computer-readable storage medium having stored thereon computer-readable instructions, which, when executed by a processor of a computer, cause the computer to execute the number processing method as described above.

According to an aspect of embodiments of the present application, there is provided a computer program product comprising computer instructions which, when executed by a processor, implement the number processing method as described above.

In the technical scheme provided by the embodiment of the application, on one hand, the number to be identified is automatically identified through various data to obtain the target number, so that the user does not need to mark the number to obtain the target number, the number identification efficiency can be improved to a certain extent, and the phenomenon that the target number can be obtained only by marking a plurality of users at the same time is avoided; on the other hand, the number to be identified is identified through the three types of data, namely the basic attribute data, the position information data and the call information data, so as to obtain the target number, the combined data type and the data volume are more, the accuracy of number identification can be improved to a certain extent, and the phenomenon of error marking caused by marking by a user is avoided.

It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the application.

Drawings

The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the present application and together with the description, serve to explain the principles of the application. It is obvious that the drawings in the following description are only some embodiments of the application, and that for a person skilled in the art, other drawings can be derived from them without inventive effort. In the drawings:

FIG. 1 is a schematic illustration of an exemplary implementation environment in which aspects of embodiments of the present application may be applied;

FIG. 2 is a flow diagram illustrating a number processing method in accordance with an exemplary embodiment of the present application;

FIG. 3 is a flow chart of step S210 in the embodiment shown in FIG. 2 in an exemplary embodiment;

FIG. 4 is a flow chart of step S210 in the embodiment shown in FIG. 2 in an exemplary embodiment;

FIG. 5 is a flow chart of step S220 in the embodiment shown in FIG. 2 in an exemplary embodiment;

FIG. 6 is a flow chart of step S220 in the embodiment shown in FIG. 2 in an exemplary embodiment;

FIG. 7 is a flowchart of step S230 in the embodiment shown in FIG. 2 in an exemplary embodiment;

FIG. 8 is a flow diagram illustrating a number processing method in accordance with an exemplary embodiment of the present application;

FIG. 9 is a flow diagram illustrating a number processing method in accordance with an exemplary embodiment of the present application;

fig. 10 is a schematic structural diagram of a number processing apparatus according to an exemplary embodiment of the present application;

FIG. 11 illustrates a schematic structural diagram of a computer system suitable for use in implementing the electronic device of an embodiment of the present application.

Detailed Description

Reference will now be made in detail to the exemplary embodiments, examples of which are illustrated in the accompanying drawings. When the following description refers to the accompanying drawings, like numbers in different drawings represent the same or similar elements unless otherwise indicated. The embodiments described in the following exemplary embodiments do not represent all embodiments consistent with the present application. Rather, they are merely examples of apparatus and methods consistent with certain aspects of the present application, as detailed in the appended claims.

The block diagrams shown in the figures are functional entities only and do not necessarily correspond to physically separate entities. I.e. these functional entities may be implemented in the form of software, or in one or more hardware modules or integrated circuits, or in different networks and/or processor means and/or microcontroller means.

The flow charts shown in the drawings are merely illustrative and do not necessarily include all of the contents and operations/steps, nor do they necessarily have to be performed in the order described. For example, some operations/steps may be decomposed, and some operations/steps may be combined or partially combined, so that the actual execution sequence may be changed according to the actual situation.

It should also be noted that: reference to "a plurality" in this application means two or more. "and/or" describe the association relationship of the associated objects, meaning that there may be three relationships, e.g., A and/or B may mean: a exists alone, A and B exist simultaneously, and B exists alone. The character "/" generally indicates that the former and latter associated objects are in an "or" relationship.

Based on this, embodiments of the present application provide a number processing method and apparatus, an electronic device, and a computer-readable storage medium, which can improve the efficiency and accuracy of number identification.

Referring to FIG. 1, FIG. 1 is a schematic diagram of an exemplary implementation environment of the present application. The implementation environment includes a terminal device 110 and a server 120, and the terminal device 110 and the server 120 communicate with each other through a wired or wireless network.

It should be understood that the number of terminal devices 110 and servers 120 in fig. 1 is merely illustrative. There may be any number of end devices 110 and servers 120, as desired.

The terminal device 110 may be any electronic device having a user input interface, including but not limited to a smart phone, a tablet, a notebook, a computer, etc., wherein the user input interface includes but not limited to a touch screen, a keyboard, physical keys, an audio pickup device, etc.

The server 120 may be a server providing various services, may be an independent physical server, may be a server cluster or a distributed system formed by a plurality of physical servers, and may also be a cloud server providing basic cloud computing services such as a cloud service, a cloud database, cloud computing, a cloud function, cloud storage, a Network service, cloud communication, a middleware service, a domain name service, a security service, a CDN (Content Delivery Network), a big data and artificial intelligence platform, which is not limited herein.

In some embodiments of the present application, the number processing method may be performed by the server 120, and accordingly, the number processing apparatus is configured in the server 120. The plurality of terminal devices 110 may respectively send basic attribute information of respective numbers to be identified to the server 120, and the server 120 determines an initial identification number from the plurality of numbers to be identified according to the received basic attribute information of the plurality of numbers to be identified, where the basic attribute information represents information associated with an account number of the number to be identified; then, according to a plurality of pieces of position information contained in the position information set of the initial identification number, a suspected number is determined from the initial identification number, wherein the position information represents information obtained by positioning the initial identification number in the using process; and then, according to the call data of the suspected number, determining a target number containing the characteristic information from the suspected number.

In some embodiments of the present application, the terminal device 110 may also have a function similar to that of the server 120, so as to execute the number processing method provided in the embodiments of the present application, please refer to the foregoing description.

Various implementation details of the technical solution of the embodiments of the present application are set forth in detail below:

referring to fig. 2, fig. 2 is a flowchart illustrating a number processing method according to an embodiment of the present application. The method may be applied to the implementation environment shown in FIG. 1 and performed by the server 120 in the implementation environment shown in FIG. 1. As shown in fig. 2, the number processing method at least includes steps S210 to S230, which are described in detail as follows:

step S210, determining an initial identification number from a plurality of numbers to be identified according to basic attribute information of the plurality of numbers to be identified; the basic attribute information represents information associated with the account number of the number to be identified.

In the embodiment of the application, the number to be identified refers to a telephone number to be identified; for example, there are currently 100 phone numbers to be identified, and then the 100 phone numbers are called as the numbers to be identified.

In the embodiment of the application, the basic attribute information refers to information associated with an account of a number to be identified; usually, one phone number corresponds to one account, and after each account is created, information associated with the account matched with the phone number may correspond to each account.

It is understood that the number of the initial identification numbers determined from the plurality of numbers to be identified is any number, wherein if the initial identification number is not determined, that is, zero initial identification numbers are determined, the process is ended, and if the initial identification number is determined, that is, one or more (two or more) initial identification numbers are determined, the following step S220 is performed.

In one embodiment of the present application, the basic attribute information includes, but is not limited to, cost information and network access duration information. Wherein, the fee information includes but is not limited to at least one of pre-stored fee information and consumption fee information, i.e. the fee information may include any one or more of pre-stored fee information and consumption fee information. In practical application, the basic attribute information may further include other information, and may be flexibly adjusted according to a specific application scenario.

In an optional embodiment, the pre-stored expense information refers to that, in the using process of the telephone number, the user can recharge the account corresponding to the telephone number for later deduction of package expense, package outside expense, broadband expense and the like, wherein the recharged amount is called as pre-stored expense information.

In an alternative embodiment, the consumption fee information refers to the amount of money actually consumed by the user in each month/quarter/year during the use of the phone number, wherein the consumed amount may include package fees, extra-package fees, broadband fees, and the like, and the consumed amount is referred to as consumption fee information. Alternatively, the consumption charge information may refer to the lowest consumption charge information, that is, the lowest consumption amount corresponding to the telephone number, where the lowest consumption amount generally refers to the package cost.

It can be understood that the pre-stored cost information and the consumption cost information can be the same or different, and the pre-stored cost information is usually greater than or equal to the consumption cost information; for example, the user pays the sum of 100 yuan in advance at the end of the month (i.e. the pre-stored fee information), and the fixed consumption of the user per month is 68 yuan (i.e. the consumption fee information), so that at the beginning of the next month, the fixed consumption of 68 yuan is automatically deducted from the existing pre-stored fee information of 100 yuan, and at this time, 32 yuan remains in the account corresponding to the telephone number.

In an optional embodiment, the network access duration information refers to the total duration from the date when the user registers the telephone number through the identity information to the current time; for example, if a user transacts a telephone card with an identity card in a telecommunication business office in 2018, 10 and 1, and the current time is 2021, 11 and 1, the network access time of the telephone number corresponding to the telephone card is 3 years and 1 month.

In an embodiment of the present application, referring to fig. 3, when the basic attribute information includes the cost information, the process of determining the initial identification number from the plurality of numbers to be identified according to the basic attribute information of the plurality of numbers to be identified in step S210 may include steps S310 to S320, which are described in detail as follows:

step S310, acquiring cost information of each number to be identified from account information corresponding to each number to be identified;

step S320, according to the cost information of each to-be-identified number, determining a to-be-identified number whose cost information is smaller than a preset cost threshold from the plurality of to-be-identified numbers, and using the to-be-identified number whose cost information is smaller than the preset cost threshold as an initial identification number.

That is, in an optional embodiment, the charge information of each to-be-identified number is obtained from the account information corresponding to each of the plurality of to-be-identified numbers, and then, according to the charge information of each to-be-identified number, a to-be-identified number whose charge information is smaller than the preset charge threshold is determined from the plurality of to-be-identified numbers, where the to-be-identified number whose charge information is smaller than the preset charge threshold is the initial identification number.

It can be understood that, since each phone number corresponds to one account, the related information of the number to be identified, such as the cost information (which may be the previously stored cost information and/or the consumption cost information) of the number to be identified, can be obtained from the account information corresponding to the number to be identified, and then the number to be identified, whose cost information is smaller than the preset cost threshold value, is screened out as the initial identification number. In practical application, the preset cost threshold value can be flexibly set according to a specific application scene.

For example, if the obtained pre-stored cost information of 4 to-be-identified numbers in the last month is shown in table 1 below, and the pre-stored cost threshold is set to 18 yuan, it can be seen that the pre-stored cost information of the to-be-identified numbers 18263396541 and 18263396544 is less than 18 yuan, then the to-be-identified numbers 18263396541 and 18263396544 are selected from the 4 to-be-identified numbers as the initial identification numbers.

For example, if the acquired minimum consumption cost information of 4 to-be-identified numbers in the last month is shown in table 1 below, and the preset minimum consumption threshold is set to 20 yuan, it is seen that the minimum consumption information of the to-be-identified numbers 18263396541 and 18263396544 is less than 20 yuan, the to-be-identified numbers 18263396541 and 18263396544 are screened out from the 4 to-be-identified numbers as initial identification numbers.

Number to be identified	Prestoring cost information	Minimum cost information
			18263396541	0	0
18263396542	100	30
			18263396543	50	40
18263396544	0	0

TABLE 1

It can be understood that, when the cost information includes the pre-stored cost information and the consumption cost information, as long as one of the cost information is less than the preset cost threshold (i.e. the pre-stored cost information is less than the preset pre-stored cost threshold, or the consumption cost information is less than the preset minimum consumption threshold in the foregoing example), the corresponding to-be-identified number may be used as the initial identification number; or, when both of the two are less than the preset cost threshold (i.e. the pre-stored cost information is less than the preset pre-stored cost threshold, and the consumption cost information is less than the preset minimum consumption threshold in the foregoing example), the corresponding to-be-identified number is used as the initial identification number. The telephone number with low cost information is usually pre-stored, the corresponding consumption cost information is low, and in practical application, the telephone number can be flexibly adjusted according to a specific application scene.

In an embodiment of the present application, referring to fig. 4, when the basic attribute information includes network access duration information, a process of determining an initial identification number from a plurality of numbers to be identified according to the basic attribute information of the plurality of numbers to be identified in step S210 may include steps S410 to S420, which are described in detail as follows:

step S410, obtaining the network access duration information of each number to be identified from the account information corresponding to each number to be identified;

step S420, according to the network access duration information of each to-be-identified number, determining a to-be-identified number whose network access duration information is smaller than the preset network access duration threshold from the to-be-identified numbers, and using the to-be-identified number whose network access duration information is smaller than the preset network access duration threshold as an initial identification number.

That is, in an optional embodiment, the network access duration information of each to-be-identified number is obtained from the account information corresponding to each of the plurality of to-be-identified numbers, and then, according to the network access duration information of each to-be-identified number, a to-be-identified number whose network access duration information is smaller than the preset network access duration threshold is determined from the plurality of to-be-identified numbers, and at this time, the to-be-identified number whose network access duration information is smaller than the preset network access duration threshold is the initial identification number.

It can be understood that, since each phone number corresponds to one account, the related information of the number to be identified, such as the network access duration information of the number to be identified, can be obtained from the account information corresponding to the number to be identified, and then screening is performed from the number to be identified, so that the number to be identified, of which the network access duration information is smaller than the preset network access duration threshold value, is screened out as the initial identification number. In practical application, the preset network access duration threshold value can be flexibly set according to a specific application scene.

For example, if the acquired network access duration information of 4 to-be-identified numbers is shown in table 2 below, and the preset network access duration threshold is set to be 15 days, it is seen that the network access duration information of the to-be-identified numbers 18263396541 and 18263396544 is less than 15 days, then the to-be-identified numbers 18263396541 and 18263396544 are screened out from the 4 to-be-identified numbers as initial identification numbers.

Number to be identified	Network access duration information
		18263396541	5
18263396542	60
		18263396543	120
18263396544	10

TABLE 2

It can be understood that, when the basic attribute information includes the cost information and the network access duration information, as long as one of the basic attribute information is less than the preset threshold (that is, the cost information is less than the preset cost threshold in the foregoing example, or the network access duration information is less than the preset network access duration threshold), the corresponding to-be-identified number may be used as the initial identification number; or, when both of the two are less than the preset threshold (that is, the fee information is less than the preset fee threshold, and the network access duration information is less than the preset network access duration threshold in the foregoing example), the corresponding to-be-identified number is used as the initial identification number. The telephone number with low cost information has short corresponding access time, and can be flexibly adjusted according to specific application scenes in practical application.

It should be noted that the determination of the initial identification number is performed only by using the basic attribute information including the cost information and the network access duration information, and in practical application, the initial identification number can be flexibly adjusted according to a specific application scenario.

Step S220, according to a plurality of pieces of position information contained in the position information set of the initial identification number, a suspected number is determined from the initial identification number; the position information represents information obtained by positioning the initial identification number in the using process.

In the embodiment of the application, after the initial identification number is determined from the plurality of numbers to be identified according to the basic attribute information of the plurality of numbers to be identified, the suspected number can be determined from the initial identification number according to the plurality of pieces of position information contained in the position information set of the initial identification number.

In the embodiment of the present application, each initial identification number corresponds to a location information set, where the location information set includes a plurality of location information, and the location information is obtained by locating the initial identification number in a using process through a locating program, where the locating program may be any program installed on a terminal device, such as a GPS program.

In an embodiment of the present application, referring to fig. 5, the process of determining the suspected number from the initial identification number according to a plurality of location information included in the location information set of the initial identification number in step S220 may include steps S510 to S530, which are described in detail as follows:

step S510, calculating the stay time of each position information according to a plurality of position information in the position information set;

step S520, if the position information with the stay time length larger than the preset stay time length threshold exists in the position information set, marking the position information set;

in step S530, an initial identification number corresponding to the marked location information set is determined from the initial identification numbers, and the initial identification number corresponding to the marked location information set is used as a pseudo number.

That is, in an optional embodiment, the staying time duration of each piece of location information is calculated according to a plurality of pieces of location information in the location information set, then, the staying time duration of the plurality of pieces of location information contained in the location information set is judged, if at least one piece of location information with staying time duration larger than a preset staying time duration threshold exists in the location information set, the location information set is marked, then, an initial identification number corresponding to the marked location information set is determined from the initial identification numbers, and at this time, the initial identification number corresponding to the marked location information set is a suspected number.

For example, if 100 determined numbers to be identified are provided, the position information sets corresponding to the 100 numbers to be identified are respectively obtained, wherein the position information contained in the position information sets can be acquired within the last three days; taking the process of determining whether one to-be-identified number 18263396541 is a suspected number as an example, setting the obtained position information set of the to-be-identified number 18263396541 and the calculated stay time of each piece of position information as shown in table 3 below, and setting the preset stay time threshold as 12 hours, it can be seen that 3 pieces of position information G1, G2, and G3 exist in the position information set of the to-be-identified number 18263396541, and then determining the to-be-identified number 18263396541 as the suspected number. It is understood that the determination process of whether the remaining 99 numbers to be identified are suspected numbers is similar, and so on, and will not be described herein again.

TABLE 3

In an embodiment of the present application, referring to fig. 6, the process of determining the suspected number from the initial identification number according to a plurality of location information included in the location information set of the initial identification number in step S220 may include steps S610 to S630, which are described in detail as follows:

step S610, respectively calculating the distance between two pieces of position information at adjacent moments according to a plurality of pieces of position information in the position information set;

step S620, if the distance between two pieces of position information at adjacent moments in the position information set is larger than a preset distance threshold, marking the position information set;

in step S630, an initial identification number corresponding to the marked location information set is determined from the initial identification numbers, and the initial identification number corresponding to the marked location information set is used as a pseudo number.

That is, in an optional embodiment, first, according to a plurality of pieces of location information in the location information set, a distance between two pieces of location information at adjacent times is calculated, then, a distance between two pieces of location information at adjacent times included in the location information set is determined, if the distance between two pieces of location information at least one adjacent time in the location information set is greater than a preset distance threshold, the location information set is marked, then, an initial identification number corresponding to the marked location information set is determined from the initial identification numbers, and at this time, the initial identification number corresponding to the marked location information set is a suspected number.

For example, if 100 determined numbers to be identified are provided, the position information sets corresponding to the 100 numbers to be identified are respectively obtained, wherein the position information contained in the position information sets can be acquired within the last three days; taking the process of determining whether one to-be-identified number 18263396541 is a suspected number as an example, setting the acquired position information set of the to-be-identified number 18263396541 and the calculated distance between two pieces of position information at adjacent times as shown in table 4 below, and setting the preset distance threshold value to be 500 kilometers at the same time, it is seen that distances between the position information G1 and G2, and between the position information G2 and G3 at adjacent times in the position information set of the to-be-identified number 18263396541 are all greater than 500 kilometers, and then the to-be-identified number 18263396541 is determined as a suspected number. It is understood that the determination process of whether the remaining 99 numbers to be identified are suspected numbers is similar, and so on, and will not be described herein again.

TABLE 4

It can be understood that the two manners of determining the suspected number from the initial identification number according to the plurality of pieces of location information included in the location information set of the initial identification number described above may be combined, where the location information set may be marked as long as one of the manners satisfies a marking condition (that is, in the foregoing example, location information having a staying time length longer than a preset staying time length threshold exists in the location information set, or a distance between two pieces of location information having adjacent times in the location information set is longer than a preset distance threshold), and the initial identification number corresponding to the marked location information set is used as the suspected number; or, when both of the two sets satisfy the labeling condition (that is, in the foregoing example, the position information set has position information with a stay time longer than the preset stay time threshold, and the distance between two pieces of position information at adjacent times in the position information set is longer than the preset distance threshold), the position information set is labeled, and the initial identification number corresponding to the labeled position information set is used as the suspected number.

It should be noted that the above two ways of determining the suspected number from the initial identification number only according to the plurality of location information included in the location information set of the initial identification number may be flexibly adjusted according to a specific application scenario in practical applications.

In step S230, a target number containing the feature information is determined from the suspected number according to the call data of the suspected number.

In the embodiment of the application, after the suspected number is determined from the initial identification number according to a plurality of pieces of position information contained in the position information set of the initial identification number, the target number containing the characteristic information can be determined from the suspected number according to the call data of the suspected number.

In the embodiment of the present application, the feature information refers to related information in a certain aspect, for example, a telephone number to be identified is a telephone number for deceiving the property of another person, and therefore, the feature information may be a feature word related to finance, such as "transfer", "red envelope", "amount", "money", "cost", "consumption", "bank", or the like, or a feature word related to law, such as "police", "court", "summons", or the like.

In an embodiment of the present application, referring to fig. 7, the process of determining the target number containing the feature information from the suspected number according to the call data of the suspected number in step S230 may include steps S710 to S720, which are described in detail as follows:

step S710, carrying out voice recognition on the call data of the suspected number to obtain a voice recognition result of the suspected number;

step S720, the suspected number containing the characteristic information in the voice recognition result is determined from the suspected numbers, and the suspected number containing the characteristic information in the voice recognition result is used as the target number.

That is, in an optional embodiment, the voice recognition is performed on the call data of the suspected number to obtain a voice recognition result of the suspected number, and then the suspected number containing the feature information in the voice recognition result is determined from the suspected number, where the suspected number containing the feature information in the voice recognition result is the target number.

In an optional embodiment, the speech recognition of the call data of the suspected number may be performed by using an existing speech recognition engine, or may be performed by using a speech recognition model obtained through independent training, and in practical application, the speech recognition may be flexibly adjusted according to a specific application scenario.

In an embodiment of the application, after the suspected number is determined from the initial identification number according to a plurality of pieces of location information contained in the location information set of the initial identification number, the suspected number may be further determined to be screened, for example, the suspected number may be screened according to the call duration information, and then the screened suspected number is subjected to voice recognition to obtain a voice recognition result; therefore, after suspected numbers are screened, voice recognition is carried out, system resource consumption can be reduced, and number processing efficiency is improved.

In an embodiment of the present application, referring to fig. 8, after the process of determining the target number containing the feature information from the suspected number according to the call data of the suspected number in step S230, steps S810 to S820 may be included, which are described in detail as follows:

step S810, counting the target number to generate a file with a preset format and containing the target number;

and step S820, sending early warning information to a preset terminal according to the target number contained in the file so as to carry out number early warning.

That is, in an optional embodiment, according to the call data of the suspected number, a target number containing the feature information is determined from the suspected number, then, the target number is counted to generate a file in a preset format containing the target number, and then, according to the target number contained in the file, the warning information is sent to the preset terminal to perform number warning.

In an alternative embodiment, the file with the preset format includes, but is not limited to, a file with ASCII, MIME, txt, etc. It will be appreciated that the ASCII standard allows text files containing only ASCII characters to interact freely between Unix, Macintosh, Microsoft Windows, DOS and other operating systems; the type of the text file in the MIME standard is 'text/play', and encoded information is usually added; txt is an extension of a text file that contains little formatting information, and the txt format is not well defined and generally refers to those formats that can be accepted by a terminal device or a simple text editor.

In the optional embodiment, the target number is determined through statistics and a file with a preset format and containing the target number is generated, so that early warning information can be sent to a preset terminal according to the target number contained in the file to perform number early warning or be used for other purposes, and the method is simple, convenient and fast.

In the embodiment of the application, the number to be identified is automatically identified through various data to obtain the target number, so that a user does not need to mark the number to be identified to obtain the target number, the number identification efficiency is improved, and meanwhile, the number to be identified is identified through combination of various types of data such as basic attribute data, position information data and call information data to obtain the target number, and the number identification accuracy is improved.

A specific application scenario of the embodiment of the present application is described in detail below:

referring to fig. 9, fig. 9 is a flowchart illustrating a number processing method according to an embodiment of the present application. As shown in fig. 9, the number processing method at least includes steps S910 to S980, and the following details are introduced:

step S910, determining an initial identification number from a plurality of numbers to be identified according to basic attribute information of the plurality of numbers to be identified; the basic attribute information represents information associated with the account number of the number to be identified.

Optionally, the basic attribute information includes network access duration information and cost information, and the cost information includes pre-stored cost information and consumption cost information.

Firstly, screening out a number to be identified, the network access duration information of which is less than a preset network access duration threshold value, from a plurality of numbers to be identified according to the network access duration information of the numbers to be identified; for example, a number to be identified with network access duration information less than 30 days is screened out from a plurality of numbers to be identified.

Secondly, according to the pre-stored expense information and the consumption expense information of the screened numbers to be identified in one month, determining the numbers to be identified, of which the pre-stored expense information is smaller than a preset pre-stored expense threshold value and the consumption expense information is smaller than a preset lowest consumption threshold value, from the numbers to be identified, and taking the determined numbers to be identified as initial identification numbers.

For example, the to-be-identified numbers with the screened network access duration information being less than 30 days are shown in table 5 below, and meanwhile, the preset pre-stored cost threshold is 18 yuan, and the preset minimum consumption threshold is 20 yuan, so that it can be determined that the to-be-identified numbers 18263396541 and 18263396544 are initial identification numbers.

Number to be identified	Prestoring cost information	Minimum cost information	Network access duration information
				18263396541	0	0	10
18263396542	100	30	25
				18263396543	50	40	50
18263396544	0	0	5

TABLE 5

Step S920, calculating a staying time of each position information according to a plurality of position information in the position information set.

In connection with the foregoing example, further, a stay time length of each piece of location information is calculated according to a plurality of pieces of location information in the location information sets respectively corresponding to the numbers 18263396541 and 18263396544 to be identified; for example, the position information included in the position information sets corresponding to the numbers to be identified 18263396541 and 18263396544 and the calculated stay time of each piece of position information are shown in table 6 below, and meanwhile, the preset stay time threshold is set to 12 hours, it can be seen that the number to be identified 18263396541 stays at the positions of G1, G2 and G3 for more than 12 hours, the number to be identified 18263396544 stays at the positions of G4, G5 and G20 for more than 12 hours, and the number to be identified 18263396544 also has a situation of position information jump, that is, jump from G5 to G20, where the distance between G5 and G20 is far apart.

TABLE 6

In step S930, if there is location information in the location information set with a dwell time greater than a preset dwell time threshold, marking the location information set.

In connection with the above example, the position information sets corresponding to the identification numbers 18263396541 and 18263396544 are marked.

In step S940, an initial identification number corresponding to the marked location information set is determined from the initial identification numbers, and the initial identification number corresponding to the marked location information set is used as a pseudo number.

In connection with the above example, it is further determined that the numbers to be identified 18263396541 and 18263396544 are suspected numbers.

Step S950, performing voice recognition on the call data of the suspected number to obtain a voice recognition result of the suspected number.

Optionally, the speech recognition model obtained through pre-training may perform speech recognition on the call data of the suspected number to obtain a speech recognition result of the suspected number.

In step S960, the suspected number containing the feature information in the speech recognition result is determined from the suspected numbers, and the suspected number containing the feature information in the speech recognition result is used as the target number.

Optionally, the obtained suspected number may be further screened, for example, the suspected number may be screened according to the call duration; further, as shown in table 7 below, when the obtained call duration information and the obtained voice recognition results of the identification numbers 18263396541 and 18263396544 are received, it can be seen that the voice recognition result of the pseudo number 18263396544 includes the feature information, and thus the pseudo number 18263396544 is determined to be the destination number.

Number to be identified	Total duration of call	Total duration of single call	Speech recognition result
				18263396541	100	35	Does not contain characteristic information
18263396544	500	60	Containing characteristic information

TABLE 7

In step S970, the target number is counted to generate a file in a preset format containing the target number.

It can be understood that the foregoing examples only take a small number of numbers to be identified as an example, and in practical applications, the number of numbers to be identified is usually large, so that the determined target numbers can be counted, and a file with a preset format and containing the target numbers can be generated.

And step S980, sending early warning information to a preset terminal according to the target number contained in the file so as to carry out number early warning.

It can be understood that after the file with the target number and the preset format is generated, the early warning information can be sent to the preset terminal according to the target number contained in the file to perform number early warning.

Optionally, in the embodiment of the present application, the technical solutions of the foregoing embodiments may be referred to for a specific implementation process.

In the embodiment of the application, the number to be identified is automatically identified through various data to obtain the target number, so that the user does not need to mark the number to obtain the target number, the number identification efficiency is improved, meanwhile, due to the fact that various types of data such as basic attribute data, position information data and call information data are combined to jointly identify the number to be identified to obtain the target number, the number identification accuracy is improved, number early warning is carried out on the obtained target number, the property loss of the user is avoided, and the property safety of the user is guaranteed.

Fig. 10 is a block diagram of a number processing apparatus according to an embodiment of the present application. As shown in fig. 10, the apparatus includes:

a first determining module 1010 configured to determine an initial identification number from the plurality of numbers to be identified according to basic attribute information of the plurality of numbers to be identified; the basic attribute information represents information associated with the account number of the number to be identified;

a second determining module 1020 configured to determine a suspected number from the initial identification number according to a plurality of pieces of location information included in the location information set of the initial identification number; the position information represents information obtained by positioning the initial identification number in the using process;

the third determining module 1030 is configured to determine, according to the call data of the suspected number, a target number containing the feature information from the suspected number.

In one embodiment of the present application, the basic attribute information includes expense information, wherein the expense information includes at least one of pre-stored expense information and consumption expense information; the first determining module 1010 includes:

the first acquisition unit is configured to acquire charge information of each number to be identified from account information corresponding to each of the number to be identified;

the first determining unit is configured to determine a number to be identified, of which the cost information is smaller than a preset cost threshold value, from the plurality of numbers to be identified according to the cost information of each number to be identified, and use the number to be identified, of which the cost information is smaller than the preset cost threshold value, as an initial identification number.

In an embodiment of the present application, the basic attribute information includes network access duration information; the first determining module 1010 includes:

the second acquisition unit is configured to acquire the network access duration information of each number to be identified from the account information corresponding to each of the plurality of numbers to be identified;

and the second determining unit is configured to determine a to-be-identified number of which the network access duration information is smaller than a preset network access duration threshold from the plurality of to-be-identified numbers according to the network access duration information of each to-be-identified number, and take the to-be-identified number of which the network access duration information is smaller than the preset network access duration threshold as the initial identification number.

In one embodiment of the present application, the second determining module 1020 includes:

the first calculation unit is configured to calculate the stay time of each piece of position information according to a plurality of pieces of position information in the position information set;

the first marking unit is configured to mark the position information set if the position information with the stay time length larger than a preset stay time length threshold exists in the position information set;

and a third determining unit configured to determine an initial identification number corresponding to the marked position information set from the initial identification numbers, and to use the initial identification number corresponding to the marked position information set as a pseudo number.

a second calculation unit configured to calculate, based on a plurality of pieces of position information in the set of position information, distances between two pieces of position information at adjacent times, respectively;

the second marking unit is configured to mark the position information set if the distance between two pieces of position information at adjacent moments in the position information set is greater than a preset distance threshold;

and the fourth determining unit is configured to determine the initial identification number corresponding to the marked position information set from the initial identification numbers, and take the initial identification number corresponding to the marked position information set as the suspected number.

In one embodiment of the present application, the third determining module 1030 comprises:

the voice recognition unit is configured to perform voice recognition on the call data of the suspected number to obtain a voice recognition result of the suspected number;

and the fifth determining unit is configured to determine a suspected number containing the characteristic information in the voice recognition result from the suspected numbers, and take the suspected number containing the characteristic information in the voice recognition result as the target number.

In one embodiment of the present application, the apparatus may further include:

the generating module is configured to count the target number so as to generate a file with a preset format and containing the target number;

and the sending module is configured to send early warning information to a preset terminal according to the target number contained in the file so as to carry out number early warning.

It should be noted that the number processing apparatus provided in the foregoing embodiment and the number processing method provided in the foregoing embodiment belong to the same concept, and specific ways for each module and unit to perform operations have been described in detail in the method embodiment, and are not described again here.

An embodiment of the present application further provides an electronic device, including: one or more processors; a storage device for storing one or more programs, which when executed by one or more processors, cause an electronic device to implement the number processing method provided in the foregoing embodiments.

It should be noted that the computer system 1100 of the electronic device shown in fig. 11 is only an example, and should not bring any limitation to the functions and the scope of use of the embodiments of the present application.

As shown in fig. 11, the computer system 1100 includes a Central Processing Unit (CPU)1101, which can perform various appropriate actions and processes, such as executing the methods in the above-described embodiments, according to a program stored in a Read-Only Memory (ROM) 1102 or a program loaded from a storage section 1108 into a Random Access Memory (RAM) 1103. In the RAM 1103, various programs and data necessary for system operation are also stored. The CPU 1101, ROM 1102, and RAM 1103 are connected to each other by a bus 1104. An Input/Output (I/O) interface 1105 is also connected to bus 1104.

The following components are connected to the I/O interface 1105: an input portion 1106 including a keyboard, mouse, and the like; an output section 1107 including a Cathode Ray Tube (CRT), a Liquid Crystal Display (LCD), and the like, a speaker, and the like; a storage section 1108 including a hard disk and the like; and a communication section 1109 including a Network interface card such as a LAN (Local Area Network) card, a modem, or the like. The communication section 1109 performs communication processing via a network such as the internet. A driver 1110 is also connected to the I/O interface 1105 as necessary. A removable medium 1111, such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory, or the like, is mounted on the drive 1110 as necessary, so that a computer program read out therefrom is mounted into the storage section 1108 as necessary.

In particular, according to embodiments of the application, the processes described above with reference to the flow diagrams may be implemented as computer software programs. For example, embodiments of the present application include a computer program product comprising a computer program embodied on a computer readable medium, the computer program comprising a computer program for performing the method illustrated by the flow chart. In such an embodiment, the computer program may be downloaded and installed from a network through the communication portion 1109 and/or installed from the removable medium 1111. When the computer program is executed by a Central Processing Unit (CPU)1101, various functions defined in the system of the present application are executed.

It should be noted that the computer readable medium shown in the embodiments of the present application may be a computer readable signal medium or a computer readable storage medium or any combination of the two. The computer readable storage medium may be, for example, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples of the computer readable storage medium may include, but are not limited to: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a Read-Only Memory (ROM), an Erasable Programmable Read-Only Memory (EPROM), a flash Memory, an optical fiber, a portable Compact Disc Read-Only Memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the present application, a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device. In this application, however, a computer readable signal medium may include a propagated data signal with a computer program embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated data signal may take many forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A computer readable signal medium may also be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device. The computer program embodied on the computer readable medium may be transmitted using any appropriate medium, including but not limited to: wireless, wired, etc., or any suitable combination of the foregoing.

The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present application. Each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams or flowchart illustration, and combinations of blocks in the block diagrams or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.

The units described in the embodiments of the present application may be implemented by software, or may be implemented by hardware, and the described units may also be disposed in a processor. Wherein the names of the elements do not in some way constitute a limitation on the elements themselves.

Yet another aspect of the present application provides a computer-readable storage medium having stored thereon a computer program which, when executed by a processor, implements the foregoing number processing method and/or model training method. The computer-readable storage medium may be included in the electronic device described in the above embodiment, or may exist separately without being incorporated in the electronic device.

Another aspect of the application also provides a computer program product or computer program comprising computer instructions stored in a computer readable storage medium. The processor of the computer device reads the computer instructions from the computer-readable storage medium, and the processor executes the computer instructions, so that the computer device executes the number processing method and/or the model training method provided in the above embodiments.

The above description is only a preferred exemplary embodiment of the present application, and is not intended to limit the embodiments of the present application, and those skilled in the art can easily make various changes and modifications according to the main concept and spirit of the present application, so that the protection scope of the present application shall be subject to the protection scope of the claims.

Claims

1. A method for number processing, the method comprising:

determining an initial identification number from the plurality of numbers to be identified according to basic attribute information of the plurality of numbers to be identified; the basic attribute information represents information associated with the account of the number to be identified;

determining a suspected number from the initial identification number according to a plurality of pieces of position information contained in the position information set of the initial identification number; the position information represents information obtained by positioning the initial identification number in the using process;

and according to the call data of the suspected number, determining a target number containing characteristic information from the suspected number.

2. The number processing method of claim 1, wherein the basic attribute information includes charge information, wherein the charge information includes at least one of pre-stored charge information and consumption charge information; the determining an initial identification number from the plurality of numbers to be identified according to the basic attribute information of the plurality of numbers to be identified includes:

acquiring expense information of each number to be identified from account information corresponding to each number to be identified;

according to the expense information of each number to be identified, determining the number to be identified of which the expense information is smaller than a preset expense threshold value from the number to be identified, and taking the number to be identified of which the expense information is smaller than the preset expense threshold value as the initial identification number.

3. A number processing method according to claim 1, wherein the basic attribute information includes network access duration information; the determining an initial identification number from the plurality of numbers to be identified according to the basic attribute information of the plurality of numbers to be identified includes:

acquiring network access duration information of each number to be identified from account information corresponding to each number to be identified;

and determining the number to be identified of which the network access time length information is less than a preset network access time length threshold from the plurality of numbers to be identified according to the network access time length information of each number to be identified, and taking the number to be identified of which the network access time length information is less than the preset network access time length threshold as the initial identification number.

4. The number processing method according to claim 1, wherein the determining the suspected number from the initial identification number according to a plurality of pieces of location information included in the set of location information of the initial identification number includes:

calculating the stay time of each piece of position information according to the plurality of pieces of position information in the position information set;

if position information with the stay time length larger than a preset stay time length threshold exists in the position information set, marking the position information set;

and determining an initial identification number corresponding to the marked position information set from the initial identification numbers, and taking the initial identification number corresponding to the marked position information set as the suspected number.

5. The number processing method according to claim 1, wherein the determining the suspected number from the initial identification number according to a plurality of pieces of location information included in the set of location information of the initial identification number includes:

respectively calculating the distance between two pieces of position information at adjacent moments according to a plurality of pieces of position information in the position information set;

if the distance between two pieces of position information at adjacent moments in the position information set is larger than a preset distance threshold, marking the position information set;

6. The number processing method according to any one of claims 1 to 5, wherein the determining, from the suspected number, a target number containing feature information according to the call data of the suspected number comprises:

performing voice recognition on the call data of the suspected number to obtain a voice recognition result of the suspected number;

and determining a suspected number containing the characteristic information in the voice recognition result from the suspected numbers, and taking the suspected number containing the characteristic information in the voice recognition result as the target number.

7. The number processing method according to any one of claims 1 to 5, wherein after the determining, from the call data of the suspected number, a target number containing characteristic information from the suspected number, the method further comprises:

counting the target number to generate a file with a preset format and containing the target number;

and sending early warning information to a preset terminal according to the target number contained in the file so as to carry out number early warning.

8. A number processing apparatus, characterized in that the apparatus comprises:

the first determining module is configured to determine an initial identification number from a plurality of numbers to be identified according to basic attribute information of the numbers to be identified; the basic attribute information represents information associated with the account of the number to be identified;

the second determining module is configured to determine a suspected number from the initial identification number according to a plurality of pieces of position information contained in the position information set of the initial identification number; the position information represents information obtained by positioning the initial identification number in the using process;

and the third determining module is configured to determine a target number containing characteristic information from the suspected number according to the call data of the suspected number.

9. An electronic device, comprising:

one or more processors;

storage means for storing one or more programs that, when executed by the electronic device, cause the electronic device to implement the number processing method according to any one of claims 1 to 7.

10. A computer-readable medium, on which a computer program is stored, which, when being executed by a processor, carries out a number processing method according to any one of claims 1 to 7.