CN109118265A - Commercial circle determines method, apparatus and server - Google Patents

Commercial circle determines method, apparatus and server Download PDF

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Publication number
CN109118265A
CN109118265A CN201810678627.0A CN201810678627A CN109118265A CN 109118265 A CN109118265 A CN 109118265A CN 201810678627 A CN201810678627 A CN 201810678627A CN 109118265 A CN109118265 A CN 109118265A
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grid
trade company
commercial circle
people
stream
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袁承振
张德超
方鹏飞
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Advanced New Technologies Co Ltd
Advantageous New Technologies Co Ltd
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Alibaba Group Holding Ltd
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0204Market segmentation

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  • Data Mining & Analysis (AREA)
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  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The application provides a kind of commercial circle and determines method, apparatus and server.Wherein, this method comprises: target area is divided into multiple grids;Obtain the stream of people's data and trade company's quantity of each grid in the multiple grid;According to the stream of people's data and trade company's quantity of grid each in the multiple grid, the commercial circle in target area is determined.In the embodiment of the present application, by the stream of people's data and trade company's quantity that obtain each grid in target area respectively, and commercialization degree, the popularity situation of the reference information evaluation grid of two kinds of different dimensions of stream of people's data and trade company's quantity of comprehensive each grid, to accurately determine out the commercial circle in target area, to solve the problems, such as that market area partition error is big present in existing method, reference value is low, reach the technical effect that can automatic, efficiently, comprehensively mark off the commercial circle in target area.

Description

Commercial circle determines method, apparatus and server
Technical field
The application belongs to Internet technical field more particularly to a kind of commercial circle determines method, apparatus and server.
Background technique
When carrying out the market expansion to somewhere, it is often necessary to first analyze the specific state of trade in this area, mark off this The commercial circle region that commercialization degree is higher in area, popularity is more prosperous, so can targetedly select some commercial circle regions into The corresponding market expansion of row reaches preferable and expands effect to improve the dynamic pin of trade company.
Currently, in order to determine the commercial circle in somewhere, existing method is by technical staff itself mostly by the ground The cognition and experience in area manually mark off corresponding commercial circle region on the map of this area.
For example, determining method based on existing commercial circle, technical staff first can search this based on the cognition to this area Point centered on some relatively large commercial undertaking (such as the shopping center XXX) in area, further according to experience setting one A distance range is drawn as zone radius to be justified, then the region that the circle is covered is determined as a commercial circle.When the above method is implemented The cognition and experience for needing to rely on technical staff individual are easy to recognized and passed through due to different technologies personnel when dividing commercial circle The difference tested and there is difference.And it is also easy to generate error due to personal subjective idea when dividing, or even is also possible to Some peripheries can be omitted has the commercial undertaking of identification or the relatively small commercial circle of scale (for example away from XXX without for what Certain more inclined night market street of shopping center, position).Further, since the cognition of technical staff and experience are often limited, when institute is being divided The data information of foundation is also more unilateral, single, causes division to obtain business circles also comparatively coarse.For example, obtaining commercial circle May range it is excessive, or even contain half of city.This commercial circle is not often explanatory strong, and specific aim is not high, when in use, Reference value is also mutually lower.In summary, existing method when it is implemented, often exist divides that commercial circle error is big, reference value Low problem.
In view of the above-mentioned problems, currently no effective solution has been proposed.
Summary of the invention
The application is designed to provide a kind of commercial circle and determines method, apparatus and server, by obtaining target area respectively In each grid stream of people's data and trade company's quantity, and the ginseng of two kinds of different dimensions of stream of people's data and trade company's quantity of comprehensive grid Commercialization degree, the popularity situation for examining information evaluation grid, to accurately determine out the commercial circle in target area, to solve The problem that market area partition error is big present in existing method, reference value is low, reaching automatic, efficiently, comprehensively to mark off The technical effect of commercial circle in target area.
A kind of commercial circle provided by the present application determines that method, apparatus and server are achieved in that
A kind of commercial circle determines method, comprising: target area is divided into multiple grids;It obtains each in the multiple grid The stream of people's data and trade company's quantity of grid;According to the stream of people's data and trade company's quantity of grid each in the multiple grid, determine Commercial circle in target area.
A kind of commercial circle determining device, comprising: division module, for target area to be divided into multiple grids;Module is obtained, For obtaining the stream of people's data and trade company's quantity of each grid in the multiple grid;Determining module, for according to the multiple The stream of people's data and trade company's quantity of each grid, determine the commercial circle in target area in grid.
A kind of server, including processor and for the memory of storage processor executable instruction, the processor It is realized when executing described instruction and target area is divided into multiple grids;Obtain stream of people's number of each grid in the multiple grid According to trade company's quantity;According to the stream of people's data and trade company's quantity of grid each in the multiple grid, determine in target area Commercial circle.
A kind of computer readable storage medium, is stored thereon with computer instruction, and described instruction is performed realization for mesh Mark region division is multiple grids;Obtain the stream of people's data and trade company's quantity of each grid in the multiple grid;According to described The stream of people's data and trade company's quantity of each grid, determine the commercial circle in target area in multiple grids.
A kind of commercial circle provided by the present application determines method, apparatus and server, each in target area by obtaining respectively The stream of people's data and trade company's quantity of grid, and in summary two kinds of different dimensions of stream of people's data and trade company's quantity of each grid Reference information evaluates commercialization degree, the popularity situation of grid, to accurately determine out the commercial circle in target area, to solve The problem that market area partition error is big, reference value is low present in existing method, reaches automatic, efficient, comprehensively marks off The technical effect of commercial circle in target area.
Detailed description of the invention
In order to illustrate the technical solutions in the embodiments of the present application or in the prior art more clearly, to embodiment or will show below There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this The some embodiments recorded in application, for those of ordinary skill in the art, in the premise of not making the creative labor property Under, it is also possible to obtain other drawings based on these drawings.
Fig. 1 is that a kind of schematic diagram of method is determined using commercial circle provided by the embodiments of the present application in a Sample Scenario;
Fig. 2 is that a kind of schematic diagram of method is determined using commercial circle provided by the embodiments of the present application in a Sample Scenario;
Fig. 3 is that a kind of schematic diagram of method is determined using commercial circle provided by the embodiments of the present application in a Sample Scenario;
Fig. 4 is that a kind of schematic diagram of method is determined using commercial circle provided by the embodiments of the present application in a Sample Scenario;
Fig. 5 is the flow diagram that commercial circle provided by the embodiments of the present application determines method;
Fig. 6 is to determine that the another of method is illustrated using commercial circle provided by the embodiments of the present application in a Sample Scenario Figure;
Fig. 7 is to determine that the another of method is illustrated using commercial circle provided by the embodiments of the present application in a Sample Scenario Figure;
Fig. 8 is the structural schematic diagram of commercial circle determining device provided by the embodiments of the present application;
Fig. 9 is the structural schematic diagram of server provided by the embodiments of the present application.
Specific embodiment
In order to make those skilled in the art better understand the technical solutions in the application, below in conjunction with the application reality The attached drawing in example is applied, the technical scheme in the embodiment of the application is clearly and completely described, it is clear that described implementation Example is merely a part but not all of the embodiments of the present application.Based on the embodiment in the application, this field is common The application protection all should belong in technical staff's every other embodiment obtained without creative efforts Range.
In view of existing commercial circle determines the cognition that method needs technical staff to rely on itself to local state of trade mostly And correlation experience, artificial division go out the commercial circle region in target area.Due to people to the cognition of target area and itself Experience often has differences, and lead to different people often obtains different results when dividing the commercial circle in the same region.And Based on existing method, technical staff's dependent information when dividing commercial circle is also more unilateral, limited, causes to mark off commercial circle past Toward relatively rough, error is also relatively large, and then cause the commercial circle divided explanatory not strong, reference value is relatively It is low.In summary, existing method in the specific implementation, often has that market area partition error is big, reference value is low.Needle To the basic reason for generating the above problem, the application considers, target area first can be divided into multiple grids, then make with grid For the basic unit analyzed and determined, the trade company's quantity and stream of people's data of each grid in target area are obtained respectively, then are integrated The commercialization degree of the reference information evaluation grid of two kinds of different dimensions of stream of people's data and trade company's quantity of grid, according to grid Commercialization degree merges grid to determine the commercial circle in target area, to solve the mistake of market area partition existing for existing method Problem poor big, reference value is low reaches automatic, efficient, comprehensively marks off the technical effect of commercial circle in target area.
In a Sample Scenario, it can determine method Automatic-searching using commercial circle provided by the embodiments of the present application and divide Determine all commercial circle regions in the city A.
The Regional Manager (or region BD) of certain chain brand plans to select that some popularities are more prosperous, business journey in the city A It spends relatively high commercial circle region and opens up branch, to extend scale of operation, improve income.At this moment the Regional Manager needs portion to be directed to The market area partition result (such as commercial circle distribution map in the city A) in the city A is used as decision-making foundation, to select suitable position in the city A It sets (such as passenger flow is larger, the dynamic higher position of pin) and opens up branch.
Shown content refering to fig. 1, in order to obtain the above-mentioned market area partition for the city A as a result, can be first by the city A whole region It is divided into multiple grids.Wherein, each grid in multiple grids divided carries the characteristic information of grid respectively. The characteristic information of above-mentioned grid can specifically include the boundary position etc. of the identification information of grid, grid.Certainly, above-mentioned listed The characteristic information of the grid of act is intended merely to that the application embodiment is better described.When it is implemented, the feature of above-mentioned grid Information can also include the data that other describe grid search-engine.In this regard, the application is not construed as limiting.
Wherein, the identification information of above-mentioned grid can be understood as the label that a certain grid is indicated for distinguishing other grids, And the identification information of each grid is only corresponding with the grid.Specifically, can be in grid division, to each grid point Identification information with a number as the grid can also calculate separately generation one according to certain rules for each grid A unique identification information of the corresponding character string as grid.In this regard, the application is not construed as limiting.The boundary position of above-mentioned grid can With the boundary information being interpreted as in actual area corresponding to grid.Specifically, the boundary position of above-mentioned grid can be the net The coordinate information (for example, longitude parameter and latitude parameter of border vertices) etc. of border vertices in actual area corresponding to lattice.
Specifically, can use GEOHash algorithm, the city A domain is divided into the square net of multiple 100*100.When So, above-mentioned cited reseau-dividing algorithm, the size of mesh opening, the mesh shape that are divided all are a kind of schematical explanations.Tool When body is implemented, it can be carried out as the case may be with required precision selection using other algorithms, other size of mesh opening, mesh shape Grid dividing.In this regard, the application is not construed as limiting.
After the city A is divided into multiple grids, the people of each grid can be determined using grid as specific unit of analysis Gas situation and commercialization degree, and then found and determined in target area according to the popularity situation and commercialization degree of grid Commercial circle.
In the present embodiment, it should be noted that usually when determining commercial circle often the information dimensional comparison of foundation it is unilateral, It is single, or even rely primarily on manually cognition to some area and experience carries out subjective division, cause to divide Commercial circle is not explanatory strong, and reference value is not also high, is easy to appear mistake.For example, the net where Maoshan Mountain scenic spot in refering to fig. 1 Lattice.Stream of people's frequency in the grid is very high, but the region where the grid is actually scenic spot, and the trade company in the region also compares Less, commercialization degree is also poor, can not be used as commercial circle.It is by this it is found that if single with stream of people's frequency in region Commercial circle is determined as partitioning standards, may some flows of the people such as scenic spot are more, but nearby without what It divides to the zone errors of trade company's distribution and has done commercial circle.But in fact, this region is not real commercial circle, due to not having shape At a mature commercialized market environment, although flow of the people is higher, commercialization degree is lower, can bring company or quotient The benefit at family is in fact seldom.Just allow for above situation, further, commercial circle provided by the embodiments of the present application determine method with Grid is that unit combines stream of people's data (the popularity situation of instruction grid) and trade company's quantity (commercialization degree of instruction grid) The reference information of two dimensions, is analyzed and evaluated grid, accurately to determine the commercial circle in region.
Specifically, the stream of people's data and trade company's quantity of each grid in the city A can be obtained respectively;Further according to each grid Therapeutic Abortion and trade company's quantity evaluate the popularity situation and commercialization degree of each grid;Comprehensive each grid in popularity and The commercially evaluation result of two dimensions determines the commercial circle in the city A.
In the present embodiment, in order to obtain in more true, the accurate city A each grid stream of people's data, can first obtain Take preset time period (such as one day) server the network that user is sent by terminal devices such as mobile phones in the collected city A Interactive information (for example, payment information, location information, navigation information etc. that user sends to the network platform).Wherein, upper network is handed over Mutual information often can all carry position coordinates when user issues the information.Server can be to the acquired city A user's Network interaction information is parsed, and extraction obtains position coordinates entrained by each network interaction information, and then can be by network The position coordinates of interactive information are compared with the boundary position of each grid, determine network interaction information is specifically at which It is issued in region corresponding to grid, which is determined as to issue the network interaction information of the grid of the information. And each network interaction information is related with the activity of people in grid.For example, the network interaction information issued in a certain grid It is more, illustrate that the activity of people in the grid is more frequent, and then can speculate that the stream of people of the grid is relatively more.It is handed over based on network The above-mentioned relation of mutual information and the stream of people can calculate each net by counting the quantity of the network interaction information in each grid Stream of people's data in lattice.
For example, the quantity for counting the intraday network interaction information of a certain grid is 10000, according to preset ratio Example relationship, stream of people's data that the grid can be gone out with approximate calculation are 100 people.On the same day, the intraday network interaction of another grid The quantity of information is 5000, correspondingly, can determine that stream of people's data of the grid are 50 people.Certainly, above-mentioned cited meter The stream of people's data for calculating grid are that one kind schematically illustrates.When it is implemented, it can also be selected according to specific application scenarios His corresponding mode calculates stream of people's data of each grid.In this regard, the application is not construed as limiting.
In order to obtain trade company's quantity of each grid, it is embodied, can first obtains the feature letter of all trade companies in the city A Breath, wherein the characteristic information of above-mentioned trade company includes at least the location information for having trade company (such as where the number of trade company, trade company Longitude parameter and latitude parameter of position etc.);And then the boundary position of the location information of trade company and each grid can be carried out Compare, to determine grid corresponding to the region where trade company;Trade company in grid is counted again, obtains the quantity in grid.It needs It is noted that trade company's quantity in a grid is more, region corresponding to the usual grid is comparatively bustling, commercialization Degree is also relatively high.
For example, trade company's quantity of No.1 grid is 4, and trade company's quantity of No. two grids is 32, according to trade company's number of grid Amount, can determine that region corresponding to No. two grids is bustlinier relative to No.1 grid, commercialization degree is also relatively higher.
It, can be with stream of people's data of each grid in the city A has been determined after the stream of people's data and trade company's quantity of each grid With trade company's quantity as foundation, by grid economy model, automatic divide obtains the commercial circle in the city A.
For example, can be calculated according to default weight parameter each first according to stream of people's data of each grid and trade company's quantity The evaluation score of grid.Wherein, above-mentioned evaluation score can be used for overall merit grid popularity situation and commercialization degree.Usually Grid evaluation score in commercial circle is relatively high.Grid economy model is carried out further according to the evaluation score of each grid, determines the quotient in the city A Circle.Certainly, it should be noted that determine grid according to trade company's quantity of grid, stream of people's data of grid cited by above-mentioned Evaluation score, then carrying out grid economy model according to evaluation score is that one kind schematically illustrates.When it is implemented, it can also be used His mode carries out grid economy model according to stream of people's data of grid and trade company's quantity of grid.In this regard, the application is not construed as limiting.
It further, can be as shown in fig.2, owning from the city A in determining the city A after the evaluation score of each grid The highest grid of evaluation score is first filtered out in grid: No. 0 grid is used as starting net, and the point centered on No. 0 grid, Retrieve the upper left adjacent with No. 0 grid, go up, upper right, the right side, bottom right, under, the evaluation score of the grid of lower-left, a left side.Wherein, above-mentioned 8 The grid of a position corresponds respectively to No. 1 grid, No. 2 grids, No. 3 grids, No. 4 grids, No. 5 grids, No. 6 grids, No. 7 grids With No. 8 grids, corresponding evaluation score (such as 6 points) is respectively 1 point, 4 points, 5 points, 2 points, 3 points, 9 points, 8 points, 6 points.It will be above-mentioned The evaluation score of grid is compared with threshold score respectively, wherein evaluation score is greater than the grid of threshold score are as follows: No. 6 nets Lattice, No. 7 grids and No. 8 grids.And then No. 0 grid can be connected with No. 6 grids, No. 7 grids, No. 8 grids respectively.Further , then point search respectively can be with No. 6 grids, No. 7 grids, No. 8 centered on No. 6 grids, No. 7 grids, No. 8 grids respectively The connected grid of grid.As shown in fig.3, by taking No. 6 grids as an example, retrieve the upper left adjacent with No. 6 grids, go up, upper right, the right side, Bottom right, under, lower-left, a left side, and the evaluation score of grid searched not yet.Wherein, at above-mentioned 8 positions, and not by The grid of search is respectively No. 9 grids, No. 10 grids, No. 11 grids.Wherein, No. 9 grids, No. 10 grids, No. 11 grids are corresponding Evaluation score be respectively 5 points, 6 points, 7 points.The evaluation score of above three grid is compared with threshold score respectively, really Surely it is greater than the grid of threshold score are as follows: No. 10 grids, No. 11 grids.And then it can be by No. 6 grids and above-mentioned No. 10 grids, No. 11 Grid is connected.In a comparable manner can the grid again to 8 adjacent positions around No. 6 grids, No. 10 grids traverse, Until being greater than the grid of threshold score less than energy evaluation score until retrieving.In the same way, then respectively with No. 7 grids, 8 Point scans for centered on number grid, until being greater than the grid of threshold score less than evaluation score until retrieving.It is examined above-mentioned Region determined by the grid that rope is connected to is as commercial circle, so as to complete using No. 0 grid as the determination of the commercial circle of starting mesh.
Complete with No. 0 grid be starting mesh the delineation of commercial circle after, may further again in the city A it is remaining not It is confirmed as selecting the highest grid of evaluation score in the grid of commercial circle as starting mesh, and then can be according to same side Formula obtains second commercial circle, third commercial circle in the city A.It specifically can be refering to shown in Fig. 4.
After continuing the grid economy model more surveyed according to the method described above, until the remaining grid for being not determined as commercial circle In do not have evaluation score be greater than threshold score grid until, at this moment have been completed the division to all commercial circles in the city A, determination.
When it is implemented, can use depth-priority-searching method to improve the speed that above-mentioned grid economy model determines commercial circle (DFS algorithm) is polymerize the grid in the city A according to the evaluation score of grid each in the city A by way of traversal, is divided All commercial circles in the city A out.
After marking off the city A commercial circle, commercial circle place may further be determined according to the boundary position of the grid where commercial circle The longitude range and latitude scope of grid, so can according to the longitude range and latitude scope of the grid where above-mentioned commercial circle, It determines the physical extent of the commercial circle, and marks the physical boundary of the commercial circle.
In addition, can also go out mark out corresponding quotient dividing the commercial circle determined in order to facilitate Regional Manager's decision Information is enclosed, for example, the trademark quantity etc. in the trade company's quantity, commercial circle in commercial circle.It can be provided more for Regional Manager in this way Reference information abundant opens up branch to select suitable position from the commercial circle in the city A more accurately.
In another Sample Scenario, it is contemplated that the region famous brand name phase usually bustlinier, business degree is relatively high Compare more, i.e., the quantity of famous brand name is also one more important in region, for judge whether be commercial circle reference letter Breath.Therefore, when obtaining the characteristic information of trade company, the title of trade company can also be recorded simultaneously.That is, the feature of acquired trade company It further include the title for having trade company in information.And then after having counted trade company's quantity of each grid, each grid can also be counted The quantity of middle famous brand name.Specifically, a brand list can be preset.Wherein, record has satisfaction on the brand list The name of firm of the famous brand name of certain scale.And then it can will be remembered in the title of the trade company in each grid and brand list The title of record is matched, and counts the title of trade company and the matched trade company's quantity conduct of preset brand list in each grid The trademark quantity of the grid.In this way, when determining the evaluation score of each grid, can original grid stream of people's data, On the basis of trade company's quantity of grid, in conjunction with the trademark quantity of grid, the popularity situation and business of grid are evaluated more fully hereinafter Change degree.
Specifically, according to specific application scenarios, can neatly weigh trade company's number of stream of people's data of grid, grid It measures, the effect size of the trademark quantity of grid, corresponding weight is respectively set, and then can be by above three data weighting and work For the evaluation score of grid.For example, Regional Manager may more value the popularity of commercial circle, or more pay attention to the famous brand name of commercial circle Distribution situation, can suitably improve the weight of the trademark quantity of grid.In another example Regional Manager relatively values popularity feelings Condition can suitably improve the weight of stream of people's data of grid.It should be noted that for stream of people's data of grid, grid Trade company's quantity, trademark quantity weighted value the application of grid are not construed as limiting.
It is each in target area by obtaining respectively by above-mentioned Sample Scenario as it can be seen that commercial circle provided by the present application determines method The trade company's quantity and stream of people's data of a grid, and the reference letter of two kinds of different dimensions of stream of people's data and trade company's quantity of comprehensive grid Commercialization degree, the popularity situation of breath evaluation grid, to accurately determine out the commercial circle in target area, to solve existing The problem that market area partition error is big existing for method, reference value is low reaches automatic, efficient, comprehensively marks off target area In commercial circle technical effect.
Refering to Fig. 5, the embodiment of the present application provides a kind of commercial circle and determines method, wherein this method is applied particularly to be responsible for Automatic-searching determines the server of commercial circle.When it is implemented, this method may include the following contents:
S51: target area is divided into multiple grids.
In the present embodiment, above-mentioned grid specifically can be also possible to rectangular or triangular mesh etc. with rectangular mesh.It is right In the shape of grid, the application is not construed as limiting.
In the present embodiment, in order to reach higher precision, the higher ginseng that the commercial circle that the division for being obtains has Value is examined, and also to take into account treatment effeciency.Specific implementation, the size of above-mentioned grid can be set to 100*100.When So, it should be noted that the size of above-mentioned cited grid is that one kind schematically illustrates.When it is implemented, can also basis Concrete condition and required precision use other sizes as the size of above-mentioned grid.In this regard, the application is not construed as limiting.
In the present embodiment, above-mentioned that target area is divided into multiple grids, when it is implemented, can be understood as passing through GEOHash scheduling algorithm, by the map partitioning where target area at multiple grids.Wherein, each grid carries correspondence Marking the cell information and grid the characteristic informations such as boundary position.So as to it is subsequent can using a grid as analysis, determine Basic unit determines the commercial circle in target area by the analysis of popularity situation and commercialization degree to each grid.
S52: the stream of people's data and trade company's quantity of each grid in the multiple grid are obtained.
In the present embodiment, above-mentioned stream of people's data for each grid in multiple grids can specifically refer to preset time The quantity of the network interaction information of user in interior each net.In general, the grid interactive information of the more local user of the stream of people Quantity is also relatively more.In the present embodiment by obtaining and using the quantity of the network interaction information in each grid come table Levy in each grid to stream of people's data, to evaluate the popularity situation of each grid.
In the present embodiment, it is contemplated that bustlinier, the higher region of commercialization degree trade company's quantity also tends to more. Therefore, trade company's quantity in each grid has been counted when specific implementation, also more accurately to evaluate the commercialization of each grid Degree.
In the present embodiment, in the multiple grid of above-mentioned acquisition each grid stream of people's data and trade company's quantity, tool Body may include: to count the network interaction information in preset time in each grid according to the position coordinates of network interaction information Quantity, with stream of people's data of each grid of determination;According to the location information of trade company, trade company's quantity in each grid is counted.
S53: according to the stream of people's data and trade company's quantity of grid each in the multiple grid, the quotient in target area is determined Circle.
In the present embodiment, above-mentioned commercial circle specifically can be understood as popularity in target area is more prosperous, commercialization degree compared with High, more bustling region.
In the present embodiment, above-mentioned stream of people's data and trade company's quantity according to grid each in the multiple grid, really The commercial circle to set the goal in region, specifically can be understood as stream of people's data of each grid in integration objective region, the trade company of grid The human feelings situation and commercialization degree of the reference information evaluation grid of both different dimensions of quantity, and then certainly by grid economy model The dynamic commercial circle marked off in target area.
In the present embodiment, above-mentioned stream of people's data and trade company's quantity according to grid each in the multiple grid, really The commercial circle to set the goal in region, when it is implemented, may include: with stream of people's data of grid each in the multiple grid and quotient Foundation of the amount amount as grid economy model carries out grid economy model to the multiple grids in the target area divided;It is logical Grid economy model is crossed to obtain by the zone of convergency of multiple satisfactory grids connections to get to the commercial circle in target area.
In the present embodiment, by obtaining the trade company's quantity and stream of people's data of each grid in target area respectively, and it is comprehensive Close commercialization degree, the popularity feelings of the reference information evaluation grid of two kinds of different dimensions of stream of people's data and trade company's quantity of grid Condition, to accurately determine out the commercial circle in target area, to solve, market area partition error existing for existing method is big, refers to It is worth low problem, reaches automatic, efficient, comprehensively mark off the technical effect of commercial circle in target area.
In one embodiment, in the multiple grid of above-mentioned acquisition each grid stream of people's data, when it is implemented, It may comprise steps of:
S1: the network interaction information of user in preset time period region of interest within is obtained, wherein the network interaction information Carry position coordinates.
In the present embodiment, above-mentioned preset time period specifically can flexible setting as the case may be.For example, can incite somebody to action It is used as above-mentioned preset time period within one day, above-mentioned preset time period can also be used as by one week.For corresponding to preset time period Specific time span, the application are not construed as limiting.
In the present embodiment, the network interaction information of above-mentioned user is specifically appreciated that user and net in target area Network platform sends information exchange, the network interaction information recorded by the server of the network platform.For example, the use of target area Family is completed by the payment function of mobile phone and is paid on line, can send corresponding network payment information to the corresponding network platform, The location of user coordinate when server can recorde lower sending network payment information, and above-mentioned position coordinates will be carried Network interaction information of the network payment information as user.
In the present embodiment, above-mentioned position coordinates specifically can be user send network interaction information when the location of Information.Above-mentioned position coordinates specifically can be user send grid interactive information when the location of longitude and latitude information.
In the present embodiment, it should be noted that the quantity of the network interaction information in a region usually with the area There are positively related incidence relations for stream of people's data in domain.For example, the flow of the people in a region is higher, the collected region The quantity of network interaction information is also relatively more.It therefore, in the present embodiment, can be by being believed using the network interaction of grid The quantity of breath characterizes stream of people's data of grid, evaluates so as to the popularity situation to the network.
In one embodiment, above-mentioned network interaction information can specifically include at least one of: network payment letter Breath, network navigation information, network positioning information etc..Certainly, it should be noted that above-mentioned cited network interaction information is In order to which the application embodiment is better described.When it is implemented, other kinds of network can also be obtained as the case may be Information is as above-mentioned network interaction information.In this regard, the application is not construed as limiting.
S2: according to the position coordinates of each network interaction information and the boundary position of each grid, statistics is in The quantity of network interaction information in each grid.
In the present embodiment, above-mentioned according to the position coordinates of each network interaction information and the boundary of each grid Position, statistics obtain the quantity of the network interaction information in each grid, when it is implemented, may include: from being acquired Network interaction information in extract network interaction information position coordinates;By the position coordinates of network interaction information and each grid Boundary position be compared, using include network interaction information position coordinates grid adopting as the network interaction information Collect point, that is, determines that the network interaction information is the network interaction information of the grid;And then it can be obtained through statistics each grid In network interaction information quantity.
S3: according to the quantity of the network interaction information in each grid, each grid in the multiple grid is determined Stream of people's data.
In the present embodiment, the above-mentioned quantity according to the network interaction information in each grid, determines described more Stream of people's data of each grid in a grid, specifically can be understood as according to preset proportionate relationship, according to the net of each grid The quantity of network interactive information calculates corresponding grid stream of people data.For example, the number of a certain intraday network interaction information of grid Amount is 10000, and according to preset proportionate relationship 100/1, stream of people's data that the grid can be gone out with approximate calculation are 100 people.Together One day, the quantity of another intraday network interaction information of grid was 5000, correspondingly, stream of people's number of the grid can be determined According to for 50 people.Certainly, above-mentioned cited preset proportionate relationship is that one kind schematically illustrates.When it is implemented, for pre- If proportionate relationship specific value, the application is not construed as limiting.
In one embodiment, in the multiple grid of above-mentioned acquisition each grid trade company's quantity, when it is implemented, May include the following contents:
S1: the characteristic information of trade company in target area is obtained, wherein the characteristic information of the trade company, which includes at least, trade company Location information.
In the present embodiment, the location information of above-mentioned trade company specifically can be the number of trade company, be also possible to trade company Place position longitude parameter and latitude parameter.It is, of course, also possible to be that other can determine the geographical location where trade company Parameter information.For the particular content of the location information of above-mentioned trade company, the application is not construed as limiting.
In the present embodiment, the characteristic information of above-mentioned trade company can also wrap other than it may include the location information of trade company Other characteristic informations of trade company are included, for example, the title of trade company, the working group of trade company, scale of trade company etc..In this regard, this Shen It please be not construed as limiting.
S2: according to the location information of each trade company and the boundary position of each grid, statistics is obtained in each grid In trade company's quantity.
It in the present embodiment, can be with by the way that the location information of trade company to be compared with the boundary position of each grid Determine which grid each trade company is located among;And then the trade company's quantity that can be counted respectively in each grid obtains Trade company's quantity of grid.It should be noted that the commercialization degree or prosperity degree in a usual region are in trade company's quantity Positive correlation.For example, a region is bustlinier, commercialization degree is higher, and trade company's quantity in the corresponding region also can be more. Therefore, the commercialization degree of grid can be evaluated by trade company's quantity of each grid of determination.
In one embodiment, it is contemplated that when determining commercial circle, the famous brand name quantity in a region is often one A more important evaluation index.For example, the trade company of famous brand name is also relatively more in usually bustlinier business circles.Therefore, It may be incorporated into the trademark quantity of grid, stream of people's data of grid, trade company's quantity of grid, the brand of grid can be integrated in this way The reference informations such as quantity more accurately evaluate the popularity situation and commercialization degree of grid.
In one embodiment, when it is implemented, quotient can also be recorded simultaneously when obtaining the characteristic information of trade company The characteristic information of the title at family, i.e. acquired trade company further includes the title for having trade company;And then it can be by trade company in each grid Name of firm matched with preset brand list, and count trade company in each grid title and preset brand name Trademark quantity of single matched trade company's quantity as each grid.Wherein, above-mentioned preset brand list specifically can wrap containing Scale or the turnover are greater than the brand name of certain numerical value.When specific matching, the title of the trade company in grid can be distinguished It is compared with the brand name in above-mentioned preset brand list, to determine in grid with the presence or absence of more well-known brand quotient Family.
In one embodiment, in having calculated the multiple grid after the trademark quantity of each grid, Ke Yigen According to the stream of people's data and trade company's quantity of each grid in the multiple grid, the commercial circle in target area is determined.It in this way can be same When trade company's quantity of comprehensive grid, stream of people's data of grid, grid the more various dimensions such as trademark quantity reference information, it is more quasi- Really, the popularity situation and commercialization degree of grid are meticulously evaluated, and then can be determined in target area more accurately Commercial circle.
In one embodiment, above-mentioned stream of people's data and trade company's quantity according to grid each in the multiple grid, The commercial circle in target area is determined, when it is implemented, may include: stream of people's data according to grid each in the multiple grid With trade company's quantity, grid economy model is carried out, to determine the commercial circle in target area.I.e., it is possible to stream of people's data of grid and trade company Foundation of the quantity as grid economy model, in the target area divided multiple grids carry out grid economy model, thus obtain by The zone of convergency that multiple satisfactory grid connections, polymerization are formed, that is, define the commercial circle in target area.
In one embodiment, above-mentioned stream of people's data and trade company's quantity according to grid each in the multiple grid, Grid economy model is carried out, to determine the commercial circle in target area, when it is implemented, may include the following contents:
S1: from being not determined to select stream of people's data in the target area in the grid of commercial circle and trade company's quantity meets The grid of first preset requirement, as starting mesh.
S2: the point centered on the starting mesh is searched for and is connected stream of people's data and trade company's quantity meets second and presets It is required that grid, and the commercial circle for the region drawn a circle to approve after grid will be connected being determined as the target area.
It in the present embodiment, when it is implemented, can be according to the weight of trade company's quantity of stream of people's data and grid of grid Degree is wanted, if the first weight and the second weight, and then can be by the product of stream of people's data of grid and the first weight, the quotient of grid Mutually evaluation score of the adduction as grid of amount amount and the product of the second weight.Correspondingly, stream of people's data of the grid and Trade company's quantity, which meets the first preset requirement, can be understood as the evaluation score of grid more than or equal to first threshold.Wherein, it needs Bright, above-mentioned first weight, the second weight can be according to specific application scenarios flexible settings.Commercial circle is concerned about for example, comparing In popularity situation the numerical value of the first weight can be arranged more relatively large;Compare and is concerned about that the commercialization degree of commercial circle can be with The numerical value of second weight is arranged more relatively large.In addition, if the trademark quantity of grid is also obtained, correspondingly, may be used also Think the trademark quantity setting third weight of grid, and then can be with the product of stream of people's data of grid and the first weight, grid Mutually evaluation of the adduction as grid of trade company's quantity and the product of the product of the second weight, the trademark quantity of grid and third weight Score.
In the present embodiment, the stream of people's data and trade company's quantity of the grid meet the second preset requirement and can be understood as The evaluation score of grid is more than or equal to second threshold.Wherein, above-mentioned second threshold specifically can be the parameter less than first threshold, It is also possible to parameter identical with first threshold numerical value.
In the present embodiment, in order to comprehensively, completely find and determine commercial circle all in target area, can To carry out multiple grid economy model to target area in the manner described above.It, can be first from described when carrying out grid economy model each time It is not determined to select stream of people's data in the grid of commercial circle in target area and trade company's quantity meets the net of the first preset requirement Lattice;The point centered on the starting mesh again, searches for and connects stream of people's data and trade company's quantity meets the second preset requirement Grid, and the commercial circle for the region drawn a circle to approve after grid will be connected being determined as the target area;It to the last can not be again from institute It states and selects stream of people's data and trade company's quantity in the grid for being not determined to commercial circle in target area and meet the first preset requirement Until grid.
In one embodiment, when it is implemented, can be traversed in target area by depth-priority-searching method (DFS) Each grid carries out grid economy model, quickly and accurately to determine the commercial circle in target area.Certainly, it should be noted that it is above-mentioned Cited depth-priority-searching method is intended merely to that the application embodiment is better described.When it is implemented, as the case may be Other kinds of algorithm also can be used with required precision and traverse each grid progress grid economy model.In this regard, the application does not limit It is fixed.
In one embodiment, in order to further increase the efficiency of grid economy model, calculation amount is reduced, it is above-mentioned according to The stream of people's data and trade company's quantity of each grid in multiple grids carry out grid economy model, to determine the commercial circle in target area, tool When body is implemented, can also include: stream of people's data in multiple grids are deleted to be less than stream of people's threshold value, and/or, trade company's quantity is less than quantity The grid of threshold value;Grid economy model is carried out to the grid after deleting in multiple grids again, to determine the commercial circle in target area.In this way Can first be deleted before carrying out grid economy model be clearly not commercial circle grid, such as where grid where park or school Grid.Calculation amount can be reduced to avoid the data processing to the grid for being clearly not commercial circle in this way, reach and improve grid economy model effect The effect of rate.
In one embodiment, in the stream of people's data and trade company's quantity according to grid each in the multiple grid, into Row grid economy model, after determining the commercial circle in target area, the method can also include the following contents when being embodied: obtain Take the longitude range and latitude scope of the grid where commercial circle;By the longitude range and latitude scope of the grid where commercial circle, make For the physical extent of the commercial circle.Wherein, the longitude range of above-mentioned grid and latitude scope can be according to the boundary positions of grid It determines.The physics model for dividing the commercial circle determined can be accurately symbolized by the physical extent information using grid in this way It encloses.
In one embodiment, in the stream of people's data and trade company's quantity according to grid each in the multiple grid, really Behind the commercial circle to set the goal in region, the method is when it is implemented, can also include the following contents: retrieving the physics of the commercial circle Scale is greater than the building name of threshold value scale in range;It is greater than the building name of threshold value scale according to the scale, determines The commercial circle title.For example, as shown in fig.6, retrieving shopping mall in the physical extent of the commercial circle divided At this moment the name nominating of the commercial circle can be " silver Thailand's general merchandise commercial circle " by " silver Thailand general merchandise ".The physical extent of another commercial circle does not have Have and retrieve similar shopping center, but retrieve the title " Huimin snack street " of physical extent center a street, at this moment may be used With by the name nominating of the commercial circle be " Huimin snack street commercial circle ".
In one embodiment, in the stream of people's data and trade company's quantity according to grid each in the multiple grid, really Behind the commercial circle to set the goal in region, the method can also include the following contents: determine commercial circle shape;According to the commercial circle shape Shape determines commercial circle type.
In the present embodiment, it should be noted that commercial circle is usually formed by with the relatively large building such as shopping center In shape to show the shape to radiate around centered on some point, i.e., the shape of specific centre type commercial circle would generally It is rounded or oval.And for non-central type commercial circle, such as type commercial circle, commercial street, due to none scale it is king-sized in The heart is built to form radiation effects, often inherently builds distribution along cities such as street, roads, and then will form strip, compared with For long and narrow shape.Therefore, further, the shape feature of above-mentioned different types of commercial circle, training identification model can be extracted; And then the type of commercial circle can be identified according to the concrete shape of commercial circle by identification model.It can be as shown in fig.6, passing through knowledge Other model can analyze the concrete shape of commercial circle according to determined commercial circle, and then determine the type of commercial circle, so that user can be with Targeted business development preferably is carried out to different types of commercial circle according to the type of commercial circle.For example, analysis " Huimin snack The shape of street commercial circle " is long and narrow strip, can determine that the commercial circle is type commercial circle along the street by trained identification model, Rather than the commercial circle of centre type.And the shape for analyzing " silver Thailand's general merchandise commercial circle " is the circle from center to external radiation, by training Identification model can determine that the commercial circle is the commercial circle of centre type.The shape of analysis " impression city commercial circle " is approximately ellipse, It can determine that the commercial circle is also centre type commercial circle by trained identification model.
In one embodiment, in order to show more commercial circle information, in order to for user provide more fully, Similar reference data, as shown in fig.7, the method is when it is implemented, can also include the following contents: in the target area Commercial circle in mark commercial circle information, wherein the commercial circle information can specifically include: trade company's quantity in commercial circle title, commercial circle, Trademark quantity, commercial circle type in commercial circle etc..User can be clearer according to the commercial circle information marked in commercial circle in this way Ground hold arrive the commercial circle minutia, so as to more comprehensively, accurately carry out subsequent decision.Certainly, it needs to illustrate , above-mentioned cited commercial circle information is that one kind schematically illustrates.When it is implemented, may be incorporated into other commercial circles Characteristic information is labeled as above-mentioned commercial circle information.In this regard, the application is not construed as limiting.
Therefore commercial circle provided by the embodiments of the present application determines method, by obtaining each net in target area respectively The stream of people's data and trade company's quantity of lattice, and the reference information of two kinds of different dimensions of stream of people's data and trade company's quantity of comprehensive grid is commented Commercialization degree, the popularity situation of valence grid, to accurately determine out the commercial circle in target area, to solve existing method The problem that existing market area partition error is big, reference value is low reaches automatic, efficient, comprehensively marks off in target area The technical effect of commercial circle;Also by determining the trademark quantity of grid, and then trademark quantity, stream of people's data and the trade company of comprehensive grid Three kinds of reference informations of quantity determine commercial circle, further improve the accuracy and reference value of determined commercial circle;Also pass through utilization The method of grid economy model connects corresponding grid protocol commercial circle according to each grid popularity situation, commercialization degree etc. automatically, mentions High treatment effeciency.
Refering to Fig. 8, on software view, the embodiment of the present application also provides a kind of commercial circle determining device, the device is specific May include construction module below:
Division module 81 specifically can be used for for target area being divided into multiple grids;
Module 82 is obtained, specifically can be used for obtaining the stream of people's data and trade company's number of each grid in the multiple grid Amount;
Determining module 83 specifically can be used for stream of people's data and trade company's number according to grid each in the multiple grid Amount, determines the commercial circle in target area.
In one embodiment, the acquisition module 82 can specifically include following structural unit:
First acquisition unit specifically can be used for obtaining the network interaction letter of user in preset time period region of interest within Breath, wherein the network interaction information carries position coordinates;
First statistic unit specifically can be used for position coordinates and each grid according to each network interaction information Boundary position, statistics obtains the quantity of the network interaction information in each grid;
First determination unit specifically can be used for the quantity according to the network interaction information in each grid, determine Stream of people's data of each grid in the multiple grid.
In one embodiment, the network interaction information can specifically include at least one of: network payment letter Breath, network navigation information, network positioning information etc..Certainly, it should be noted that above-mentioned cited network interaction information is In order to which the application embodiment is better described.When it is implemented, may be incorporated into other kinds of information as the case may be As above-mentioned network interaction information.In this regard, the application is not construed as limiting.
In one embodiment, the acquisition module 82 can also include specifically following structural unit:
Second acquisition unit specifically can be used for obtaining the characteristic information of trade company in target area, wherein the trade company Characteristic information includes at least the location information for having trade company;
Second statistic unit specifically can be used for the boundary bit of the location information and each grid according to each trade company It sets, statistics obtains trade company's quantity in each grid.
In one embodiment, the determining module 83 can specifically include following structural unit:
Selecting unit specifically can be used for selecting the stream of people from the grid for being not determined to commercial circle in the target area Data and trade company's quantity meet the grid of the first preset requirement, as starting mesh;
Connection unit specifically can be used for the point centered on the starting mesh, searches for and connects stream of people's data and quotient Amount amount meets the grid of the second preset requirement, and is determined as the target area for the region drawn a circle to approve after grid is connected Commercial circle.
In one embodiment, described device can also include specifically physical extent determining module, for obtaining commercial circle The longitude range and latitude scope of the grid at place;And by the longitude range and latitude scope of the grid where commercial circle, as institute State the physical extent of commercial circle.
It should be noted that unit, device or module etc. that above-described embodiment illustrates, specifically can by computer chip or Entity is realized, or is realized by the product with certain function.For convenience of description, it describes to divide when apparatus above with function It is described respectively for various modules.Certainly, when implementing the application can the function of each module same or multiple softwares and/ Or realized in hardware, the module for realizing same function can also be realized by the combination of multiple submodule or subelement etc..More than Described Installation practice is only schematical, for example, the division of the unit, only a kind of logical function partition, There may be another division manner in actual implementation, such as multiple units or components may be combined or can be integrated into another System, or some features can be ignored or not executed.Another point, shown or discussed mutual coupling or direct coupling It closes or communication connection can be through some interfaces, the indirect coupling or communication connection of device or unit can be electrical property, mechanical Or other forms.
Commercial circle provided by the embodiments of the present application determines method, obtains each grid in target area respectively by obtaining module Trade company's quantity and stream of people's data, and pass through two kinds of different dimensions of stream of people's data and trade company's quantity of the comprehensive grid of determining module Reference information evaluates commercialization degree, the popularity situation of grid, to accurately determine out the commercial circle in target area, to solve The problem that market area partition error is big, reference value is low existing for existing method, reaches automatic, efficient, comprehensively marks off mesh Mark the technical effect of the commercial circle in region;The trademark quantity of grid, and then the brand of comprehensive grid are also determined by determining module Three kinds of quantity, stream of people's data and trade company's quantity reference informations determine commercial circle, further improve determined commercial circle accuracy and Reference value;Also by determining module using grid economy model method according to each grid popularity situation, commercialization degree etc. from The dynamic corresponding grid protocol commercial circle of connection, improves treatment effeciency.
The embodiment of the present application also provides a kind of server, including processor and for storage processor executable instruction Memory, the processor can be according to instruction execution following steps when being embodied: target area is divided into multiple grids; Obtain the stream of people's data and trade company's quantity of each grid in the multiple grid;According to the people of grid each in the multiple grid Flow data and trade company's quantity, determine the commercial circle in target area.
In order to more accurately complete above-metioned instruction, refering to Fig. 9, present invention also provides another specific services Device, wherein the server can specifically include processor 901, memory 902, and above structure is connected by Internal cable, with Just each structure can carry out specific data interaction.
Wherein, the processor 901 specifically can be used for for target area being divided into multiple grids;It obtains the multiple The stream of people's data and trade company's quantity of each grid in grid;According to stream of people's data of grid each in the multiple grid and trade company Quantity determines the commercial circle in target area.
The memory 902 specifically can be used for storing stream of people's data, described more of each grid in the multiple grid Trade company's quantity of each grid in a grid, and the corresponding instruction repertorie of storage.
In the present embodiment, the processor 901 can be implemented in any suitable manner.For example, processor can be with Take such as microprocessor or processor and storage can by (micro-) processor execute computer readable program code (such as Software or firmware) computer-readable medium, logic gate, switch, specific integrated circuit (Application Specific Integrated Circuit, ASIC), programmable logic controller (PLC) and the form etc. for being embedded in microcontroller.The application is not It limits.
In the present embodiment, the memory 902 may include many levels, in digital display circuit, as long as can save Binary data can be memory;In integrated circuits, the circuit with store function of a not no physical form Also memory, such as RAM, FIFO are;In systems, the storage equipment with physical form is also memory, such as memory bar, TF Card etc..
The embodiment of the present application also provides a kind of computer storage medium that method is determined based on above-mentioned commercial circle, the calculating Machine storage medium is stored with computer program instructions, is performed realization in the computer program instructions: target area is drawn It is divided into multiple grids;Obtain the stream of people's data and trade company's quantity of each grid in the multiple grid;According to the multiple grid In each grid stream of people's data and trade company's quantity, determine the commercial circle in target area.
In the present embodiment, above-mentioned storage medium includes but is not limited to random access memory (Random Access Memory, RAM), read-only memory (Read-Only Memory, ROM), caching (Cache), hard disk (Hard DiskDrive, ) or storage card (Memory Card) HDD.The memory can be used for storing computer program instructions.Network communication unit It can be according to standard setting as defined in communication protocol, for carrying out the interface of network connection communication.
In the present embodiment, the function and effect of the program instruction specific implementation of computer storage medium storage, can To compare explanation with other embodiment, details are not described herein.
Although this application provides the method operating procedure as described in embodiment or flow chart, based on conventional or noninvasive The means for the property made may include more or less operating procedure.The step of enumerating in embodiment sequence is only numerous steps One of execution sequence mode, does not represent and unique executes sequence.It, can when device or client production in practice executes To execute or parallel execute (such as at parallel processor or multithreading according to embodiment or method shown in the drawings sequence The environment of reason, even distributed data processing environment).The terms "include", "comprise" or its any other variant are intended to contain Lid non-exclusive inclusion, so that process, method, product or equipment including a series of elements are not only wanted including those Element, but also including other elements that are not explicitly listed, or further include for this process, method, product or equipment Intrinsic element.In the absence of more restrictions, be not precluded include the process, method of the element, product or There is also other identical or equivalent elements in person's equipment.The first, the second equal words are used to indicate names, and are not offered as any Specific sequence.
It is also known in the art that other than realizing controller in a manner of pure computer readable program code, it is complete Entirely can by by method and step carry out programming in logic come so that controller with logic gate, switch, specific integrated circuit, programmable Logic controller realizes identical function with the form for being embedded in microcontroller etc..Therefore this controller is considered one kind Hardware component, and the structure that the device for realizing various functions that its inside includes can also be considered as in hardware component.Or Person even, can will be considered as realizing the device of various functions either the software module of implementation method can be hardware again Structure in component.
The application can describe in the general context of computer-executable instructions executed by a computer, such as program Module.Generally, program module includes routines performing specific tasks or implementing specific abstract data types, programs, objects, group Part, data structure, class etc..The application can also be practiced in a distributed computing environment, in these distributed computing environments, By executing task by the connected remote processing devices of communication network.In a distributed computing environment, program module can To be located in the local and remote computer storage media including storage equipment.
As seen through the above description of the embodiments, those skilled in the art can be understood that the application can It realizes by means of software and necessary general hardware platform.Based on this understanding, the technical solution essence of the application On in other words the part that contributes to existing technology can be embodied in the form of software products, the computer software product It can store in storage medium, such as ROM/RAM, magnetic disk, CD, including some instructions are used so that a computer equipment (can be personal computer, mobile terminal, server or the network equipment etc.) executes each embodiment of the application or implementation Method described in certain parts of example.
Each embodiment in this specification is described in a progressive manner, the same or similar portion between each embodiment Dividing may refer to each other, and each embodiment focuses on the differences from other embodiments.The application can be used for crowd In mostly general or special purpose computing system environments or configuration.Such as: personal computer, server computer, handheld device or Portable device, laptop device, multicomputer system, microprocessor-based system, set top box, programmable electronics set Standby, network PC, minicomputer, mainframe computer, distributed computing environment including any of the above system or equipment etc..
Although depicting the application by embodiment, it will be appreciated by the skilled addressee that the application there are many deformation and Variation is without departing from spirit herein, it is desirable to which the attached claims include these deformations and change without departing from the application's Spirit.

Claims (16)

1. a kind of commercial circle determines method characterized by comprising
Target area is divided into multiple grids;
Obtain the stream of people's data and trade company's quantity of each grid in the multiple grid;
According to the stream of people's data and trade company's quantity of grid each in the multiple grid, the commercial circle in target area is determined.
2. the method according to claim 1, wherein obtaining stream of people's number of each grid in the multiple grid According to, comprising:
Obtain the network interaction information of user in preset time period region of interest within, wherein the network interaction information carries Position coordinates;
According to the position coordinates of each network interaction information and the boundary position of each grid, statistics is obtained in each net The quantity of network interaction information in lattice;
According to the quantity of the network interaction information in each grid, stream of people's number of each grid in the multiple grid is determined According to.
3. according to the method described in claim 2, it is characterized in that, the network interaction information includes at least one of: net Network payment information, network navigation information, network positioning information.
4. the method according to claim 1, wherein obtaining trade company's number of each grid in the multiple grid Amount, comprising:
Obtain the characteristic information of trade company in target area, wherein believe the position that the characteristic information of the trade company includes at least trade company Breath;
According to the location information of each trade company and the boundary position of each grid, statistics obtains the quotient in each grid Amount amount.
5. according to the method described in claim 4, it is characterized in that, the characteristic information of the trade company further includes the title of trade company, It is obtained after trade company's quantity in each grid in statistics, the method also includes:
The title and the matched trade company's quantity of preset brand list for counting the trade company in each grid, by the quotient in each grid The title at family and the matched trade company's quantity of preset brand list are determined as the trademark quantity of each grid in multiple grids;
According to the product of each grid in stream of people's data of grid each in the multiple grid and trade company's quantity, the multiple grid Board quantity determines the commercial circle in target area.
6. the method according to claim 1, wherein according to stream of people's data of grid each in the multiple grid With trade company's quantity, the commercial circle in target area is determined, comprising:
According to the stream of people's data and trade company's quantity of grid each in the multiple grid, grid economy model is carried out, to determine target area Commercial circle in domain.
7. according to the method described in claim 6, it is characterized in that, according to stream of people's data of grid each in the multiple grid With trade company's quantity, grid economy model is carried out, to determine the commercial circle in target area, comprising:
From be not determined to select stream of people's data in the target area in the grid of commercial circle and trade company's quantity to meet first pre- If it is required that grid, as starting mesh;
The point centered on the starting mesh, searches for and connects stream of people's data and trade company's quantity meets the net of the second preset requirement Lattice, and the commercial circle for the region drawn a circle to approve after grid will be connected being determined as in the target area.
8. according to the method described in claim 6, it is characterized in that, in stream of people's number according to grid each in the multiple grid According to trade company's quantity, carry out grid economy model, after determining the commercial circle in target area, the method also includes:
Obtain the longitude range and latitude scope of the grid where commercial circle;
Physical extent by the longitude range and latitude scope of the grid where commercial circle, as the commercial circle.
9. a kind of commercial circle determining device characterized by comprising
Division module, for target area to be divided into multiple grids;
Module is obtained, for obtaining the stream of people's data and trade company's quantity of each grid in the multiple grid;
Determining module determines target area for the stream of people's data and trade company's quantity according to grid each in the multiple grid In commercial circle.
10. device according to claim 9, which is characterized in that the acquisition module includes:
First acquisition unit, for obtaining the network interaction information of user in preset time period region of interest within, wherein the net Network interactive information carries position coordinates;
First statistic unit, for according to the position coordinates of each network interaction information and the boundary position of each grid, system Meter obtains the quantity of the network interaction information in each grid;
First determination unit determines the multiple grid for the quantity according to the network interaction information in each grid In each grid stream of people's data.
11. device according to claim 10, which is characterized in that the network interaction information includes at least one of: Network payment information, network navigation information, network positioning information.
12. device according to claim 9, which is characterized in that the acquisition module further include:
Second acquisition unit, for obtaining the characteristic information of trade company in target area, wherein the characteristic information of the trade company is at least Location information including trade company;
Second statistic unit, for counting everywhere according to the location information of each trade company and the boundary position of each grid Trade company's quantity in each grid.
13. device according to claim 9, which is characterized in that the determining module includes:
Selecting unit, for from being not determined to select stream of people's data and trade company's number in the grid of commercial circle in the target area Amount meets the grid of the first preset requirement, as starting mesh;
Connection unit is searched for and is connected stream of people's data and trade company's quantity and meet for the point centered on the starting mesh The grid of two preset requirements, and the commercial circle for the region drawn a circle to approve after grid will be connected being determined as in the target area.
14. device according to claim 9, which is characterized in that described device further includes physical extent determining module, is used for Obtain the longitude range and latitude scope of the grid where commercial circle;And by the longitude range of the grid where commercial circle and latitude model It encloses, the physical extent as the commercial circle.
15. a kind of server, including processor and for the memory of storage processor executable instruction, the processor is held The step of any one of claims 1 to 8 the method is realized when row described instruction.
16. a kind of computer readable storage medium is stored thereon with computer instruction, described instruction, which is performed, realizes that right is wanted The step of seeking any one of 1 to 8 the method.
CN201810678627.0A 2018-06-27 2018-06-27 Commercial circle determines method, apparatus and server Pending CN109118265A (en)

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Cited By (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109711950A (en) * 2019-01-18 2019-05-03 深圳壹账通智能科技有限公司 Recommended method, device, storage medium and the computer equipment of marketing product
CN110337063A (en) * 2019-05-31 2019-10-15 口碑(上海)信息技术有限公司 Target terminal user recognition methods, device, storage medium and computer equipment
CN110347938A (en) * 2019-07-12 2019-10-18 深圳众赢维融科技有限公司 Geographic information processing method, apparatus, electronic equipment and medium
CN110415012A (en) * 2019-06-05 2019-11-05 中国联合网络通信集团有限公司 Dynamic scene area determination method, device, equipment and readable storage medium storing program for executing
CN110443634A (en) * 2019-07-08 2019-11-12 阿里巴巴集团控股有限公司 The determination method, apparatus and server of the dispensing address of vending machine
CN111091409A (en) * 2019-10-31 2020-05-01 支付宝(杭州)信息技术有限公司 Client tag determination method and device and server
CN111091417A (en) * 2019-12-12 2020-05-01 拉扎斯网络科技(上海)有限公司 Site selection method and device
CN111127161A (en) * 2019-12-25 2020-05-08 青梧桐有限责任公司 Data processing method, system, electronic device and readable storage medium
CN111369284A (en) * 2020-03-03 2020-07-03 浙江网商银行股份有限公司 Target object type determination method and device
CN111428405A (en) * 2020-03-20 2020-07-17 北京百分点信息科技有限公司 Fine particle concentration simulation method and device, storage medium and electronic equipment
CN111582615A (en) * 2019-02-18 2020-08-25 中国科学院深圳先进技术研究院 Evaluation method and system based on LOGISTIC regression model
WO2020238303A1 (en) * 2019-05-31 2020-12-03 京东城市(北京)数字科技有限公司 Method and apparatus for identifying functional areas
CN114238384A (en) * 2022-02-24 2022-03-25 阿里云计算有限公司 Area positioning method, device, equipment and storage medium
CN114286284A (en) * 2021-12-01 2022-04-05 中国联合网络通信集团有限公司 Business circle grading method and device
CN114596040A (en) * 2022-05-09 2022-06-07 浙江口碑网络技术有限公司 Logistics area division method and device, storage medium and electronic equipment
CN114648372A (en) * 2022-05-23 2022-06-21 浙江口碑网络技术有限公司 Data processing method and device, storage medium and electronic equipment
CN117435790A (en) * 2023-11-09 2024-01-23 上海铁路房地产开发经营有限公司 Visual data analysis method and system

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Cited By (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109711950A (en) * 2019-01-18 2019-05-03 深圳壹账通智能科技有限公司 Recommended method, device, storage medium and the computer equipment of marketing product
CN111582615A (en) * 2019-02-18 2020-08-25 中国科学院深圳先进技术研究院 Evaluation method and system based on LOGISTIC regression model
CN110337063A (en) * 2019-05-31 2019-10-15 口碑(上海)信息技术有限公司 Target terminal user recognition methods, device, storage medium and computer equipment
WO2020238303A1 (en) * 2019-05-31 2020-12-03 京东城市(北京)数字科技有限公司 Method and apparatus for identifying functional areas
CN110415012A (en) * 2019-06-05 2019-11-05 中国联合网络通信集团有限公司 Dynamic scene area determination method, device, equipment and readable storage medium storing program for executing
CN110443634A (en) * 2019-07-08 2019-11-12 阿里巴巴集团控股有限公司 The determination method, apparatus and server of the dispensing address of vending machine
CN110347938A (en) * 2019-07-12 2019-10-18 深圳众赢维融科技有限公司 Geographic information processing method, apparatus, electronic equipment and medium
CN111091409A (en) * 2019-10-31 2020-05-01 支付宝(杭州)信息技术有限公司 Client tag determination method and device and server
CN111091417A (en) * 2019-12-12 2020-05-01 拉扎斯网络科技(上海)有限公司 Site selection method and device
CN111091417B (en) * 2019-12-12 2023-10-31 拉扎斯网络科技(上海)有限公司 Site selection method and device
CN111127161A (en) * 2019-12-25 2020-05-08 青梧桐有限责任公司 Data processing method, system, electronic device and readable storage medium
CN111369284B (en) * 2020-03-03 2023-08-15 浙江网商银行股份有限公司 Target object type determining method and device
CN111369284A (en) * 2020-03-03 2020-07-03 浙江网商银行股份有限公司 Target object type determination method and device
CN111428405B (en) * 2020-03-20 2023-07-07 北京百分点科技集团股份有限公司 Fine particulate matter concentration simulation method and device, storage medium and electronic equipment
CN111428405A (en) * 2020-03-20 2020-07-17 北京百分点信息科技有限公司 Fine particle concentration simulation method and device, storage medium and electronic equipment
CN114286284B (en) * 2021-12-01 2023-08-11 中国联合网络通信集团有限公司 Business circle grading method and device
CN114286284A (en) * 2021-12-01 2022-04-05 中国联合网络通信集团有限公司 Business circle grading method and device
CN114238384A (en) * 2022-02-24 2022-03-25 阿里云计算有限公司 Area positioning method, device, equipment and storage medium
CN114596040A (en) * 2022-05-09 2022-06-07 浙江口碑网络技术有限公司 Logistics area division method and device, storage medium and electronic equipment
CN114648372A (en) * 2022-05-23 2022-06-21 浙江口碑网络技术有限公司 Data processing method and device, storage medium and electronic equipment
CN117435790A (en) * 2023-11-09 2024-01-23 上海铁路房地产开发经营有限公司 Visual data analysis method and system

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