CN109993644A - A kind of portrait determines method, apparatus, electronic equipment and storage medium - Google Patents

A kind of portrait determines method, apparatus, electronic equipment and storage medium Download PDF

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Publication number
CN109993644A
CN109993644A CN201711476904.1A CN201711476904A CN109993644A CN 109993644 A CN109993644 A CN 109993644A CN 201711476904 A CN201711476904 A CN 201711476904A CN 109993644 A CN109993644 A CN 109993644A
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enterprise
label
industry
concerning taxes
portrait
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刘丹
郭宏
潘竞旭
田宜喜
谢宇
张玉魁
陈荣兴
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Aisino Corp
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/25Integrating or interfacing systems involving database management systems
    • G06F16/254Extract, transform and load [ETL] procedures, e.g. ETL data flows in data warehouses
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28Databases characterised by their database models, e.g. relational or object models
    • G06F16/284Relational databases
    • G06F16/285Clustering or classification
    • GPHYSICS
    • 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
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0635Risk analysis of enterprise or organisation activities
    • GPHYSICS
    • 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
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/12Accounting
    • G06Q40/123Tax preparation or submission

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Abstract

The invention discloses a kind of portraits to determine method, apparatus, electronic equipment and storage medium, the described method includes: being directed to enterprise to be drawn a portrait, obtain the tax data of enterprise described in taxation informatization system, and obtain the management data of enterprise described in internet, wherein the tax data of the enterprise includes the essential information of the enterprise, sales invoice information, income invoice information, and the management data includes the online sale information of enterprise;According to the tax data of the enterprise, generate the concerning taxes essential information label of enterprise, and according to the tax data of the management data of the enterprise and the enterprise, judge whether the consumption sum of the enterprise matches with the pin item taxable amount of the enterprise, and according to whether matching, generates the first concerning taxes risk label;According to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, the portrait of the enterprise is determined.Provide a kind of scheme that can describe business taxation image really, comprehensively.

Description

A kind of portrait determines method, apparatus, electronic equipment and storage medium
Technical field
Method, apparatus, electronic equipment are determined the present invention relates to technical field of data processing more particularly to a kind of portrait and are deposited Storage media.
Background technique
Main body of the enterprise as socio-economic activity, is related to the every aspect of socio-economic development, the production with people It lives closely bound up, but with the development of enterprise, business event is constantly expanded, the concerning taxes behavior of enterprise is more and more extensive, Also more and more hidden, due to sign receive two-sided information asymmetry, the true of an enterprise can not have been understood from single tax system Real image.By taking a special dining room as an example, on the internet, the dining room star is high, well received, and having dinner daily need to the row of reservation Message is monthly judged for tens of thousands of by team.But in tax system, dining room volume of paying taxes is very low, the number with the dining room on internet It is mismatched according to obvious, this status absolutely proves, by business taxation image described in single tax system and enterprise There is very big differences for true tax image, and the tax image of the enterprise described is not also comprehensive.
Therefore, it is badly in need of a kind of scheme that can comprehensively, really describe business taxation image, convenient for comprehensively, really understanding The tax image of enterprise.
Summary of the invention
The present invention provides a kind of portrait and determines method, apparatus, electronic equipment and storage medium, to solve in the prior art In the presence of problem untrue, incomplete to business taxation pictute.
The invention discloses a kind of portraits to determine method, which comprises
For enterprise to be drawn a portrait, the tax data of enterprise described in taxation informatization system is obtained, and is obtained in internet The management data of the enterprise, wherein the tax data of the enterprise include the essential information of the enterprise, sales invoice information, Income invoice information, the management data include the online sale information of enterprise;
According to the tax data of the enterprise, the concerning taxes essential information label of enterprise is generated, and according to the warp of the enterprise Seek data and the enterprise tax data, judge the enterprise consumption sum whether the pin item taxable amount with the enterprise Match, and according to whether matching, generates the first concerning taxes risk label;
According to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, the portrait of the enterprise is determined.
Further, the concerning taxes essential information label and the first concerning taxes risk label according to the enterprise, determines institute Before the portrait for stating enterprise, the method also includes:
By the tax data of the enterprise, identify whether the enterprise is small-scale taxpayer enterprise, if the enterprise Industry is small-scale taxpayer enterprise, whether is greater than preset consumption sum threshold value according to the consumption sum of the enterprise, determines institute It states whether enterprise meets general taxpayer's condition, and is determined as the first concerning taxes for whether the enterprise meets general taxpayer's condition Risk label.
Further, the concerning taxes essential information label and the first concerning taxes risk label according to the enterprise determines enterprise Before the portrait of industry, the method also includes:
According to the income invoice information and sales invoice information of the enterprise, the invoice exception information of the enterprise is determined, And according to the invoice exception information of the enterprise, the second concerning taxes risk label of the enterprise is determined;
The concerning taxes essential information label and the first concerning taxes risk label according to the enterprise, determines the portrait packet of enterprise It includes:
According to the concerning taxes essential information label of the enterprise, the first concerning taxes risk label and the second concerning taxes risk label, really The portrait of the fixed enterprise.
Further, the method also includes:
The concerning taxes risk model completed is trained according to concerning taxes risk label existing for the enterprise and in advance, determines the enterprise The concerning taxes risk class of industry.
Further, the process being trained in advance to the concerning taxes risk model includes:
For each sample companies in training set, according to the concerning taxes risk class of the enterprise, for sample companies presence Concerning taxes risk label add corresponding concerning taxes risk class label, the concerning taxes risk mark after concerning taxes risk class label will be added Label are input to concerning taxes risk model, are trained to concerning taxes risk model.
Further, described to be directed to enterprise to be drawn a portrait, the tax data of enterprise described in taxation informatization system is obtained, and After the management data for obtaining enterprise described in internet, according to the tax data of the enterprise, the concerning taxes for generating enterprise are basic Before information labels, the method also includes:
Tax data and management data to the enterprise carry out data cleansing and format conversion.
Further, the method also includes:
For industry to be drawn a portrait, the tax data of industry described in tax system is obtained, wherein the tax data of industry The tax data for the enterprise for including in essential information and industry including industry;
According to the tax data of the industry, the concerning taxes essential information label of the industry is determined, and according to the industry In include enterprise tax data and Trend Algorithm, the development trend of the pin item amount of money of the industry is determined, and according to described The development trend of the pin item amount of money of industry, determines the industry development label of the industry, wherein the industry development label includes Rapid growth industry, rapid decrease industry, stable development industry, beginning of a slump downturn in the business cycle;
According to the essential information label of the industry and develop label, determines the portrait of the industry.
Further, the method also includes:
For area to be drawn a portrait, tax data regional described in tax system is obtained, wherein the tax data in area The tax data for the enterprise for including in essential information and area including area;
According to the tax data in the area, the concerning taxes essential information label in the area is determined, and according to the area In include enterprise tax data and Trend Algorithm, the development trend of the pin item amount of money in the area is determined, and according to described The development trend of the pin item amount of money in area, determines the regional development label in the area, wherein the regional development label includes Rapid growth area, rapid decrease area, stable development area;
According to the essential information label in the area and develop label, determines the portrait in the area.
The invention discloses a kind of portrait determining device, described device includes:
Module is obtained, for obtaining the tax data of enterprise described in taxation informatization system for enterprise to be drawn a portrait, and Obtain internet described in enterprise management data, wherein the tax data of the enterprise include the enterprise essential information, Sales invoice information, income invoice information, the management data include the online sale information of enterprise;
Judge determining module, for the tax data according to the enterprise, generates the concerning taxes essential information label of enterprise, and According to the tax data of the management data of the enterprise and the enterprise, judge the enterprise consumption sum whether with the enterprise The pin item taxable amount of industry matches, and according to whether matching, generates the first concerning taxes risk label;
First portrait module, for the concerning taxes essential information label and the first concerning taxes risk label according to the enterprise, really The portrait of the fixed enterprise.
Further, the judgement determining module, is also used to the tax data by the enterprise, identifies that the enterprise is No is small-scale taxpayer enterprise, if the enterprise is small-scale taxpayer enterprise, the consumption sum according to the enterprise is It is no to be greater than preset consumption sum threshold value, determine whether the enterprise meets general taxpayer's condition, and by the enterprise whether Meet general taxpayer's condition and is determined as the first concerning taxes risk label.
Further, the judgement determining module is also used to income invoice information and sales invoice according to the enterprise Information determines the invoice exception information of the enterprise, and according to the invoice exception information of the enterprise, determines the of the enterprise Two concerning taxes risk labels;
The first portrait module, specifically for the concerning taxes essential information label according to the enterprise, the first concerning taxes risk Label and the second concerning taxes risk label, determine the portrait of the enterprise.
Further, described device further include:
First determining module trains for the concerning taxes risk label according to existing for the enterprise and in advance the concerning taxes wind completed Dangerous model determines the concerning taxes risk class of the enterprise.
Further, described device further include:
Training module, each sample companies for being directed in training set, according to the concerning taxes risk class of the enterprise, for this Concerning taxes risk label existing for sample companies adds corresponding concerning taxes risk class label, after addition concerning taxes risk class label Concerning taxes risk label be input to concerning taxes risk model, concerning taxes risk model is trained.
Further, described device further include:
Cleaning module, for the enterprise tax data and management data carry out data cleansing and format conversion.
Further, described device further include:
Second portrait module, for obtaining the tax data of industry described in tax system for industry to be drawn a portrait, The tax data of middle industry includes the tax data for the enterprise for including in the essential information and industry of industry;According to the industry Tax data determines the concerning taxes essential information label of the industry, and according to the tax data for the enterprise for including in the industry And Trend Algorithm, determine the development trend of the pin item amount of money of the industry, and become according to the development of the pin item amount of money of the industry Gesture determines the industry development label of the industry, wherein the industry development label includes rapid growth industry, rapid decrease row Industry, stable development industry, beginning of a slump downturn in the business cycle;According to the essential information label of the industry and develop label, determines the industry Portrait.
Further, described device further include:
Third portrait module, for being directed to area to be drawn a portrait, regional tax data described in acquisition tax system, The tax data in middle area includes the tax data for the enterprise for including in regional essential information and area;According to the area Tax data determines the concerning taxes essential information label in the area, and according to the tax data for the enterprise for including in the area And Trend Algorithm, determine the development trend of the pin item amount of money in the area, and become according to the development of the pin item amount of money in the area Gesture determines the regional development label in the area, wherein the regional development label includes rapid growth area, rapid decrease Area, stable development area;According to the essential information label in the area and develop label, determines the portrait in the area.
The invention discloses a kind of electronic equipment, comprising: processor, communication interface, memory and communication bus, wherein Processor, communication interface, memory complete mutual communication by communication bus;
Memory, for storing computer program;
Processor when for executing the computer program stored on memory, realizes any of the above-described method step Suddenly.
The invention discloses a kind of computer readable storage medium, calculating is stored in the computer readable storage medium Machine program, the computer program realize any of the above-described method and step when being executed by processor.
The invention discloses a kind of portraits to determine method, apparatus, electronic equipment and storage medium, which comprises needle The enterprise of portrait is treated, the tax data of enterprise described in taxation informatization system is obtained, and obtains enterprise described in internet Management data, wherein the tax data of the enterprise includes the essential information of the enterprise, sales invoice information, income invoice letter Breath, the management data includes the online sale information of enterprise;According to the tax data of the enterprise, the concerning taxes base of enterprise is generated This information labels, and according to the tax data of the management data of the enterprise and the enterprise, judge the sale gold of the enterprise Whether volume matches with the pin item taxable amount of the enterprise, and according to whether matching, generates the first concerning taxes risk label;According to The concerning taxes essential information label of the enterprise and the first concerning taxes risk label, determine the portrait of the enterprise.Due in the present invention In embodiment, for enterprise to be drawn a portrait, the tax data of enterprise in taxation informatization system is obtained, and obtain enterprise in internet Management data the concerning taxes essential information label of enterprise is generated according to the tax data of enterprise, and according to the management data of enterprise With the tax data of enterprise, judge whether the pin item amount of money of enterprise matches with the pin item taxable amount of enterprise, generates first and relate to Tax risk label determines the portrait of enterprise according to the first concerning taxes risk label of the concerning taxes essential information label of enterprise and enterprise, Ensure that the authenticity of the portrait of enterprise and comprehensive, provide it is a kind of comprehensively and the scheme of actual response business taxation image.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, 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 Some embodiments of invention for those of ordinary skill in the art without creative efforts, can be with It obtains other drawings based on these drawings.
Fig. 1 is a kind of portrait determination process schematic diagram provided in an embodiment of the present invention;
Fig. 2 is a kind of portrait configuration diagram provided in an embodiment of the present invention;
Fig. 3 is a kind of portrait determining device structural schematic diagram provided in an embodiment of the present invention;
Fig. 4 is a kind of electronic equipment schematic diagram provided in an embodiment of the present invention.
Specific embodiment
To make the objectives, technical solutions, and advantages of the present invention clearer, make below in conjunction with the attached drawing present invention into one Step ground detailed description, it is clear that described embodiment is only a part of the embodiments of the present invention, rather than whole implementation Example.Based on the embodiments of the present invention, obtained by those of ordinary skill in the art without making creative efforts Every other embodiment, shall fall within the protection scope of the present invention.
Embodiment 1:
Fig. 1 is a kind of portrait determination process schematic diagram provided in an embodiment of the present invention, which includes:
S101: for enterprise to be drawn a portrait, the tax data of enterprise described in taxation informatization system is obtained, and obtains interconnection The management data of enterprise described in net, wherein the tax data of the enterprise includes the essential information of the enterprise, sales invoice Information, income invoice information, the management data include the online sale information of enterprise.
The method of determination is drawn a portrait applied to electronic equipment by enterprise provided in an embodiment of the present invention, which can be hand The equipment such as machine, tablet computer, PC (PC), server.
Specifically, electronic equipment is to obtain the tax from taxation informatization system first using big data sampling instrument (Sqoop) Data, comprising: electronics bottom account, tax-supervise system, three phase of Golden Taxes library, and the tax data in the taxation informatization system that will acquire are deposited Into the correspondence table of Tool for Data Warehouse (hive) database.
In addition, electronic equipment can also obtain the management data of the enterprise in interconnection by web crawlers, preferably, because The data that web crawlers obtains all are non-structured data mostly, and the data that electronic equipment can get web crawlers are deposited In the correspondence table for storing up distributed data base (Hbase).In embodiments of the present invention, the tax of enterprise in taxation informatization system is obtained The process of the management data of enterprise is the prior art in data of being engaged in and internet, is not being repeated.
S102: according to the tax data of the enterprise, the concerning taxes essential information label of enterprise is generated, and according to the enterprise Management data and the enterprise tax data, judge whether the consumption sum of the enterprise pays taxes with the pin item of the enterprise The amount of money matches, and according to whether matching, generates the first concerning taxes risk label.
Specifically, after obtaining the tax data and management data of the enterprise wait draw a portrait, according to the essential information of the enterprise, The concerning taxes essential information label of the enterprise is determined, wherein the concerning taxes essential information label includes: taxpayer's title, taxpayer Whether identifier the affiliated tax authority, invoice type, film name, taxpayer's state, newly sets up enterprise, the income amount of money, input tax Volume, income Item Title, the pin item amount of money, tax amount of offset item, sales invoice number, sells item Item Title, is year-on-year income invoice number (amount of tax to be paid), on year-on-year basis (amount of money), ring ratio (amount of tax to be paid), ring ratio (amount of money), whether industry leading enterprise, whether industrial chain core enterprise, Whether foreign trade type enterprise, whether rapid growth enterprise, whether rapid decrease enterprise, whether stable development enterprise, whether periodically Enterprise etc.;And according to the online sale information and sales invoice information of the enterprise, consumption sum and the institute of the enterprise are determined The pin item taxable amount for stating enterprise, judge the enterprise consumption sum whether the pin item taxable amount phase with the enterprise Match, and according to whether matching, generates the first concerning taxes risk label, such as: it pays taxes gold if it does, generating consumption sum and pin item If volume matches label, mismatches, generates consumption sum and pin item taxable amount mismatches label.
S103: according to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, the enterprise is determined Portrait.
In the electronic device, it is also provided with the enterprise's tag control page being managed for label of the user to enterprise, is used Family can carry out the definition of label by the page, such as define the calculating that concrete meaning, data source, the label of label generate Journey etc., and the operation such as can be increased label, delete, modify by the page.User can also pass through enterprise's label tube The page is managed, the level relation belonging to each label between principal classes, label is set and relationship is showed to the tree-shaped of label, Electronic equipment can level relation according to belonging to each label of user setting between principal classes, label and to label It is tree-shaped show relationship, with the label of tree-like storage enterprise to be drawn a portrait, and then determine the portrait of the enterprise.
Due in embodiments of the present invention, for enterprise to be drawn a portrait, obtaining the tax number of enterprise in taxation informatization system According to, and the management data of enterprise in internet is obtained, according to the tax data of enterprise, generate the concerning taxes essential information mark of enterprise Label, and according to the tax data of the management data of enterprise and enterprise, judge enterprise the pin item amount of money whether the pin Xiang Na with enterprise Tax volume matches, and the first concerning taxes risk label is generated, according to the first concerning taxes of the concerning taxes essential information label of enterprise and enterprise Risk label determines the portrait of enterprise, ensure that the authenticity of the portrait of enterprise and comprehensive, provides a kind of comprehensively and true React the scheme of business taxation image.
Embodiment 2:
In addition, on the basis of the above embodiments, in embodiments of the present invention, the concerning taxes according to the enterprise are basic Information labels and the first concerning taxes risk label, before the portrait for determining the enterprise, the method also includes:
By the tax data of the enterprise, identify whether the enterprise is small-scale taxpayer enterprise, if the enterprise Industry is small-scale taxpayer enterprise, whether is greater than preset consumption sum threshold value according to the consumption sum of the enterprise, determines institute It states whether enterprise meets general taxpayer's condition, and is determined as the first concerning taxes for whether the enterprise meets general taxpayer's condition Risk label.
In addition, further include in the tax data of enterprise enterprise whether be small-scale taxpayer enterprise information, if electronics It is small-scale taxpayer enterprise that equipment, which recognizes the enterprise, electronic equipment can also according to the consumption sum of the enterprise whether Greater than preset consumption sum threshold value;Wherein the preset consumption sum threshold value is the pin for needing to meet according to general taxpayer It sells what the amount of money determined, determines whether the enterprise meets general taxpayer's condition, and generally pay taxes whether the enterprise meets People's condition is determined as the first concerning taxes risk label.
Electronic equipment determines the enterprise according to the concerning taxes essential information label and the first concerning taxes risk label of the enterprise Portrait, wherein the first concerning taxes risk label, the consumption sum for whether meeting general taxpayer's condition and enterprise comprising enterprise are The no pin item taxable amount with the enterprise matches.
Embodiment 3:
It is comprehensive in order to guarantee to draw a portrait to enterprise, it is on the basis of the above embodiments, in embodiments of the present invention, described According to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, before the portrait for determining enterprise, the method Further include:
According to the income invoice information and sales invoice information of the enterprise, the invoice exception information of the enterprise is determined, And according to the invoice exception information of the enterprise, the second concerning taxes risk label of the enterprise is determined;
The concerning taxes essential information label and the first concerning taxes risk label according to the enterprise, determines the portrait packet of enterprise It includes:
According to the concerning taxes essential information label of the enterprise, the first concerning taxes risk label and the second concerning taxes risk label, really The portrait of the fixed enterprise.
Specifically, in embodiments of the present invention, electronic equipment can also income invoice information and sales invoice to enterprise Information is analyzed, and determines the invoice exception information of enterprise, and by invoice exception information existing for enterprise, is determined as the of enterprise Two concerning taxes risk labels, wherein the invoice exception information include: staple commodities purchase and sale mismatch, general merchandise purchase and sale not Match, it is potential write out falsely, this month is received and issues, frequent booking, non-normal hours are issued, top volume is issued, put both ends of the production process, the amount of money outside the province Uprush, the deduction of abnormal voucher, account sales is abnormal, credit note is abnormal, invoice concentrate cancel it is abnormal, abnormal cancel, hair out of control Ticket, simply impose it is preferential write out falsely, levy and refund is write out falsely, difference taxation is write out falsely, export enterprise writes out falsely), (declare the abnormal letter of behavior Breath, such as: whether the beginning declare, whether the end of term declare, whether declare not in time, whether declare it is abnormal, whether burden of taxation it is normal, whether Burden of taxation is bigger than normal, whether burden of taxation is less than normal) (information of taxpaying credit, such as: whether taxpayer's tax registration sound, tax declaration whether In time, whether account book credential management standardizes, whether tax payment is timely, whether violates the laws on tax collection, whether by administrative regulation Behavior processing etc..In embodiments of the present invention according to income invoice information and sales invoice information, determine that invoice exception information is The prior art is not being repeated.
Embodiment 4:
For the ease of improving the determining efficiency of portrait with accurately, on the basis of the various embodiments described above, implement in the present invention It is described to be directed to enterprise to be drawn a portrait in example, the tax data of enterprise described in taxation informatization system is obtained, and obtain in internet After the management data of the enterprise, according to the tax data of the enterprise, before the concerning taxes essential information label for generating enterprise, The method also includes:
Tax data and management data to the enterprise carry out data cleansing and format conversion.
Specifically, to tax data, being managed after electronic equipment obtains the tax data of the enterprise wait draw a portrait, management data Data carry out data warehouse (ELT) cleaning operation, remove lengthy and jumbled and unrelated with label data, and non-structured data are turned The data of structuring are changed to, stores into the corresponding ELT table of Hive, tax data, management data is obtained convenient for electronic equipment It takes and analyzes.In embodiments of the present invention, carrying out data cleansing and format conversion to tax data and management data is existing skill Art is not being repeated.
Preferably, electronic equipment treats the tax data of the enterprise of portrait and management data carries out data cleansing and format turns After alternatively, can also tax data to the enterprise and management data is summarized and insertion operation, such as: to the income of enterprise Polymerization calculating is carried out with sales invoice data, calculate total sales volume whithin a period of time and buys volume, calculates a certain article Sales volume buys volume etc.;The information of enterprise is carried out to summarize the dimension table for generating enterprise and true table, wherein the dimension table Including dimensions such as industry, the tax authority, taxpayer's basic information, commodity code, region, times;True table is used to store enterprise The magnitude of the transaction fact and dimension, including income invoice fact table, sales invoice fact table, invoice sell true table, invoice Ticket fact table, voided check fact table, credit note fact table etc..
Embodiment 5:
Enterprise's concerning taxes risk is supervised for the ease of revenue department, on the basis of the various embodiments described above, in this hair In bright embodiment, the method also includes:
The concerning taxes risk model completed is trained according to concerning taxes risk label existing for the enterprise and in advance, determines the enterprise The concerning taxes risk class of industry.
In embodiments of the present invention, the process being trained in advance to the concerning taxes risk model includes:
For each sample companies in training set, according to the concerning taxes risk class of the enterprise, for sample companies presence Concerning taxes risk label add corresponding concerning taxes risk class label, the concerning taxes risk mark after concerning taxes risk class label will be added Label are input to concerning taxes risk model, are trained to concerning taxes risk model.
Wherein, the concerning taxes risk label of the enterprise includes the first concerning taxes risk label and the second concerning taxes risk mark of enterprise Label.
In embodiments of the present invention, the concerning taxes of the sample companies of a large amount of known concerning taxes risk class are preserved in training set Risk label, according to the concerning taxes risk class of each sample companies in training set, for concerning taxes risk existing for the sample companies Label adds corresponding concerning taxes risk class label, and the concerning taxes risk label after addition concerning taxes risk class label is input to and is related to Tax risk model is trained concerning taxes risk model.In embodiments of the present invention, calculation concerning taxes risk model being trained Method can be using Cluster Classification (Mahout) algorithm, extreme learning machine (Extreme Learning Machine, ELM) algorithm etc. It realizes.Specifically, the process being trained to concerning taxes risk model belongs to the prior art, in embodiments of the present invention, not into Row repeats.
After the completion of the training of concerning taxes risk model, the concerning taxes risk model that training is completed can exist according to the enterprise of input Concerning taxes risk label, it is corresponding for enterprise output as a result, the i.e. enterprise concerning taxes risk class.Revenue department can root According to the concerning taxes risk class of the enterprise, the enterprise high to concerning taxes risk class is monitored, and escapes to predict to walking for enterprise.
Embodiment 6:
Know for the ease of the state of development to industry, on the basis of the various embodiments described above, implements in the present invention In example, the method also includes:
For industry to be drawn a portrait, the tax data of industry described in tax system is obtained, wherein the tax data of industry The tax data for the enterprise for including in essential information and industry including industry;
According to the tax data of the industry, the concerning taxes essential information label of the industry is determined, and according to the industry In include enterprise tax data and Trend Algorithm, the development trend of the pin item amount of money of the industry is determined, and according to described The development trend of the pin item amount of money of industry, determines the industry development label of the industry, wherein the industry development label includes Rapid growth industry, rapid decrease industry, stable development industry, beginning of a slump downturn in the business cycle;
According to the essential information label of the industry and develop label, determines the portrait of the industry.
Specifically, being directed to industry to be drawn a portrait, electronic equipment can be according to the tax for all enterprises for including in the sector Data determine the pin item amount of money for each enterprise for including in the sector, and then determine the pin item amount of money of the sector, according to the sector The pin item amount of money and Trend Algorithm, determine the sector pin the item amount of money development trend, determine whether the sector is periodical row Industry, and the development trend of the pin item amount of money according to the sector, determine whether the sector is rapid growth industry or rapid decrease row Industry or stable development industry so that it is determined that the industry industry development label, such as: the pin item amount of money balanced growth of the sector Rate is greater than 3 percent, determines that the sector is rapid growth industry, the pin item amount of money average growth rate of the sector is less than negative percentage Three, determine the sector be rapid decrease industry, the pin item amount of money average growth rate of the sector, in 3 percent and minus percent Between three, determine that the sector is stable development industry.Furthermore if cyclic fluctuation is presented in the pin item amount of money of the sector, such as should Industry is increased beyond percentage 30 in the relatively second quarter of the pin item amount of money of the annual third season, and fourth quarter sells the item amount of money compared with the The third quater declines 30 percent, determines that the sector is beginning of a slump downturn in the business cycle.
In addition, being directed to industry to be drawn a portrait, electronic equipment can also determine the sector according to the tax data of the sector Concerning taxes essential information label, wherein the concerning taxes essential information label of the industry includes: film name, industry code, industry door Class, industry major class, whether key monitoring industry, main upstream industry, major downstream industry, the total amount of taxpayer;Industry income The amount of money, industry income tax amount, industry income invoice number, the industry pin item amount of money, industry tax amount of offset item, industry sales invoice part Number;Industry income amount of money accounting, industry income ranking of sum of money, industry pin item amount of money accounting, industry pin item ranking of sum of money;Income gold Volume is year-on-year, income amount of money ring ratio, income tax amount are year-on-year, income tax amount accounting;Sell the year-on-year item amount of money, pin item amount of money ring ratio, pin item Year-on-year, tax amount of offset item accounting of the amount of tax to be paid etc..And according to the essential information label of the sector and develop label, determine the picture of the sector Picture.In embodiments of the present invention, determine that the basic information label of industry is the prior art according to the tax data of industry, no longer into Row repeats.
Revenue department can understand the state of development and development prospect of industry, to rapid growth row according to the portrait of industry Industry invests more, can also be according to the portrait of industry, for macro to the support in terms of rapid decrease industry offer policy See the assessment in advance, in thing, subsequent of economic policy.
Embodiment 7:
Know for the ease of the state of development to area, on the basis of the various embodiments described above, implements in the present invention In example, the method also includes:
For area to be drawn a portrait, tax data regional described in tax system is obtained, wherein the tax data in area The tax data for the enterprise for including in essential information and area including area;
According to the tax data in the area, the concerning taxes essential information label in the area is determined, and according to the area In include enterprise tax data and Trend Algorithm, the development trend of the pin item amount of money in the area is determined, and according to described The development trend of the pin item amount of money in area, determines the regional development label in the area, wherein the regional development label includes Rapid growth area, rapid decrease area, stable development area;
According to the essential information label in the area and develop label, determines the portrait in the area.
Specifically, being directed to area to be drawn a portrait, electronic equipment can be according to the tax for all enterprises for including in this area Data determine the pin item amount of money for each enterprise for including in this area, and then determine the pin item amount of money of this area, according to this area The pin item amount of money and Trend Algorithm, determine the development trend of the pin item amount of money of this area, and according to the pin item amount of money of this area Development trend determines whether this area is rapid growth area or rapid decrease area or stable development area, so that it is determined that institute State the regional development label in area.
In addition, being directed to area to be drawn a portrait, electronic equipment can also determine this area according to the tax data of this area Concerning taxes essential information label, wherein the concerning taxes essential information label of the industry includes: region name, area code, affiliated tax Be engaged in organ, tax authority's code, the total amount of taxpayer, the region income amount of money, region income tax amount, region income invoice number, Sell the item amount of money, region tax amount of offset item, region sales invoice number in region;Region income amount of money accounting, region income ranking of sum of money, Item amount of money accounting is sold in region, item ranking of sum of money is sold in region;The income amount of money is year-on-year, income amount of money ring ratio, income tax amount are year-on-year, income Amount of tax to be paid accounting;Sell the year-on-year item amount of money, pin item amount of money ring ratio, year-on-year, the tax amount of offset item accounting of tax amount of offset item etc..And according to this area Essential information label and development label, determine the portrait of this area.In embodiments of the present invention, the tax data according to area is true The basic information label in fixed area is the prior art, is no longer repeated.
Revenue department can understand the state of development and development prospect in area, to rapid growth according to the portrait in area Area invests more, can also be according to the portrait in area, for macro to the support in terms of rapid decrease area offer policy See the assessment in advance, in thing, subsequent of economic policy.
In addition, in embodiments of the present invention, the UI plug-in unit aggregate technology (EasyUI) based on jQuery can also be used Become to the development of the portrait, the portrait, regional portrait and enterprise corresponding concerning taxes risk class, industry and area of industry of enterprise Gesture is visualized.
Fig. 2 is a kind of portrait configuration diagram provided in an embodiment of the present invention, and data acquisition unit is from tax system and mutually The enterprise of the management data of the tax data of acquisition enterprise and enterprise, data cleansing unit and data warehouse unit to acquisition in networking The tax data and management data of industry are cleaned and are stored, and label generation unit is raw according to the label that tag control unit is formulated At the tax data of rule and enterprise, online sale information, predicts the development trend of enterprise and area, determine industry and area Development label, enterprise draw a portrait unit, industry portrait unit, area portrait unit, determine the portrait of enterprise, the portrait of industry, The portrait in area, concerning taxes risk profile unit preset the concerning taxes risk class of enterprise, unit are visualized, for enterprise Portrait, industry portrait, area portrait, enterprise concerning taxes risk class, industry and the development trend in area visualized It shows.
Embodiment 8:
Fig. 3 is a kind of portrait determining device structural schematic diagram provided in an embodiment of the present invention, which includes:
Module 31 is obtained, for obtaining the tax data of enterprise described in taxation informatization system for enterprise to be drawn a portrait, And the management data of enterprise described in internet is obtained, wherein the tax data of the enterprise includes the basic letter of the enterprise Breath, sales invoice information, income invoice information, the management data include the online sale information of enterprise;
Judge determining module 32, for the tax data according to the enterprise, generate the concerning taxes essential information label of enterprise, And according to the tax data of the management data of the enterprise and the enterprise, judge the enterprise consumption sum whether with it is described The pin item taxable amount of enterprise matches, and according to whether matching, generates the first concerning taxes risk label;
First portrait module 33, for the concerning taxes essential information label and the first concerning taxes risk label according to the enterprise, Determine the portrait of the enterprise.
The judgement determining module 32, is also used to the tax data by the enterprise, identifies whether the enterprise is small Whether scale tax payer enterprise is greater than if the enterprise is small-scale taxpayer enterprise according to the consumption sum of the enterprise Preset consumption sum threshold value, determines whether the enterprise meets general taxpayer's condition, and whether the enterprise is met one As persons eligible be determined as the first concerning taxes risk label.
Wherein, the judgement determining module 32 is also used to be believed according to the income invoice information and sales invoice of the enterprise Breath, determines the invoice exception information of the enterprise, and according to the invoice exception information of the enterprise, determine the second of the enterprise Concerning taxes risk label;
The first portrait module 33, specifically for concerning taxes essential information label, the first concerning taxes wind according to the enterprise Dangerous label and the second concerning taxes risk label, determine the portrait of the enterprise.
Described device further include:
First determining module 34 trains for the concerning taxes risk label according to existing for the enterprise and in advance the concerning taxes completed Risk model determines the concerning taxes risk class of the enterprise.
Described device further include:
Training module 35, for being according to the concerning taxes risk class of the enterprise for each sample companies in training set Concerning taxes risk label existing for the sample companies adds corresponding concerning taxes risk class label, will add concerning taxes risk class label Concerning taxes risk label afterwards is input to concerning taxes risk model, is trained to concerning taxes risk model.
Described device further include:
Cleaning module 36, for the enterprise tax data and management data carry out data cleansing and format conversion.
Described device further include:
Second portrait module 37, for obtaining the tax data of industry described in tax system for industry to be drawn a portrait, Wherein the tax data of industry includes the tax data for the enterprise for including in the essential information and industry of industry;According to the industry Tax data, determine the concerning taxes essential information label of the industry, and according to the tax number for the enterprise for including in the industry According to and Trend Algorithm, determine the industry pin the item amount of money development trend, and according to the industry pin the item amount of money development Trend determines the industry development label of the industry, wherein the industry development label includes rapid growth industry, rapid decrease Industry, stable development industry, beginning of a slump downturn in the business cycle;According to the essential information label of the industry and develop label, determines the row The portrait of industry.
Described device further include:
Third portrait module 38, for being directed to area to be drawn a portrait, regional tax data described in acquisition tax system, Wherein regional tax data includes the tax data for the enterprise for including in regional essential information and area;According to the area Tax data, determine the concerning taxes essential information label in the area, and according to the tax number for the enterprise for including in the area According to and Trend Algorithm, determine it is described area pin the item amount of money development trend, and according to it is described area pin the item amount of money development Trend determines the regional development label in the area, wherein the regional development label includes rapid growth area, rapid decrease Area, stable development area;According to the essential information label in the area and develop label, determines the portrait in the area.
Embodiment 9:
On the basis of the various embodiments described above, the embodiment of the invention also provides a kind of electronic equipment, as shown in figure 4, packet Include processor 401, communication interface 402, memory 403 and communication bus 404, wherein processor 401, communication interface 402 are deposited Reservoir 403 completes mutual communication by communication bus 404;
Memory 403, for storing computer program;
Processor 401 when for executing the computer program stored on memory 403, realizes following steps:
For enterprise to be drawn a portrait, the tax data of enterprise described in taxation informatization system is obtained, and is obtained in internet The management data of the enterprise, wherein the tax data of the enterprise include the essential information of the enterprise, sales invoice information, Income invoice information, the management data include the online sale information of enterprise;
According to the tax data of the enterprise, the concerning taxes essential information label of enterprise is generated, and according to the warp of the enterprise Seek data and the enterprise tax data, judge the enterprise consumption sum whether the pin item taxable amount with the enterprise Match, and according to whether matching, generates the first concerning taxes risk label;
According to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, the portrait of the enterprise is determined.
Above-mentioned mist, which calculates the communication bus 404 that equipment is mentioned, can be Peripheral Component Interconnect standard (Peripheral Component Interconnect, PCI) bus or expanding the industrial standard structure (Extended Industry Standard Architecture, EISA) bus etc..The communication bus 404 can be divided into address bus, data/address bus, control bus etc..For The communication being only used for a communication interface convenient for mark, in figure between above-mentioned mist calculating equipment and other equipment.
Memory 403 may include random access memory (Random Access Memory, RAM), also may include Nonvolatile memory (Non-Volatile Memory, NVM), for example, at least a magnetic disk storage.Optionally, memory It can also be that at least one is located remotely from the storage device of aforementioned processor.
Above-mentioned processor 401 can be general processor, including central processing unit (Central Processing Unit, CPU), interconnection network processor (Network Processor, NP) etc.;It can also be digital signal processor (Digital Signal Processing, DSP), specific integrated circuit (Application Specific Integrated Circuit, ASIC), field programmable gate array (Field-Programmable Gate Array, FPGA) or other programmable logic Device, discrete gate or transistor logic, discrete hardware components.
Embodiment 10:
A kind of computer readable storage medium is additionally provided on the basis of the various embodiments described above, in the embodiment of the present invention, Computer program is stored in the computer readable storage medium, the computer program is executed by processor following steps:
For enterprise to be drawn a portrait, the tax data of enterprise described in taxation informatization system is obtained, and is obtained in internet The management data of the enterprise, wherein the tax data of the enterprise include the essential information of the enterprise, sales invoice information, Income invoice information, the management data include the online sale information of enterprise;
According to the tax data of the enterprise, the concerning taxes essential information label of enterprise is generated, and according to the warp of the enterprise Seek data and the enterprise tax data, judge the enterprise consumption sum whether the pin item taxable amount with the enterprise Match, and according to whether matching, generates the first concerning taxes risk label;
According to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, the portrait of the enterprise is determined.
The invention discloses a kind of portraits to determine method, apparatus, electronic equipment and storage medium, which comprises needle The enterprise of portrait is treated, the tax data of enterprise described in taxation informatization system is obtained, and obtains enterprise described in internet Management data, wherein the tax data of the enterprise includes the essential information of the enterprise, sales invoice information, income invoice letter Breath, the management data includes the online sale information of enterprise;According to the tax data of the enterprise, the concerning taxes base of enterprise is generated This information labels, and according to the tax data of the management data of the enterprise and the enterprise, judge the sale gold of the enterprise Whether volume matches with the pin item taxable amount of the enterprise, and according to whether matching, generates the first concerning taxes risk label;According to The concerning taxes essential information label of the enterprise and the first concerning taxes risk label, determine the portrait of the enterprise.Due in the present invention In embodiment, for enterprise to be drawn a portrait, the tax data of enterprise in taxation informatization system is obtained, and obtain enterprise in internet Management data the concerning taxes essential information label of enterprise is generated according to the tax data of enterprise, and according to the management data of enterprise With the tax data of enterprise, judge whether the pin item amount of money of enterprise matches with the pin item taxable amount of enterprise, generates first and relate to Tax risk label determines the portrait of enterprise according to the first concerning taxes risk label of the concerning taxes essential information label of enterprise and enterprise, Ensure that the authenticity of the portrait of enterprise and comprehensive, provide it is a kind of comprehensively and the scheme of actual response business taxation image.
For systems/devices embodiment, since it is substantially similar to the method embodiment, so the comparison of description is simple Single, the relevent part can refer to the partial explaination of embodiments of method.
It should be understood by those skilled in the art that, embodiments herein can provide as method, system or computer program Product.Therefore, complete hardware embodiment, complete software embodiment or reality combining software and hardware aspects can be used in the application Apply the form of example.Moreover, it wherein includes the computer of computer usable program code that the application, which can be used in one or more, The computer program implemented in usable storage medium (including but not limited to magnetic disk storage, CD-ROM, optical memory etc.) produces The form of product.
The application is referring to method, the process of equipment (system) and computer program product according to the embodiment of the present application Figure and/or block diagram describe.It should be understood that every one stream in flowchart and/or the block diagram can be realized by computer program instructions The combination of process and/or box in journey and/or box and flowchart and/or the block diagram.It can provide these computer programs Instruct the processor of general purpose computer, special purpose computer, Embedded Processor or other programmable data processing devices to produce A raw machine, so that being generated by the instruction that computer or the processor of other programmable data processing devices execute for real The device for the function of being specified in present one or more flows of the flowchart and/or one or more blocks of the block diagram.
These computer program instructions, which may also be stored in, is able to guide computer or other programmable data processing devices with spy Determine in the computer-readable memory that mode works, so that it includes referring to that instruction stored in the computer readable memory, which generates, Enable the manufacture of device, the command device realize in one box of one or more flows of the flowchart and/or block diagram or The function of being specified in multiple boxes.
These computer program instructions also can be loaded onto a computer or other programmable data processing device, so that counting Series of operation steps are executed on calculation machine or other programmable devices to generate computer implemented processing, thus in computer or The instruction executed on other programmable devices is provided for realizing in one or more flows of the flowchart and/or block diagram one The step of function of being specified in a box or multiple boxes.
Although the preferred embodiment of the application has been described, it is created once a person skilled in the art knows basic Property concept, then additional changes and modifications can be made to these embodiments.So it includes excellent that the following claims are intended to be interpreted as It selects embodiment and falls into all change and modification of the application range.
Obviously, various changes and modifications can be made to the invention without departing from essence of the invention by those skilled in the art Mind and range.In this way, if these modifications and changes of the present invention belongs to the range of the claims in the present invention and its equivalent technologies Within, then the present invention is also intended to include these modifications and variations.

Claims (18)

1. a kind of portrait determines method, which is characterized in that the described method includes:
For enterprise to be drawn a portrait, the tax data of enterprise described in taxation informatization system is obtained, and is obtained described in internet The management data of enterprise, wherein the tax data of the enterprise includes the essential information of the enterprise, sales invoice information, income Invoice information, the management data include the online sale information of enterprise;
According to the tax data of the enterprise, the concerning taxes essential information label of enterprise is generated, and number is managed according to the enterprise According to the tax data with the enterprise, judge the enterprise consumption sum whether the pin item taxable amount phase with the enterprise Match, and according to whether matching, generates the first concerning taxes risk label;
According to the concerning taxes essential information label of the enterprise and the first concerning taxes risk label, the portrait of the enterprise is determined.
2. the method as described in claim 1, which is characterized in that described according to the concerning taxes essential information label of the enterprise and One concerning taxes risk label, before the portrait for determining the enterprise, the method also includes:
By the tax data of the enterprise, identify whether the enterprise is small-scale taxpayer enterprise, if the enterprise is Whether small-scale taxpayer enterprise is greater than preset consumption sum threshold value according to the consumption sum of the enterprise, determines the enterprise Whether industry meets general taxpayer's condition, and is determined as the first concerning taxes risk for whether the enterprise meets general taxpayer's condition Label.
3. method according to claim 1 or 2, which is characterized in that the concerning taxes essential information label according to the enterprise With the first concerning taxes risk label, before the portrait for determining enterprise, the method also includes:
According to the income invoice information and sales invoice information of the enterprise, the invoice exception information of the enterprise, and root are determined According to the invoice exception information of the enterprise, the second concerning taxes risk label of the enterprise is determined;
The concerning taxes essential information label and the first concerning taxes risk label according to the enterprise, determines that the portrait of enterprise includes:
According to the concerning taxes essential information label of the enterprise, the first concerning taxes risk label and the second concerning taxes risk label, institute is determined State the portrait of enterprise.
4. method as claimed in claim 3, which is characterized in that the method also includes:
The concerning taxes risk model completed is trained according to concerning taxes risk label existing for the enterprise and in advance, determines the enterprise Concerning taxes risk class.
5. method as claimed in claim 4, which is characterized in that the process packet being trained in advance to the concerning taxes risk model It includes:
For each sample companies in training set, according to the concerning taxes risk class of the enterprise, to be related to existing for the sample companies Tax risk label adds corresponding concerning taxes risk class label, and the concerning taxes risk label after addition concerning taxes risk class label is defeated Enter to concerning taxes risk model, concerning taxes risk model is trained.
6. the method as described in claim 1, which is characterized in that it is described to be directed to enterprise to be drawn a portrait, obtain taxation informatization system Described in enterprise tax data, and after obtaining the management data of enterprise described in internet, according to the tax of the enterprise Data, before the concerning taxes essential information label for generating enterprise, the method also includes:
Tax data and management data to the enterprise carry out data cleansing and format conversion.
7. the method as described in claim 1, which is characterized in that the method also includes:
For industry to be drawn a portrait, the tax data of industry described in tax system is obtained, wherein the tax data of industry includes The tax data for the enterprise for including in the essential information and industry of industry;
According to the tax data of the industry, the concerning taxes essential information label of the industry is determined, and wrap according in the industry The tax data and Trend Algorithm of the enterprise contained determine the development trend of the pin item amount of money of the industry, and according to the industry The pin item amount of money development trend, the industry development label of the industry is determined, wherein the industry development label includes quick Increase industry, rapid decrease industry, stable development industry, beginning of a slump downturn in the business cycle;
According to the essential information label of the industry and develop label, determines the portrait of the industry.
8. the method as described in claim 1, which is characterized in that the method also includes:
For area to be drawn a portrait, tax data regional described in tax system is obtained, wherein the tax data in area includes The tax data for the enterprise for including in the essential information in area and area;
According to the tax data in the area, the concerning taxes essential information label in the area is determined, and wrap according in the area The tax data and Trend Algorithm of the enterprise contained determine the development trend of the pin item amount of money in the area, and according to the area Pin the item amount of money development trend, determine the regional development label in the area, wherein the regional development label include quickly Increase area, rapid decrease area, stable development area;
According to the essential information label in the area and develop label, determines the portrait in the area.
9. a kind of portrait determining device, which is characterized in that described device includes:
Module is obtained, for being directed to enterprise to be drawn a portrait, obtains the tax data of enterprise described in taxation informatization system, and obtain The management data of enterprise described in internet, wherein the tax data of the enterprise includes the essential information of the enterprise, pin item Invoice information, income invoice information, the management data include the online sale information of enterprise;
Judge determining module, for the tax data according to the enterprise, generates the concerning taxes essential information label of enterprise, and according to The tax data of the management data of the enterprise and the enterprise, judge the enterprise consumption sum whether with the enterprise Pin item taxable amount matches, and according to whether matching, generates the first concerning taxes risk label;
First portrait module determines institute for the concerning taxes essential information label and the first concerning taxes risk label according to the enterprise State the portrait of enterprise.
10. device as claimed in claim 9, which is characterized in that the judgement determining module is also used to through the enterprise Tax data identifies whether the enterprise is small-scale taxpayer enterprise, if the enterprise is small-scale taxpayer enterprise, root Whether it is greater than preset consumption sum threshold value according to the consumption sum of the enterprise, determines whether the enterprise meets general taxpayer Condition, and it is determined as the first concerning taxes risk label for whether the enterprise meets general taxpayer's condition.
11. the device as described in claim 9 or 10, which is characterized in that the judgement determining module is also used to according to the enterprise The income invoice information and sales invoice information of industry, determine the invoice exception information of the enterprise, and according to the hair of the enterprise Ticket exception information determines the second concerning taxes risk label of the enterprise;
The first portrait module, specifically for concerning taxes essential information label, the first concerning taxes risk label according to the enterprise With the second concerning taxes risk label, the portrait of the enterprise is determined.
12. device as claimed in claim 11, which is characterized in that described device further include:
First determining module trains for the concerning taxes risk label according to existing for the enterprise and in advance the concerning taxes risk mould completed Type determines the concerning taxes risk class of the enterprise.
13. device as claimed in claim 12, which is characterized in that described device further include:
Training module, each sample companies for being directed in training set, according to the concerning taxes risk class of the enterprise, for the sample Concerning taxes risk label existing for enterprise adds corresponding concerning taxes risk class label, by relating to after addition concerning taxes risk class label Tax risk label is input to concerning taxes risk model, is trained to concerning taxes risk model.
14. device as claimed in claim 9, which is characterized in that described device further include:
Cleaning module, for the enterprise tax data and management data carry out data cleansing and format conversion.
15. device as claimed in claim 9, which is characterized in that described device further include:
Second portrait module obtains the tax data of industry described in tax system, wherein going for being directed to industry to be drawn a portrait The tax data of industry includes the tax data for the enterprise for including in the essential information and industry of industry;According to the tax of the industry Data, determine the concerning taxes essential information label of the industry, and according to the tax data for the enterprise for including in the industry and become Gesture algorithm determines the development trend of the pin item amount of money of the industry, and the development trend of the pin item amount of money according to the industry, really The industry development label of the fixed industry, wherein the industry development label include rapid growth industry, it is rapid decrease industry, steady Surely develop industry, beginning of a slump downturn in the business cycle;According to the essential information label of the industry and develop label, determines the picture of the industry Picture.
16. device as claimed in claim 9, which is characterized in that described device further include:
Third portrait module, for being directed to area to be drawn a portrait, regional tax data described in acquisition tax system, wherein The tax data in area includes the tax data for the enterprise for including in regional essential information and area;According to the tax in the area Data determine the concerning taxes essential information label in the area, and according to the tax data for the enterprise for including in the area and become Gesture algorithm determines the development trend of the pin item amount of money in the area, and the development trend of the pin item amount of money according to the area, really The regional development label in the fixed area, wherein the regional development label includes, rapid growth is regional, rapid decrease is regional, steady Fixed development area;According to the essential information label in the area and develop label, determines the portrait in the area.
17. a kind of electronic equipment characterized by comprising processor, communication interface, memory and communication bus, wherein place Device, communication interface are managed, memory completes mutual communication by communication bus;
Memory, for storing computer program;
Processor when for executing the computer program stored on memory, realizes any method of claim 1-8 Step.
18. a kind of computer readable storage medium, which is characterized in that be stored with computer in the computer readable storage medium Program realizes claim 1-8 any method and step when the computer program is executed by processor.
CN201711476904.1A 2017-12-29 2017-12-29 A kind of portrait determines method, apparatus, electronic equipment and storage medium Pending CN109993644A (en)

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