CN109145269A - A kind of automatic generating method and system of power grid fortune prison data analysis report - Google Patents
A kind of automatic generating method and system of power grid fortune prison data analysis report Download PDFInfo
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- CN109145269A CN109145269A CN201810680094.XA CN201810680094A CN109145269A CN 109145269 A CN109145269 A CN 109145269A CN 201810680094 A CN201810680094 A CN 201810680094A CN 109145269 A CN109145269 A CN 109145269A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/10—Text processing
- G06F40/166—Editing, e.g. inserting or deleting
- G06F40/186—Templates
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
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- G06F40/10—Text processing
- G06F40/12—Use of codes for handling textual entities
- G06F40/151—Transformation
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/10—Text processing
- G06F40/166—Editing, e.g. inserting or deleting
- G06F40/174—Form filling; Merging
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Abstract
The embodiment of the present invention provides the automatic generating method and system of a kind of power grid fortune prison data analysis report, and this method includes obtaining report template file, writes analysis and processing program based on R language；According to the analysis and processing program, the report template file is converted into markup language；The markup language is generated the report of specified format by invocation flags language transformation tool.The present invention is based on R language to write analysis and processing program, executes analysis and processing program, the report template file is converted to the markup language of Markdown format.Markup language is generated the report of specified format by invocation flags language transformation tool.The automation that the present invention realizes data analysis report generates.Conventional data analysis reports inefficiency, spends human and material resources, the present invention improves analysis efficiency, has saved human cost.
Description
Technical field
The present invention relates to the field of information management at grid company fortune prison center, more particularly to a kind of power grid fortune prison number
According to the automatic generating method and system of analysis report.
Background technique
Power grid enterprises fortune prison center by business department of power grid enterprises (such as: marketing, production, assets, operation monitoring etc.)
Relevant operation system data are uniformly collected, and carry out amalgamation alternate analysis according to business scenario demand, generate evaluation and refer to
Mark analysis report.Operation indicator defect can be found in time, instruct enterprise in operation layer aid decision.Above-mentioned operation system has
A large amount of static and multidate information, inconsistent, inaccurate, imperfect in these information are always puzzlement grid company fining
The problem of management.With the construction of various information system, the development of new business, mass data is poured in, so that power grid enterprises believe
The problem of ceasing quality it is more serious with it is urgent, do not grasp complete, accurate electrical network business information, the intelligent operation of power grid with manage
Reason is not just known where to begin.
In addition, all kinds of analysis report quantity based on data are also sharply increasing, existing data analysis report is write
Inefficiency.Manual analysis selective examination is usually taken, writes report, combines professional knowledge to carry out by hand data by business expert
Analysis, then imagineering consumes a large amount of human and material resources into report one by one each analysis result.
Summary of the invention
The present invention is to solve conventional data analysis to report that inefficiency, the defect spent human and material resources provide a kind of power grid
The automatic generating method and system of fortune prison data analysis report.
On the one hand, the present invention provides a kind of automatic generating method of power grid fortune prison data analysis report, comprising:
Report template file is obtained, analysis and processing program is write based on R language；
According to the analysis and processing program, the report template file is converted into markup language；
The markup language is generated the report of specified format by invocation flags language transformation tool.
Wherein, the method also includes:
Data verifying program is write based on R language, and according to the data verifying program, carries out power grid fortune prison business datum
Abnormality examine.
Wherein, described according to the analysis and processing program, the report template file is converted into markup language and is specifically wrapped
It includes:
The analysis and processing program is executed, the report template file is converted to the markup language of Markdown format.
Wherein, the report that the markup language generates specified format is included: by the invocation flags language transformation tool
Pandoc crossover tool is called, the markup language is generated to the report of specified format；
Wherein, the specified format includes docx, pdf and html.
Wherein, described according to the data verifying program, the abnormality for carrying out power grid fortune prison business datum examines specific packet
It includes:
Data verifying program is executed, the abnormality for calling machine learning model to carry out power grid fortune prison business datum is examined.
On the other hand, also a kind of automation of power grid fortune prison data analysis report of the present invention generates system, comprising:
It obtains module and analysis and processing program is write based on R language for obtaining report template file；
Conversion module, for according to the analysis and processing program, the report template file to be converted to markup language；
Report generation module is used for invocation flags language transformation tool, and the markup language is generated to the report of specified format
It accuses.
Wherein, the system also includes:
Correction verification module for writing data verifying program based on R language, and according to the data verifying program, carries out electricity
The abnormality of net fortune prison business datum is examined.
Wherein, the conversion module is specifically used for:
The analysis and processing program is executed, the report template file is converted to the markup language of Markdown format.
Wherein, the report generation module is specifically used for:
Pandoc crossover tool is called, the markup language is generated to the report of specified format；
Wherein, the specified format includes docx, pdf and html.
Wherein, the correction verification module is specifically used for:
Data verifying program is executed, the abnormality for calling machine learning model to carry out power grid fortune prison business datum is examined.
The automatic generating method and system of power grid fortune prison data analysis report provided in an embodiment of the present invention, are based on R language
Speech writes analysis and processing program, executes analysis and processing program, the report template file is converted to the mark of Markdown format
Remember language.Markup language is generated the report of specified format by invocation flags language transformation tool.The present invention realizes data analysis
The automation of report generates.Conventional data analysis reports inefficiency, spends human and material resources, and the present invention improves analysis efficiency,
Human cost is saved.
Detailed description of the invention
Fig. 1 is to be shown according to the automatic generating method process of power grid provided in an embodiment of the present invention fortune prison data analysis report
It is intended to；
Fig. 2 a is according to the schematic diagram provided in an embodiment of the present invention using 3- δ model analysis abnormal data；
Fig. 2 b is according to the schematic diagram provided in an embodiment of the present invention using local regression model analysis abnormal data；
Fig. 3 is the structure that the automation generation system of prison data analysis report is transported according to power grid provided in an embodiment of the present invention
Schematic diagram.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical solution in the embodiment of the present invention is explicitly described, it is clear that described embodiment is the present invention
One module embodiments, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art are not having
Every other embodiment obtained under the premise of creative work is made, shall fall within the protection scope of the present invention.
Fig. 1 is to be shown according to the automatic generating method process of power grid provided in an embodiment of the present invention fortune prison data analysis report
It is intended to.As shown in Figure 1, the automatic generating method of power grid fortune prison data analysis report includes:
Step 101: obtaining report template file, analysis and processing program is write based on R language；
Specifically, power grid fortune prison data analysis report refers to that the fortune of power grid enterprises supervises center for business department of power grid enterprises
(such as: marketing, production, assets, operation monitoring etc.) relevant operation system data are uniformly collected, are needed according to business scenario
It asks and carries out amalgamation alternate analysis, generate performance analysis report.By data analysis report, it can find that operation refers in time
Defect is marked, instructs enterprise in operation layer aid decision.
In the present embodiment, report template file is obtained from the database at power grid fortune prison center first.Wherein, report template
File includes two parts, is docx, pptx content template file and rmd format analysis report template file respectively.Based on R
Language writes analysis and processing program, and R is a kind of language and operating environment for statisticalling analyze, drawing.Including effective data
Function is stored and processed, array (especially matrix) computational operator of complete set possesses the data analysis work of integral framework
The powerful graphing capability provided, a set of perfect, simple, effective programming language are analyzed for data and shown to tool.
Step 102, according to the analysis and processing program, the report template file is converted into markup language；
In the present embodiment, above-mentioned analysis and processing program is executed, in conjunction with the content and format of report template file, will report mould
Plate file is converted to the markup language of Markdown format.Wherein, Markdown is that ordinary text editor can be used in one kind
The markup language write, by simply marking grammer, it can make plain text content have certain format.Markdown
It is a kind of lightweight markup language, people is allowed to write document using the plain text format that readability is easily write, is then converted into effectively
Extended formatting document.
Step 103, the markup language is generated the report of specified format by invocation flags language transformation tool.
In the present embodiment, the markup language of Markdown format is generated specified format by invocation flags language transformation tool
Report, realize data analysis report automation generate.
The automatic generating method of power grid fortune prison data analysis report provided in an embodiment of the present invention, is write based on R language
Analysis and processing program executes analysis and processing program, the report template file is converted to the markup language of Markdown format.
Markup language is generated the report of specified format by invocation flags language transformation tool.The present invention realizes data analysis report
Automation generates.Conventional data analysis reports inefficiency, spends human and material resources, and the present invention improves analysis efficiency, saves
Human cost.
On the basis of the above embodiments, the method also includes:
Data verifying program is write based on R language, and according to the data verifying program, carries out power grid fortune prison business datum
Abnormality examine.
Specifically, R is a kind of language and operating environment for statisticalling analyze, drawing.The present embodiment is based on R language and writes
Data verifying program executes data verifying program, and the abnormality for carrying out power grid fortune prison business datum is examined, and realizes power grid fortune prison
The automation abnormality of data verifies, and compared with the mode of traditional artificial analysis verification abnormal data, improves the inspection of abnormal data
Test efficiency.
On the basis of the various embodiments described above, in step 103, the invocation flags language transformation tool, by the label
The report of language generation specified format includes:
Pandoc crossover tool is called, the markup language is generated to the report of specified format；
Wherein, the specified format includes docx, pdf and html.
Specifically, for the markup language of Markdown format, Pandoc crossover tool is called, by Markdown format
Markup language generates the report of specified format, and specified format includes docx, pdf and html.Wherein, Pandoc is a kind of label
Language transformation tool is, it can be achieved that be formatted document by label output, the format that can also be carried out between different markup languages is converted.
For the report template file of docx, pptx format, ReporteRs expanding packet is called, report template file is raw
At the report of a variety of file formats, the report of generation includes the file of docx file, pptx file and pdf format.
Further, power grid fortune prison business datum is carried out using data visualization method to examine.Data visualization refer to by
The data that large data is concentrated are indicated in the form of graph image, and find wherein unknown message using data analysis and developing instrument
Treatment process.Data visualization refers to the technology of a kind of expression data or information, it by data or information coding be included in
Viewable objects in figure, such as point, line, item, it is therefore an objective to information be more clear and be effectively communicated to user, be data analysis
Or one of key technology of data science.Briefly, data visualization is exactly to indicate data with patterned way.Policymaker can
To see data analysis result by graph direct, to be easier to understand business variation tendency or find new business mould
Formula.Using visualization tool, lower brill can be carried out on figure or chart, it is interactive further to obtain the information of more details
Observe data change or treatment process in ground.
It is described according to the data verifying program in step 103 on the basis of the various embodiments described above, carry out power grid fortune
The abnormality inspection of prison business datum specifically includes:
Data verifying program is executed, the abnormality for calling machine learning model to carry out power grid fortune prison business datum is examined.
Fig. 2 a is according to the schematic diagram provided in an embodiment of the present invention that peel off using 3- δ model analysis abnormal data；Figure
2b is according to the schematic diagram provided in an embodiment of the present invention that peel off using local regression model analysis abnormal data；The present embodiment
In, call machine learning model carry out power grid fortune prison business datum abnormality examine, cover anomaly data detection, screening with
Handle three steps.Anomaly data detection uses 3- δ model, utilizes the schematic diagram of 3- δ model analysis abnormal data to peel off
As shown in Figure 2 a.Outlier processing method uses and simply rejects the method combined with local regression model, local regression mould
Type is as shown in Figure 2 b.It is examined using the abnormality that 3- δ model, case line model carry out historical data, after dealing of abnormal data, is adopted
Reasonable Parameters range is obtained with local regression model, returns to treated reasonable data.
The automatic generating method of power grid fortune prison data analysis report provided in an embodiment of the present invention, is write based on R language
Analysis and processing program executes analysis and processing program, the report template file is converted to the markup language of Markdown format.
Markup language is generated the report of specified format by invocation flags language transformation tool.The present invention realizes data analysis report
Automation generates.Conventional data analysis reports inefficiency, spends human and material resources, and the present invention improves analysis efficiency, saves
Human cost.
The embodiment of the present invention by the business datum abnormality testing model of multiple business departments of power grid enterprises, standardization,
The data exception verification that standardization, automation power grid fortune prison business are realized using machine learning model, mitigates manual analysis check and correction
Lengthy and tedious work, improve the quality of data and efficiency, reduce data analysis cost of labor, mentioned for the advanced analysis application based on data
Important leverage is supplied.
Fig. 3 is the structure that the automation generation system of prison data analysis report is transported according to power grid provided in an embodiment of the present invention
Schematic diagram.Referring to Fig. 3, which includes obtaining module 301, conversion module 302 and report generation module 303, in which:
Module 301 is obtained for obtaining report template file, analysis and processing program is write based on R language.Conversion module 302
For according to the analysis and processing program, the report template file to be converted to markup language.Report generation module 303 is used for
The markup language is generated the report of specified format by invocation flags language transformation tool.
Specifically, power grid fortune prison data analysis report refers to that the fortune of power grid enterprises supervises center for business department of power grid enterprises
(such as: marketing, production, assets, operation monitoring etc.) relevant operation system data are uniformly collected, are needed according to business scenario
It asks and carries out amalgamation alternate analysis, generate performance analysis report.By data analysis report, it can find that operation refers in time
Defect is marked, instructs enterprise in operation layer aid decision.
In the present embodiment, obtains module 301 and obtain report template file from the database at power grid fortune prison center.Wherein,
Report template file includes two parts, is docx, pptx content template file and rmd format analysis report template text respectively
Part.Analysis and processing program is write based on R language, R is a kind of language and operating environment for statisticalling analyze, drawing.Include
The data of effect store and process function, and array (especially matrix) computational operator of complete set possesses the number of integral framework
According to analysis tool, the powerful graphing capability provided, a set of perfect, simple, effective programming language are analyzed and shown for data.
Further, conversion module 302 executes above-mentioned analysis and processing program, in conjunction with the content dative of report template file
Report template file is converted to the markup language of Markdown format by formula.Wherein, Markdown is that one kind can be used commonly
The markup language that text editor is write, by simply marking grammer, it can make plain text content have certain lattice
Formula.
Markdown is a kind of lightweight markup language, and people is allowed to write text using the plain text format that readability is easily write
Shelves, are then converted into effective extended formatting document.
Finally, 303 invocation flags language transformation tool of report generation module, the markup language of Markdown format is generated
The report of specified format, the automation for realizing data analysis report generate.
The automation of power grid fortune prison data analysis report provided in an embodiment of the present invention generates system, is write based on R language
Analysis and processing program executes analysis and processing program, the report template file is converted to the markup language of Markdown format.
Markup language is generated the report of specified format by invocation flags language transformation tool.The present invention realizes data analysis report
Automation generates.Conventional data analysis reports inefficiency, spends human and material resources, and the present invention improves analysis efficiency, saves
Human cost.
On the basis of the above embodiments, the system also includes correction verification modules, for writing data check based on R language
Program, and according to the data verifying program, the abnormality for carrying out power grid fortune prison business datum is examined.
Specifically, the present embodiment is based on R language and writes data verifying program, executes data verifying program, carries out power grid fortune
The abnormality for supervising business datum is examined, and the automation abnormality verification of power grid fortune prison data is realized, with traditional artificial analysis school
The mode for testing abnormal data is compared, and the checkability of abnormal data is improved.
On the basis of the various embodiments described above, the report generation module 303 is specifically used for:
Pandoc crossover tool is called, the markup language is generated to the report of specified format；
Wherein, the specified format includes docx, pdf and html.
Specifically, for the markup language of Markdown format, Pandoc crossover tool is called, by Markdown format
Markup language generates the report of specified format, and specified format includes docx, pdf and html.Wherein, Pandoc is a kind of label
Language transformation tool is, it can be achieved that be formatted document by label output, the format that can also be carried out between different markup languages is converted.
For the report template file of docx, pptx format, ReporteRs expanding packet is called, report template file is raw
At the report of a variety of file formats, the report of generation includes the file of docx file, pptx file and pdf format.
Further, power grid fortune prison business datum is carried out using data visualization method to examine.Data visualization refer to by
The data that large data is concentrated are indicated in the form of graph image, and find wherein unknown message using data analysis and developing instrument
Treatment process.Data visualization refers to the technology of a kind of expression data or information, it by data or information coding be included in
Viewable objects in figure, such as point, line, item, it is therefore an objective to information be more clear and be effectively communicated to user, be data analysis
Or one of key technology of data science.Briefly, data visualization is exactly to indicate data with patterned way.Policymaker can
To see data analysis result by graph direct, to be easier to understand business variation tendency or find new business mould
Formula.Using visualization tool, lower brill can be carried out on figure or chart, it is interactive further to obtain the information of more details
Observe data change or treatment process in ground.
On the basis of the various embodiments described above, the correction verification module is specifically used for:
Data verifying program is executed, the abnormality for calling machine learning model to carry out power grid fortune prison business datum is examined.
Fig. 2 a is according to the schematic diagram provided in an embodiment of the present invention that peel off using 3- δ model analysis abnormal data；Figure
2b is according to the schematic diagram provided in an embodiment of the present invention that peel off using local regression model analysis abnormal data；The present embodiment
In, call machine learning model carry out power grid fortune prison business datum abnormality examine, cover anomaly data detection, screening with
Handle three steps.Anomaly data detection uses 3- δ model, utilizes the schematic diagram of 3- δ model analysis abnormal data to peel off
As shown in Figure 2 a.Outlier processing method uses and simply rejects the method combined with local regression model, local regression mould
Type is as shown in Figure 2 b.It is examined using the abnormality that 3- δ model, case line model carry out historical data, after dealing of abnormal data, is adopted
Reasonable Parameters range is obtained with local regression model, returns to treated reasonable data.
The automation of power grid fortune prison data analysis report provided in an embodiment of the present invention generates system, is write based on R language
Analysis and processing program executes analysis and processing program, the report template file is converted to the markup language of Markdown format.
Markup language is generated the report of specified format by invocation flags language transformation tool.The present invention realizes data analysis report
Automation generates.Conventional data analysis reports inefficiency, spends human and material resources, and the present invention improves analysis efficiency, saves
Human cost.
Finally, it should be noted that above embodiments are only to illustrate the technical solution provided according to embodiments of the present invention, and
It is non-that it is limited；Although the present invention is described in detail referring to the foregoing embodiments, for the ordinary skill people of this field
For member, it is possible to understand that can be to these implementations in the case where not departing from the principle provided according to embodiments of the present invention and spirit
Example carries out a variety of change, modification, replacement and modification, all within the spirit and principle provided according to embodiments of the present invention, is made
Any modification, equivalent substitution, improvement and etc., should be included within the protection scope provided according to embodiments of the present invention.
Claims (10)
1. a kind of automatic generating method of power grid fortune prison data analysis report characterized by comprising
Report template file is obtained, analysis and processing program is write based on R language；
According to the analysis and processing program, the report template file is converted into markup language；
The markup language is generated the report of specified format by invocation flags language transformation tool.
2. the method according to claim 1, wherein the method also includes:
Data verifying program is write based on R language, and according to the data verifying program, carries out the different of power grid fortune prison business datum
Perseverance is examined.
3. the method according to claim 1, wherein described according to the analysis and processing program, by the report
Template file is converted to markup language and specifically includes:
The analysis and processing program is executed, the report template file is converted to the markup language of Markdown format.
4. the method according to claim 1, wherein the invocation flags language transformation tool, by the label
The report of language generation specified format includes:
Pandoc crossover tool is called, the markup language is generated to the report of specified format；
Wherein, the specified format includes docx, pdf and html.
5. according to the method described in claim 2, it is characterized in that, described according to the data verifying program, progress power grid fortune
The abnormality inspection of prison business datum specifically includes:
Data verifying program is executed, the abnormality for calling machine learning model to carry out power grid fortune prison business datum is examined.
6. a kind of automation of power grid fortune prison data analysis report generates system characterized by comprising
It obtains module and analysis and processing program is write based on R language for obtaining report template file；
Conversion module, for according to the analysis and processing program, the report template file to be converted to markup language；
Report generation module is used for invocation flags language transformation tool, and the markup language is generated to the report of specified format.
7. system according to claim 6, which is characterized in that the system also includes:
Correction verification module for writing data verifying program based on R language, and according to the data verifying program, carries out power grid fortune
The abnormality for supervising business datum is examined.
8. system according to claim 6, which is characterized in that the conversion module is specifically used for:
According to the content and format of the report template file, using the analysis and processing program, by the report template file
Be converted to the markup language of Markdown format.
9. system according to claim 6, which is characterized in that the report generation module is specifically used for:
Pandoc crossover tool is called, the markup language is generated to the report of specified format；
Wherein, the specified format includes docx, pdf and html.
10. system according to claim 7, which is characterized in that the correction verification module is specifically used for:
Data verifying program is executed, the abnormality for calling machine learning model to carry out power grid fortune prison business datum is examined.
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111290996A (en) * | 2020-01-16 | 2020-06-16 | 平安医疗健康管理股份有限公司 | Document format conversion method, device, equipment and readable storage medium |
| CN112419024A (en) * | 2020-11-20 | 2021-02-26 | 广州智慧金财税科技有限公司 | Method and system for measuring timeliness of accounting information |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN105718432A (en) * | 2016-03-16 | 2016-06-29 | 北京睿新科技有限公司 | Information mining and data quality verification method for power grid operation equipment |
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2018
- 2018-06-27 CN CN201810680094.XA patent/CN109145269A/en active Pending
Patent Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105718432A (en) * | 2016-03-16 | 2016-06-29 | 北京睿新科技有限公司 | Information mining and data quality verification method for power grid operation equipment |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111290996A (en) * | 2020-01-16 | 2020-06-16 | 平安医疗健康管理股份有限公司 | Document format conversion method, device, equipment and readable storage medium |
| CN112419024A (en) * | 2020-11-20 | 2021-02-26 | 广州智慧金财税科技有限公司 | Method and system for measuring timeliness of accounting information |
| CN112419024B (en) * | 2020-11-20 | 2021-09-10 | 广州智慧金财税科技有限公司 | Method and system for measuring timeliness of accounting information |
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