CN113986381A - Data analysis method, device, equipment and storage medium - Google Patents
Data analysis method, device, equipment and storage medium Download PDFInfo
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- 238000000034 method Methods 0.000 title claims abstract description 42
- 238000007405 data analysis Methods 0.000 title claims abstract description 28
- 238000013515 script Methods 0.000 claims abstract description 119
- 238000004458 analytical method Methods 0.000 claims abstract description 35
- 238000004590 computer program Methods 0.000 claims description 9
- 238000012545 processing Methods 0.000 claims description 9
- 238000012795 verification Methods 0.000 claims description 6
- 238000010586 diagram Methods 0.000 description 9
- 230000003287 optical effect Effects 0.000 description 9
- 230000006870 function Effects 0.000 description 7
- 238000011161 development Methods 0.000 description 6
- 238000004891 communication Methods 0.000 description 4
- 230000005540 biological transmission Effects 0.000 description 3
- 230000002159 abnormal effect Effects 0.000 description 2
- 238000003491 array Methods 0.000 description 2
- 238000006243 chemical reaction Methods 0.000 description 2
- 239000013307 optical fiber Substances 0.000 description 2
- 230000002093 peripheral effect Effects 0.000 description 2
- 230000000644 propagated effect Effects 0.000 description 2
- 239000004065 semiconductor Substances 0.000 description 2
- 238000012360 testing method Methods 0.000 description 2
- 230000009286 beneficial effect Effects 0.000 description 1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/44—Arrangements for executing specific programs
- G06F9/445—Program loading or initiating
- G06F9/44505—Configuring for program initiating, e.g. using registry, configuration files
- G06F9/4451—User profiles; Roaming
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F8/00—Arrangements for software engineering
- G06F8/40—Transformation of program code
- G06F8/41—Compilation
- G06F8/42—Syntactic analysis
- G06F8/427—Parsing
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Abstract
The invention discloses a data analysis method, a data analysis device, data analysis equipment and a storage medium. Acquiring configuration information of a data file; determining an analysis script template according to the configuration information; acquiring a target table definition script according to the analysis script template and the configuration information; determining a loading script according to the file type of the data file; and analyzing the data file according to the target table definition script and the loading script. The data analysis method provided by the embodiment of the invention can improve the data analysis efficiency and reduce the data analysis cost.
Description
Technical Field
The embodiment of the invention relates to the technical field of data processing, in particular to a data analysis method, a data analysis device, data analysis equipment and a storage medium.
Background
Nowadays, with the development of an information-based society, the requirements of various industries on data file transmission are higher and higher, and the accuracy of data is particularly important while high-efficiency transmission is met, such as bank account files, teller operation information, user bills and the like, which require high-efficiency and accurate data transmission. Although such a file can automatically interact with a related application system within a precise time window at present, for a related data receiving party, in order to realize analysis of received data, a developer needs to perform data field type conversion, data quality logic verification, data format conversion, Structured Query Language (SQL) script development and other work, and a currently common technical scheme is as follows: and the data provider provides data processing logic, and developers need to correspondingly analyze the file according to the file processing logic, and develop an analysis script by combining with the current database version to acquire corresponding field information. At present, the analysis script is mainly written manually, the development cost is high, the problems of analysis errors and the like are easy to occur, and the efficiency of the data analysis process is low and the cost is high.
Disclosure of Invention
Embodiments of the present invention provide a data analysis method, apparatus, device, and storage medium, which can improve data analysis efficiency and reduce data analysis cost.
In a first aspect, an embodiment of the present invention provides a data parsing method, including:
acquiring configuration information of a data file;
determining an analysis script template according to the configuration information;
acquiring a target table definition script according to the analysis script template and the configuration information;
determining a loading script according to the file type of the data file;
and analyzing the data file according to the target table definition script and the loading script.
In a second aspect, an embodiment of the present invention further provides a data analysis apparatus, including:
the configuration information acquisition module is used for acquiring the configuration information of the data file;
the analysis script template acquisition module is used for determining an analysis script template according to the configuration information;
a target table definition script obtaining module, configured to obtain a target table definition script according to the parsing script template and the configuration information;
the loading script determining module is used for determining a loading script according to the file type of the data file;
and the data file analysis module is used for analyzing the data file according to the target table definition script and the loading script.
In a third aspect, an embodiment of the present invention further provides a computer device, where the computer device includes: comprising a memory, a processor and a computer program stored on the memory and operable on the processor, the processor implementing the data parsing method according to an embodiment of the invention when executing the program.
In a fourth aspect, an embodiment of the present invention further provides a computer-readable storage medium, on which a computer program is stored, where the computer program is executed by a processing apparatus to implement the data parsing method according to the embodiment of the present invention.
The embodiment of the invention discloses a data analysis method, a data analysis device, data analysis equipment and a storage medium. Acquiring configuration information of a data file; determining an analysis script template according to the configuration information; acquiring a target table definition script according to the analysis script template and the configuration information; determining a loading script according to the file type of the data file; and analyzing the data file according to the target table definition script and the loading script. The data analysis method provided by the embodiment of the invention can improve the data analysis efficiency and reduce the data analysis cost.
Drawings
Fig. 1 is a flowchart of a data parsing method according to a first embodiment of the present invention;
fig. 2 is a schematic structural diagram of a data analysis apparatus according to a second embodiment of the present invention;
fig. 3 is a schematic structural diagram of a computer device in a third embodiment of the present invention.
Detailed Description
The present invention will be described in further detail with reference to the accompanying drawings and examples. It is to be understood that the specific embodiments described herein are merely illustrative of the invention and are not limiting of the invention. It should be further noted that, for the convenience of description, only some of the structures related to the present invention are shown in the drawings, not all of the structures.
The prior art has the following defects:
1. since data provided by a data provider needs to be used by a plurality of related systems, and the versions of databases used by the systems are different (MYSQL, SYBASE, SQL SERVER, etc.), a data receiver needs to develop corresponding scripts according to the version of its own database when parsing the data. The repeatability of script development is high, and manual writing is inevitable to have errors, so that the later testing cost is greatly increased.
2. Data providers often provide a data file, such as a text file or an EXCEL file, and such problems are often difficult to detect in the testing process due to the influence of database version differences, data quality and other factors. In order to avoid such problems, the data receiver processes the specific data type, and the development cost is increased accordingly.
In view of this, the invention provides an automatic script generation tool suitable for multiple scenes, and the tool can automatically generate analysis scripts of multiple databases by filling in specified configuration information, thereby greatly reducing the development cost and improving the accuracy of file analysis.
Example one
Fig. 1 is a flowchart of a data parsing method according to an embodiment of the present invention, where this embodiment is applicable to a case of parsing received data, and the method may be executed by a data parsing apparatus, as shown in fig. 1, where the method specifically includes the following steps:
step 110, obtaining configuration information of the data file.
The configuration information may include data format, database type, target table name, field information, data type, and check rule. The check rule may be a regular expression. The configuration information may be recorded in the form of a web page form or table (e.g., EXCEL table). The configuration information may be sent by the data sender.
And step 120, determining a parsing script template according to the configuration information.
The parsing script template may be generated by a developer through pre-editing. In this embodiment, a corresponding relationship between the database type and the analysis script template may be pre-established, and then the analysis script template may be determined from the corresponding relationship according to the database type in the configuration information.
And step 130, acquiring the target table definition script according to the analysis script template and the configuration information.
The target table definition script may be a script composed of table building statements and used for building a data table in a database. Specifically, a target table definition script is generated according to the target table name, the field definition and the data type in the analysis script module and the configuration information.
Step 140, determining a loading script according to the file type of the data file.
The file types may include a text file type and a form type (e.g., EXCEL).
Optionally, the method for determining the loading script according to the file type of the data file may be: if the file type of the data file is the text file type, acquiring symbol information in the data file; and generating a loading script according to the symbol information and the configuration information.
Wherein the symbol information includes delimiter information and line break information. Specifically, if the type of the data file is a text file type, separator and linefeed information in the data file are acquired, and then a relevant loading script is automatically generated by combining field information of the configuration file.
Optionally, the method for determining the loading script according to the file type of the data file may be: and if the file type of the data file is the table type, reading the data file line by line to generate a loading script.
Specifically, if the data file is an EXCEL-type file, the data file is read line by line in combination with the field information of the configuration information, and a corresponding loading script is automatically generated.
And 150, analyzing the data file according to the target table definition script and the loading script.
In this embodiment, the process of parsing the data file according to the target table definition script and the loading script may be as follows: establishing a target table in a database according to the target table definition script; and loading the data file into the target table according to the loading script.
Optionally, after the data file is loaded into the target table according to the loading script, the method further includes the following steps: and verifying the data loaded into the target table according to the verification rule.
And if the data file type is a text file type, after the data file is loaded, carrying out regular verification on the data file according to the field sequence so as to verify the integrity of the data.
If the file type of the data file is a table type, after the data file is loaded, when the data is read line by line, special processing needs to be carried out on the field of the text format, each line of data is matched according to a regular expression, meanwhile, the data is verified, if the data is empty or other abnormal conditions exist, abnormal information is displayed, and rollback reduction is carried out.
Optionally, after parsing the data file according to the target table definition script and the loading script, the method further includes: the object table definition script and the loading script are stored.
According to the technical scheme of the embodiment, the configuration information of the data file is acquired; determining an analysis script template according to the configuration information; acquiring a target table definition script according to the analysis script template and the configuration information; determining a loading script according to the file type of the data file; and analyzing the data file according to the target table definition script and the loading script. The data analysis method provided by the embodiment of the invention can improve the data analysis efficiency and reduce the data analysis cost.
Example two
Fig. 2 is a schematic structural diagram of a data analysis apparatus according to a second embodiment of the present invention. As shown in fig. 2, the apparatus includes:
a configuration information obtaining module 210, configured to obtain configuration information of the data file;
the analysis script template obtaining module 220 is configured to determine an analysis script template according to the configuration information;
a target table definition script obtaining module for obtaining a target table definition script according to the analysis script template and the configuration information;
a loading script determining module 230, configured to determine a loading script according to a file type of the data file;
and the data file analyzing module 240 is used for analyzing the data file according to the target table definition script and the loading script.
Optionally, the configuration information includes a data format, a database type, a target table name, field information, a data type, and a check rule.
Optionally, the method further includes: a correspondence establishing module, configured to:
pre-establishing a corresponding relation between a database type and an analysis script template;
optionally, the parsing script template obtaining module 220 is further configured to:
and determining an analysis script template from the corresponding relation according to the database type in the configuration information.
Optionally, the loading script determining module 230 is further configured to:
if the file type of the data file is the text file type, acquiring symbol information in the data file; wherein the symbol information includes delimiter information and linefeed information;
and generating a loading script according to the symbol information and the configuration information.
Optionally, the loading script determining module 230 is further configured to: :
and if the file type of the data file is the table type, reading the data file line by line to generate a loading script.
Optionally, the data file parsing module 240 is further configured to:
establishing a target table in a database according to the target table definition script;
and loading the data file into the target table according to the loading script.
Optionally, the method further includes: a verification module to:
and verifying the data loaded into the target table according to the verification rule.
The device can execute the methods provided by all the embodiments of the invention, and has corresponding functional modules and beneficial effects for executing the methods. For details not described in detail in this embodiment, reference may be made to the methods provided in all the foregoing embodiments of the present invention.
EXAMPLE III
Fig. 3 is a schematic structural diagram of a computer device according to a third embodiment of the present invention. FIG. 3 illustrates a block diagram of a computer device 312 suitable for use in implementing embodiments of the present invention. The computer device 312 shown in FIG. 3 is only an example and should not bring any limitations to the functionality or scope of use of embodiments of the present invention. Device 312 is a computing device for typical data parsing functions.
As shown in FIG. 3, computer device 312 is in the form of a general purpose computing device. The components of computer device 312 may include, but are not limited to: one or more processors 316, a storage device 328, and a bus 318 that couples the various system components including the storage device 328 and the processors 316.
The computer device 312 may also communicate with one or more external devices 314 (e.g., keyboard, pointing device, camera, display 324, etc.), with one or more devices that enable a user to interact with the computer device 312, and/or with any devices (e.g., network card, modem, etc.) that enable the computer device 312 to communicate with one or more other computing devices. Such communication may occur via input/output (I/O) interfaces 322. Also, computer device 312 may communicate with one or more networks (e.g., a Local Area Network (LAN), Wide Area Network (WAN), etc.) and/or a public Network, such as the internet, via Network adapter 320. As shown, network adapter 320 communicates with the other modules of computer device 312 via bus 318. It should be appreciated that although not shown in the figures, other hardware and/or software modules may be used in conjunction with the computer device 312, including but not limited to: microcode, device drivers, Redundant processing units, external disk drive Arrays, disk array (RAID) systems, tape drives, and data backup storage systems, to name a few.
The processor 316 executes various functional applications and data processing by executing programs stored in the storage device 328, for example, to implement the data parsing method provided by the above-described embodiment of the present invention.
Example four
Embodiments of the present invention provide a computer-readable storage medium on which a computer program is stored, where the computer program, when executed by a processing device, implements a data parsing method as in the embodiments of the present invention. The computer readable medium of the present invention described above may be a computer readable signal medium or a computer readable storage medium or any combination of the two. A computer readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples of the computer readable storage medium may include, but are not limited to: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the present disclosure, a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device. In contrast, in the present disclosure, a computer readable signal medium may comprise a propagated data signal with computer readable program code embodied therein, either in baseband or as part of a carrier wave. Such a propagated data signal may take many forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A computer readable signal medium may also be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device. Program code embodied on a computer readable medium may be transmitted using any appropriate medium, including but not limited to: electrical wires, optical cables, RF (radio frequency), etc., or any suitable combination of the foregoing.
In some embodiments, the clients, servers may communicate using any currently known or future developed network Protocol, such as HTTP (HyperText Transfer Protocol), and may interconnect with any form or medium of digital data communication (e.g., a communications network). Examples of communication networks include a local area network ("LAN"), a wide area network ("WAN"), the Internet (e.g., the Internet), and peer-to-peer networks (e.g., ad hoc peer-to-peer networks), as well as any currently known or future developed network.
The computer readable medium may be embodied in the electronic device; or may exist separately without being assembled into the electronic device.
The computer readable medium carries one or more programs which, when executed by the electronic device, cause the electronic device to: acquiring configuration information of a data file; determining an analysis script template according to the configuration information; acquiring a target table definition script according to the analysis script template and the configuration information; determining a loading script according to the file type of the data file; and analyzing the data file according to the target table definition script and the loading script.
Computer program code for carrying out operations for the present disclosure may be written in any combination of one or more programming languages, including but not limited to an object oriented programming language such as Java, Smalltalk, C + +, and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet service provider).
The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
The units described in the embodiments of the present disclosure may be implemented by software or hardware. Where the name of an element does not in some cases constitute a limitation on the element itself.
The functions described herein above may be performed, at least in part, by one or more hardware logic components. For example, without limitation, exemplary types of hardware logic components that may be used include: field Programmable Gate Arrays (FPGAs), Application Specific Integrated Circuits (ASICs), Application Specific Standard Products (ASSPs), systems on a chip (SOCs), Complex Programmable Logic Devices (CPLDs), and the like.
In the context of this disclosure, a machine-readable medium may be a tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device. The machine-readable medium may be a machine-readable signal medium or a machine-readable storage medium. A machine-readable medium may include, but is not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing. More specific examples of a machine-readable storage medium would include an electrical connection based on one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
It is to be noted that the foregoing is only illustrative of the preferred embodiments of the present invention and the technical principles employed. It will be understood by those skilled in the art that the present invention is not limited to the particular embodiments described herein, but is capable of various obvious changes, rearrangements and substitutions as will now become apparent to those skilled in the art without departing from the scope of the invention. Therefore, although the present invention has been described in greater detail by the above embodiments, the present invention is not limited to the above embodiments, and may include other equivalent embodiments without departing from the spirit of the present invention, and the scope of the present invention is determined by the scope of the appended claims.
Claims (10)
1. A data parsing method, comprising:
acquiring configuration information of a data file;
determining an analysis script template according to the configuration information;
acquiring a target table definition script according to the analysis script template and the configuration information;
determining a loading script according to the file type of the data file;
and analyzing the data file according to the target table definition script and the loading script.
2. The method of claim 1, wherein the configuration information comprises data format, database type, target table name, field information, data type, and check rule.
3. The method of claim 2, further comprising:
pre-establishing a corresponding relation between a database type and an analysis script template;
determining a parsing script template according to the configuration information, including:
and determining an analysis script template from the corresponding relation according to the database type in the configuration information.
4. The method of claim 2, wherein determining a load script based on a file type of the data file comprises:
if the file type of the data file is a text file type, acquiring symbol information in the data file; wherein the symbol information includes delimiter information and linefeed information;
and generating a loading script according to the symbol information and the configuration information.
5. The method of claim 2, wherein determining a load script based on a file type of the data file comprises:
and if the file type of the data file is the table type, reading the data file line by line to generate a loading script.
6. The method of claim 4 or 5, wherein parsing the data file according to the object table definition script and the loading script comprises:
establishing a target table in a database according to the target table definition script;
and loading the data file into the target table according to the loading script.
7. The method of claim 6, further comprising, after loading the data file into the target table according to the load script:
and verifying the data loaded into the target table according to the verification rule.
8. A data analysis device, comprising:
the configuration information acquisition module is used for acquiring the configuration information of the data file;
the analysis script template acquisition module is used for determining an analysis script template according to the configuration information;
a target table definition script obtaining module, configured to obtain a target table definition script according to the parsing script template and the configuration information;
the loading script determining module is used for determining a loading script according to the file type of the data file;
and the data file analysis module is used for analyzing the data file according to the target table definition script and the loading script.
9. A computer device, the device comprising: comprising a memory, a processor and a computer program stored on the memory and executable on the processor, the processor implementing the data parsing method according to any of claims 1-7 when executing the program.
10. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processing device, carries out a data parsing method according to any one of claims 1-7.
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| CN113553337A (en) * | 2021-07-26 | 2021-10-26 | 中国工商银行股份有限公司 | Method, system, device, storage medium, and program product for generating database script |
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| CN103473108A (en) * | 2013-08-12 | 2013-12-25 | 福建富士通信息软件有限公司 | Java code generating method |
| US10311076B1 (en) * | 2016-10-26 | 2019-06-04 | Open Invention Network, Llc | Automated file acquisition, identification, extraction and transformation |
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