DataConveyer_LoadSparseData is a console application to demonstrate how Data Conveyer can be used to generate SQL scripts to load data into a database.
It can be thought of as an "intelligent BCP script" (BCP = Bulk Copy Program) that evaluates large input text file "on the fly" and decides what data needs to be loaded. Custom logic is used to filter out unwanted records, remove unneded data elements, perform calculations, such as data decryption, etc.
Such data loader (pre-scrubber) can be helpful when large datasets get loaded into a database for ad-hoc analyses. When it is known up-front that many records/elements are irrelevant to such analyses, it may be sensible to only load those items that are relevant.
This somewhat contrived example assumes an input data to contain a list of people with many extraneous fields and many records missing data (and as such being irrelevant). Like so:
Id Key Code Filler1 FName LName DOB Filler2 Hash Filler3 Street City StateZip Phone Email Guid Filler4 EncSsn 1xR7So1sVc FR941490773748V7OWDUDSRLR35 Aloin Shakspeare 8/5/1995 f66b20f26829013c4dacd0de98eb8db2876ad633971915d03b1c088a43d7a00a 73 American Avenue Honolulu HI 96805(808) email@example.com 4f081ef2-340d-4a95-92cb-c1c8d9e3ab7f hfd^jj^hdeh 2 SM92P9521830812ZJY4UYCJJTDJ 7befc77278997afd39fc3fb6a1d2808cce48c5ea71c172ac2d2e29f42eeaa9b9 ce1525ab-b9f0-4993-a850-d29a687cac5f
Upon execution, a new file will be created with SQL script that loads only relevant data into the database. Like so:
CREATE TABLE MyPeople (ID char(12), LastName char(20), FirstName char(12), SSN char(11)) GO INSERT INTO MyPeople VALUES('xR7So1sVc', 'Shakspeare', 'Aloin', '753-99-7347')
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Download this repository onto your local machine.
Open DataConveyer_LoadSparseData application in Visual Studio.
Build and run the application, e.g. hit F5
- a console window with directions will show up.
Copy an input file (SparseData.txt extracted from SparseData.zip) into the ...Data\In folder
- the file will get processed as reported in the console window.
Review the contents of the output file placed in the ...Data\Out folder.
(optional) Repeat steps 3-4 for other additional input file(s).
To exit application, hit Enter key into the console window.
Note: If you experience "InitializationError" after copying the input file in step 3, it most likely happens because the file is still being copied (and hence locked) when Data Conveyer attempts to start processing. To circumvent this condition, you can try moving the file (from a location on the same partition) instead of copying it. It this doesn't help, then consider refactoring the code like in the DataConveyer_FilterLargeCsvData repository, where the process start is deferred until explicit user action.
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.
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