Mike Schaeffer's Weblog
Wed, 14 Dec 2005
I've been doing a lot of analysis of feeds and reports lately, and have come up with a couple suggestions for file design that can make feeds easier to work with. None of this should be earth shattering advice, but collectively it can mean the difference between an easy file to work with and a complete pain in the ...well you know.
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- Prefer machine readable formats - "Pretty printers" for reports have a lot of utility: they can make it easy for users to view and understand results. However, they also have disadvantages: it's harder to use "pretty" reports for the further downstream processing that someone will inevitably want to do. This is something that needs to be considered carefully, keeping your audience in mind, but if possible, pick a format that a machine can easily work with.
- Use a standard file format - There are lots of standard formats available for reports and feeds: XML, CSV, Tab Delimited, S-Expression, INI File, etc. Use one of these. Tools already exist to process and manipulate these kinds of files, and one of these formats will be able to contain your data.
- Prefer the simplest format that will work - The simpler the format, the easier it will be to parse/handle. CSV is a good example of this: XML is sexier and much more powerful, but CSV has been around forever and has many more tools. A good example of what I mean is XML support in Excel. Excel has been getting XML support in the most recent versions, but it's had CSV support since the beginning. Also, from a conceptual standpoint, anybody who can understand a spreadsheet can understand a tabular file, but hierarchical data is considerably more complex a concept. (In business settings, there's a very good chance your feed/report audience will be business analysts that know Excel backwards and forwards but have no technical computer science training.)
- Prefer delimited formats to formats based on field widths - The thing about having columns based on field widths (column 1 is 10 characters wide, column 2 is 20, etc.) is that you have to remember and specify the field widths when you want to extract out the tabular data. In the worst case, without the column widths you can't read your file at all. In the best case, it's just something else you have to do when you load a file.
- If you specify column names, ensure they are unique. - This isn't necessary for a lot of data analysis tools, but some tools (cough... MS Access) get confused when importing a table with multiple columns of the same name.
- Include a header that describes the feed. - To fully understand the contents of a
file, you really have to understand what it contains and where it came from. This is useful
both in testing (did this report come from build 28 or build 29?) and in production (when was
this file generated?) My suggestions for header contents include:
- The version of the report specification
- Name of the source application
- Version of the source application (This version number should be updated with every build.)
- Environment in which the source application was running to produce the report.
- The date on which the report was run
- If the report has an effective date, include it too.
- Document your report - Without good, precise documention of your file format, it'll be very hard to reliably consume files in the format. Similarly, have as many people as possible peer review your file format. Even if your system's code is complete garbage, the file format represents an interface to your system that will possibly live much longer than the system itself.
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