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[kdb+/en] highlight and update links
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@ -11,24 +11,22 @@ and released by Kx systems in 2003. q is a descendant of APL and as such is
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very terse and a little strange looking for anyone from a "C heritage" language
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background. Its expressiveness and vector oriented nature make it well suited
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to performing complex calculations on large amounts of data (while also
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encouraging some amount of [code
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golf](https://en.wikipedia.org/wiki/Code_golf)). The fundamental structure in
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the language is not the object but instead the list, and tables are built as
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collections of lists. This means - unlike most traditional RDBMS systems -
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tables are column oriented. The language has both an in-memory and on-disk
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database built in, giving a large amount of flexibility. kdb+ is most widely
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used in the world of finance to store, analyze, process and retrieve large
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encouraging some amount of [code golf](https://en.wikipedia.org/wiki/Code_golf)).
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The fundamental structure in the language is not the object but instead the list,
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and tables are built as collections of lists. This means - unlike most traditional
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RDBMS systems - tables are column oriented. The language has both an in-memory
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and on-disk database built in, giving a large amount of flexibility. kdb+ is most
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widely used in the world of finance to store, analyze, process and retrieve large
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time-series data sets.
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The terms *q* and *kdb+* are usually used interchangeably, as the two are not
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separable so this distinction is not really useful.
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All Feedback welcome! You can reach me at matt.doherty@aquaq.co.uk, or Jonny
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at jonny.press@aquaq.co.uk
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To learn more about kdb+ you can join the
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[KX Community forums](https://learninghub.kx.com/forums/) or
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the [TorQ kdb+](https://groups.google.com/forum/#!forum/kdbtorq) group.
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To learn more about kdb+ you can join the [Personal kdb+](https://groups.google.com/forum/#!forum/personal-kdbplus) or [TorQ kdb+](https://groups.google.com/forum/#!forum/kdbtorq) group.
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```
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```q
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/ Single line comments start with a forward-slash
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/ These can also be used in-line, so long as at least one whitespace character
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/ separates it from text to the left
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@ -47,7 +45,7 @@ To learn more about kdb+ you can join the [Personal kdb+](https://groups.google.
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/ We have integers, which are 8 byte by default
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3 / => 3
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/ And floats, also 8 byte as standard. Trailing f distinguishes from int
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/ And floats, also 8 byte as standard. Trailing f distinguishes from int
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3.0 / => 3f
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/ 4 byte numerical types can also be specified with trailing chars
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@ -656,7 +654,7 @@ t lj le
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/ => Polly 52 160 f 85
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/ => John 25 178 m 78
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/ aj is an asof join. This is not a standard SQL join, and can be very powerful
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/ aj is an asof join. This is not a standard SQL join, and can be very powerful
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/ The canonical example of this is joining financial trades and quotes tables
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trades:([]time:10:01:01 10:01:03 10:01:04;sym:`msft`ibm`ge;qty:100 200 150)
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quotes:([]time:10:01:00 10:01:01 10:01:01 10:01:03;
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@ -700,7 +698,7 @@ first each (1 2 3;4 5 6;7 8 9)
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/ The true alternatives to loops in q are the adverbs scan (\) and over (/)
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/ their behaviour differs based on the number of arguments the function they
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/ are modifying receives. Here I'll summarise some of the most useful cases
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/ are modifying receives. Here I'll summarise some of the most useful cases
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/ a single argument function modified by scan given 2 args behaves like "do"
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{x * 2}\[5;1] / => 1 2 4 8 16 32 (i.e. multiply by 2, 5 times)
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{x * 2}/[5;1] / => 32 (using over only the final result is shown)
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@ -761,10 +759,10 @@ select from splayed / (the columns are read from disk on request)
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////// Frameworks //////
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/ kdb+ is typically used for data capture and analysis.
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/ This involves using an architecture with multiple processes
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/ working together. kdb+ frameworks are available to streamline the setup
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/ working together. kdb+ frameworks are available to streamline the setup
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/ and configuration of this architecture and add additional functionality
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/ such as disaster recovery, logging, access, load balancing etc.
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/ https://github.com/AquaQAnalytics/TorQ
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/ https://github.com/DataIntellectTech/TorQ
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```
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## Want to know more?
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@ -772,5 +770,4 @@ select from splayed / (the columns are read from disk on request)
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* [*q for mortals* q language tutorial](http://code.kx.com/q4m3/)
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* [*Introduction to Kdb+* on disk data tutorial](http://code.kx.com/q4m3/14_Introduction_to_Kdb+/)
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* [q language reference](https://code.kx.com/q/ref/)
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* [Online training courses](http://training.aquaq.co.uk/)
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* [TorQ production framework](https://github.com/AquaQAnalytics/TorQ)
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* [TorQ production framework](https://github.com/DataIntellectTech/TorQ)
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