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diff --git a/kdb+.html.markdown b/kdb+.html.markdown
index 099d1529..027b6571 100644
--- a/kdb+.html.markdown
+++ b/kdb+.html.markdown
@@ -6,7 +6,7 @@ contributors:
filename: learnkdb.q
---
-The q langauge and its database component kdb+ were developed by Arthur Whitney
+The q language and its database component kdb+ were developed by Arthur Whitney
and released by Kx systems in 2003. q is a descendant of APL and as such is
very terse and a little strange looking for anyone from a "C heritage" language
background. Its expressiveness and vector oriented nature make it well suited
@@ -76,7 +76,7 @@ floor 3.14159 / => 3
/ ...getting the absolute value...
abs -3.14159 / => 3.14159
/ ...and many other things
-/ see http://code.kx.com/wiki/Reference for more
+/ see http://code.kx.com/q/ref/card/ for more
/ q has no operator precedence, everything is evaluated right to left
/ so results like this might take some getting used to
@@ -174,7 +174,7 @@ t - 00:10:00.000 / => 00:50:00.000
d.year / => 2015i
d.mm / => 12i
d.dd / => 25i
-/ see http://code.kx.com/wiki/JB:QforMortals2/atoms#Temporal_Data for more
+/ see http://code.kx.com/q4m3/2_Basic_Data_Types_Atoms/#25-temporal-data for more
/ q also has an infinity value so div by zero will not throw an error
1%0 / => 0w
@@ -183,7 +183,7 @@ d.dd / => 25i
/ And null types for representing missing values
0N / => null int
0n / => null float
-/ see http://code.kx.com/wiki/JB:QforMortals2/atoms#Null_Values for more
+/ see http://code.kx.com/q4m3/2_Basic_Data_Types_Atoms/#27-nulls for more
/ q has standard control structures
/ if is as you might expect (; separates the condition and instructions)
@@ -301,7 +301,7 @@ l:1+til 9 / til is a useful shortcut for generating ranges
-5#l / => 5 6 7 8 9
/ drop the last 5
-5_l / => 1 2 3 4
-/ find the first occurance of 4
+/ find the first occurrence of 4
l?4 / => 3
l[3] / => 4
@@ -316,7 +316,7 @@ key d / => `a`b`c
/ and value the second
value d / => 1 2 3
-/ Indexing is indentical to lists
+/ Indexing is identical to lists
/ with the first list as a key instead of the position
d[`a] / => 1
d[`b] / => 2
@@ -406,7 +406,7 @@ k!t
/ We can also use this shortcut for defining keyed tables
kt:([id:1 2 3]c1:1 2 3;c2:4 5 6;c3:7 8 9)
-/ Records can then be retreived based on this key
+/ Records can then be retrieved based on this key
kt[1]
/ => c1| 1
/ => c2| 4
@@ -428,7 +428,7 @@ kt[`id!1]
f:{x+x}
f[2] / => 4
-/ Functions can be annonymous and called at point of definition
+/ Functions can be anonymous and called at point of definition
{x+x}[2] / => 4
/ By default the last expression is returned
@@ -440,7 +440,7 @@ f[2] / => 4
/ Function arguments can be specified explicitly (separated by ;)
{[arg1;arg2] arg1+arg2}[1;2] / => 3
-/ or if ommited will default to x, y and z
+/ or if omitted will default to x, y and z
{x+y+z}[1;2;3] / => 6
/ Built in functions are no different, and can be called the same way (with [])
@@ -472,7 +472,7 @@ a / => 1
/ Functions cannot see nested scopes (only local and global)
{local:1;{:local}[]}[] / throws error as local is not defined in inner function
-/ A function can have one or more of it's arguments fixed (projection)
+/ A function can have one or more of its arguments fixed (projection)
f:+[4]
f[4] / => 8
f[5] / => 9
@@ -483,7 +483,7 @@ f[6] / => 10
////////// q-sql //////////
////////////////////////////////////
-/ q has it's own syntax for manipulating tables, similar to standard SQL
+/ q has its own syntax for manipulating tables, similar to standard SQL
/ This contains the usual suspects of select, insert, update etc.
/ and some new functionality not typically available
/ q-sql has two significant differences (other than syntax) to normal SQL:
@@ -642,7 +642,7 @@ kt upsert ([]name:`Thomas`Chester;age:33 58;height:175 179;sex:`f`m)
/ => Thomas 32 175 m
/ Most of the standard SQL joins are present in q-sql, plus a few new friends
-/ see http://code.kx.com/wiki/JB:QforMortals2/queries_q_sql#Joins
+/ see http://code.kx.com/q4m3/9_Queries_q-sql/#99-joins
/ the two most important (commonly used) are lj and aj
/ lj is basically the same as SQL LEFT JOIN
@@ -669,7 +669,7 @@ aj[`time`sym;trades;quotes]
/ => 10:01:04 ge 150
/ for each row in the trade table, the last (prevailing) quote (px) for that sym
/ is joined on.
-/ see http://code.kx.com/wiki/JB:QforMortals2/queries_q_sql#Asof_Join
+/ see http://code.kx.com/q4m3/9_Queries_q-sql/#998-as-of-joins
////////////////////////////////////
///// Extra/Advanced //////
@@ -682,21 +682,21 @@ aj[`time`sym;trades;quotes]
/ where possible functionality should be vectorized (i.e. operations on lists)
/ adverbs supplement this, modifying the behaviour of functions
/ and providing loop type functionality when required
-/ (in q functions are sometimes refered to as verbs, hence adverbs)
+/ (in q functions are sometimes referred to as verbs, hence adverbs)
/ the "each" adverb modifies a function to treat a list as individual variables
first each (1 2 3;4 5 6;7 8 9)
/ => 1 4 7
/ each-left (\:) and each-right (/:) modify a two-argument function
/ to treat one of the arguments and individual variables instead of a list
-1 2 3 +\: 1 2 3
-/ => 2 3 4
-/ => 3 4 5
-/ => 4 5 6
-1 2 3 +/: 1 2 3
-/ => 2 3 4
-/ => 3 4 5
-/ => 4 5 6
+1 2 3 +\: 11 22 33
+/ => 12 23 34
+/ => 13 24 35
+/ => 14 25 36
+1 2 3 +/: 11 22 33
+/ => 12 13 14
+/ => 23 24 25
+/ => 34 35 36
/ The true alternatives to loops in q are the adverbs scan (\) and over (/)
/ their behaviour differs based on the number of arguments the function they
@@ -716,7 +716,7 @@ first each (1 2 3;4 5 6;7 8 9)
{x + y}/[1 2 3 4 5] / => 15 (only the final result)
/ There are other adverbs and uses, this is only intended as quick overview
-/ http://code.kx.com/wiki/JB:QforMortals2/functions#Adverbs
+/ http://code.kx.com/q4m3/6_Functions/#67-adverbs
////// Scripts //////
/ q scripts can be loaded from a q session using the "\l" command
@@ -756,21 +756,21 @@ select from splayed / (the columns are read from disk on request)
/ => 1 1
/ => 2 2
/ => 3 3
-/ see http://code.kx.com/wiki/JB:KdbplusForMortals/contents for more
+/ see http://code.kx.com/q4m3/14_Introduction_to_Kdb+/ for more
////// Frameworks //////
/ kdb+ is typically used for data capture and analysis.
/ This involves using an architecture with multiple processes
/ working together. kdb+ frameworks are available to streamline the setup
-/ and configuration of this architecuture and add additional functionality
+/ and configuration of this architecture and add additional functionality
/ such as disaster recovery, logging, access, load balancing etc.
/ https://github.com/AquaQAnalytics/TorQ
```
## Want to know more?
-* [*q for mortals* q language tutorial](http://code.kx.com/wiki/JB:QforMortals2/contents)
-* [*kdb for mortals* on disk data tutorial](http://code.kx.com/wiki/JB:KdbplusForMortals/contents)
-* [q language reference](http://code.kx.com/wiki/Reference)
+* [*q for mortals* q language tutorial](http://code.kx.com/q4m3/)
+* [*Introduction to Kdb+* on disk data tutorial](http://code.kx.com/q4m3/14_Introduction_to_Kdb+/)
+* [q language reference](http://code.kx.com/q/ref/card/)
* [Online training courses](http://training.aquaq.co.uk/)
* [TorQ production framework](https://github.com/AquaQAnalytics/TorQ)