Dictionary
A dictionary is a container type that holds a list of unique key-value pairs. Dictionary keys must be a scalar in the following data categories: Integral (excluding COMPRESSED), Temporal, Floating and Literal. The values of a dictionary can be in any form and of any type except for COMPLEX, POINT and the Decimal category.
A dictionary is mutable. The keys can be added and deleted, but not updated. The values can be updated.
There are two types of dictionaries. The regular dictionaries do not track the insertion order of the key-value pairs whereas the ordered dictionaries preserve the insertion order of key-value pairs. The dictionaries returned by built-in functions, such as the transpose of a table, the parse result of a JSON string, the output of a machine learning model, and the output of system performance metrics, are mostly ordered dictionaries.
The table below lists the function types that can work with dictionaries.
Dictionary | Unary Function | Binary Function | Window Function | Aggregate Function |
---|---|---|---|---|
regular dictionary | √ | √ (The other parameter can only take a dictionary or a scalar.) | × | × |
ordered dictionary | × | √ | √ | × |
Creating Dictionaries
To create dictionaries, we can use dict or syncDict where X is keys and Y is values. The parameter
ordered specifies whether it is an ordered dictionary. Dictionaries created with
syncDict
support concurrent reads and writes by multiple
threads.
x=1 2 3 1;
y=2.3 4.6 5.3 6.4;
z=dict(x, y);
// note the existence of duplicate keys of 1
z;
// output
3->5.3
2->4.6
1->6.4
// when there are duplicate keys, the value is set as the last update.
z=dict(y, x);
z;
// output
6.4->1
5.3->3
4.6->2
2.3->1
$z=dict(y,x,true)
$z;
2.3->1
4.6->2
5.3->3
6.4->1
// ordered dictionary
We can also create an empty dictionary with with specified data types for the keys and values, then insert (key, value) pairs into the dictionary.
/ create an empty dictionary with integer as keyType and double as valueType.
z=dict(int,double);
/ insert a new (key, value) pair
z[1]=7.9;
z;
->7.9
// update a value
z[1]=6.3;
z;
->6.3;
z[-1]=1000;
;
1->1000
->6.3```
To create a dictionary that can contain all types of values, we can use dict(string,any) dict (string, any)
z=dict(string,any)
z[`IBM]=172.91 173.45 171.6
z[`MS]=29.11 29.03 29.4
z[`SECOND]=10:30:01s 10:30:03s 10:30:05s
z[`TOTAL]=3
z;
// output
SECOND->[10:30:01,10:30:03,10:30:05]
MS->[29.11,29.03,29.4]
TOTAL->3
IBM->[172.91,173.45,171.6]
Accessing Dictionaries
x=3 6 1 5 9
y=4.2 3.7 8.8 6.4 5.3
z=dict(x, y)
z;
// output
9->5.3
5->6.4
1->8.8
6->3.7
3->4.2
keys z;
// output
[9,5,1,6,3]
// get all the keys of a dictionary
values z;
// output
[5.3,6.4,8.8,3.7,4.2]
// get all the values of a dictionary
size z;
// output
5
z[9];
// output
5.3
z[5 3];
// output
[6.4,4.2]
z.3;
// output
4.2;
z.(3 5);
// output
[4.2,6.4]
x=dict(`IBM`GOOG`MSFT, (1 2 3, 4 5 6, 7 8 9));
x;
// output
MSFT->[7,8,9]
IBM->[1,2,3]
GOOG->[4,5,6]
x[`IBM`MSFT];
// output
([1,2,3],[7,8,9])
x[`IBM`MSFT,1 2];
// output
([2,3],[8,9])
We can also use the function find to get values from a dictionary with specified keys:
find(z,1 3);
// output
[8.8,4.2]
z find 5;
// output
6.4
find(z, 7 3);
// output
[,4.2]
// 7 is not a key in the dictionary, so it returns NULL.
Modifying Dictionaries
We can update or append a dictionary with statement Z[X]=Y. If the key exists in the dictionary, the statement updates the value; otherwise it adds a new key-value pair to dictionary Z. Another way to update a dictionary is to use function dictUpdate!.
// update the dictionary z
z[1]=9.2
z[3 5]=4.3 6.5
z;
// output
9->5.3
5->6.5
1->9.2
6->3.7
3->4.3
// append new key value pairs to z
z[2]=5
z;
// output
2->5
9->5.3
5->6.5
1->9.2
6->3.7
3->4.3
// the statement below fails as z.2 has ready only access to the value of the key 2.
z.2=5;
// output
Syntax Error: [line #1] Please use '==' rather than '=' as equal operator in non-sql expression.
// update dictioncary with dictUpdate!
x=dict(1 2 3, 1 1 1);
x;
// output
3->1
1->1
2->1
dictUpdate!(x, add, 2 3, 1 2);
// output
3->3
1->1
2->2
x.dictUpdate!(mul, 3 4, 2 4);
// output
4->4
3->6
1->1
2->2
Erasing a key using function erase!; Clear all keys using function clear!.
x=1..3
y=4..6
z=dict(x,y);
z;
// output
3->6
1->4
2->5
z.erase!(3);
// output
1->4
2->5
z.clear!();
z;
Binary operations on an ordered dictionary and an array of the same size are supported. The result is a dictionary where the keys are unchanged and the values are calculation results between the original dictionary values and the array.
x=`a `b `c `d;
y=2.3 4.6 5.3 6.1;
z=dict(x, y,true);
x = 1 1 1 1
// output
$z+x;
a->3.3
b->5.6
c->6.3
d->7.1
Searching Dictionaries
We can use function in to search if a dictionary contains certain keys.
x=1..3
y=4..6
z=dict(x,y);
1 in z;
// output
1
10 in z;
// output
0
Performance Notes
-
Integer keys are preferred for optimal performance.
-
Vector-based operations are preferred such as accessing a dictionary with a vector.
-
Retrieval of all keys or values scans the entire dictionary.
-
If you need to frequently delete elements from a dictionary, ordered dictionaries should be avoided as the performance would be slower than using regular dictionaries.