Awesome
Number Words
Number Words will build numeric expressions for natural numbers, percentages and fractions. For example:
0.231
will be converted toless than a quarter
,102
toover one hundred
.
Supports multiple languages.
The implementation is based on ideas expressed in Generating Numerical Approximations.
Numerical Approximations
Numerical approximations are all over texts based on data:
- Water temperature is below 10C (input data would be 9.53C)
- A third of students failed the exam (34.3%)
- Q2 sales were over 1M$ (1,002,184 $)
Numeric data providing information about some metrics of interest is often a number with the precision we do not need. If we see 9.382%, the information we need is likely - almost 10% - instead of the precise number. Furthermore, different approximation strategies are often used in the report involving the same metrics. At the beginning of the report we might say almost 10% or "below 10%" while later in the text, we might choose a more precise expression - around 9.4%.
Number Words will help you build such numerical approximations. Making them available for the text generation systems.
Features
Number Words uses the following abstractions:
- Actual Value is a number which needs to be approximated - an input to the approximation function. In the examples above it is the temperature -
9.53C
, or the percentage34.3%
. - Scale of approximation. It is a snapping grid across the range of numbers along which the approximation is done. The scale to use is determined by the domain. For example:
1/4
scale, will form approximation steps starting at0
then1/4
,1/2
,3/4
ending with1
;1/10
scale will express percentages with one precision point;- scales which are multiples of
10
are useful for natural number approximation. The10
will round to tens:1007
->1010
, the100
to hundreds:1003
->1000
, and so on.
The result of actual value approximation to a given scale provides:
- Given Value a discrete value along the scaled number range to which actual value is the closest.
- Hedge a common use word describing the relation between actual and given values.
Actual Value of
9.5
is below the given value of10
. Actual Value of101
is over the given value of100
. - Text a textual spell out of the given value. A
2666
isTwo thousand six hundred sixty six
. - Favorite Number expresses some common language names for certain numbers. A
0.25
is a favorite number in that that it has the name -a quarter
.
A full approximation result returns three such approximation data structures for a given value which is:
- less than the actual value on the scaled number range.
- more than the actual value on the scaled number range.
- around the actual value on the scaled number range. For this 'less' or 'more' value closer to the actual value is chosen.
Lastly the number formatting can be specified:
- words - spell out the number in words (110 -> hundred and ten).
- bites - spell out the number using bite size style shortening (1022 -> 1k).
- numbers - report number as is.
Languages
Numeric approximation has two functionality points which are language dependent
- Hedges which will differ from language to language. See Configuration section to see how this can be controlled.
- Text number to text translation for a given value. For this translation Number Words relies on ICU4J.
Currently supported languages:
- French
- German
- English
- Lithuanian
- Portuguese
- Russian
Usage
Number Words exposes approximation functionality through numeric-expression
function which takes on the following parameters:
actual-value
- the number to approximatescale
- at which the approximation is to be performed.language
- use two letter language code (like :pt), default is :enrelation
- what kind of relation to between actual and given value to use (valid values specified in:numberwords.domain/relation
)formatting
- which number formatting should be used (valid values specified in:numberwords.domain/formatting
)
Installation
Number Words
is available as a Maven artifact from Clojars.
Clojure
Leiningen
[ai.tokenmill.numberwords/numberwords "1.1.0"]
deps.edn
ai.tokenmill.numberwords/numberwords {:mvn/version "1.1.0"}
Usage example:
(require '[numberwords.core :as nw])
(numeric-expression 144 10 :en :numberwords.domain/around :numberwords.domain/words)
=>
"around one hundred forty"
(numeric-expression 144 10 :de :numberwords.domain/less :numberwords.domain/numbers)
=>
"weniger als 150"
;; with defaults
(numeric-expression 144 10)
=>
"around 140"
Java
Get a jar by building it with
clojure -A:uberjar
Or as a Maven dependency
<repository>
<id>clojars.org</id>
<url>http://clojars.org/repo</url>
</repository>
<dependency>
<groupId>ai.tokenmill.numberwords</groupId>
<artifactId>numberwords</artifactId>
<version>1.1.0</version>
</dependency>
Usage example:
import ai.tokenmill.numberwords.NumberWords;
NumberWords nw = new NumberWords();
nw.numericExpression(1.22, 0.1, "en", "more", "numbers");
Configuration
Hedges, favorite numbers can be modified and new languages added via changes to a configuration file - resources/numwords.edn
{;;Configuration is structured by the language
:en {
;;Hedges section specifies which words are associated with given actual to given value relations
:hedges {:equal #{"exactly"}
:around #{"around" "approximately" "about"}
:more #{"more than" "over"}
:less #{"less than" "under" "nearly"}}
;;Favourite numbers map a special number with its textual expressions
:favorite-numbers {1/4 #{"a quarter" "a fourth"}
1/2 #{"a half"}}}}
License
Copyright © 2020 TokenMill UAB.
Distributed under the The Apache License, Version 2.0.
<span>Photo by <a href="https://unsplash.com/@amandagraphc?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Amanda Jones</a> on <a href="https://unsplash.com/?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a></span>