- 15. Numbers
- 15.1. JavaScript only has floating point numbers
- 15.2. Number literals
- 15.3. Number operators
- 15.4. Converting to number
- 15.5. Error values
- 15.6. Error value: NaN
- 15.7. Error value: Infinity
- 15.8. The precision of numbers: careful with decimal fractions
- 15.9. (Advanced)
- 15.10. Background: floating point precision
- 15.11. Integers in JavaScript
- 15.12. Bitwise operators
- 15.13. Quick reference: numbers
15. Numbers
This chapter covers JavaScript’s single type for numbers, number
.
15.1. JavaScript only has floating point numbers
You can express both integers and floating point numbers in JavaScript:
However, there is only a single type for all numbers: They are all doubles, 64-bit floating point numbers implemented according to the IEEE Standard for Floating-Point Arithmetic (IEEE 754).
Integers are simply floating point numbers without a decimal fraction:
Note that, under the hood, most JavaScript engines are often able to use real integers, with all associated performance and storage size benefits.
15.2. Number literals
Let’s examine literals for numbers.
15.2.1. Integer literals
Several integer literals let you express integers with various bases:
15.2.2. Floating point literals
Floating point numbers can only be expressed in base 10.
Fractions:
Exponent: eN
means ×10N
15.2.3. Syntactic pitfall: properties of integer literals
Accessing a property of an integer literal entails a pitfall: If the integer literal is immediately followed by a dot then that dot is interpreted as a decimal dot:
7.toString(); // syntax error
There are four ways to work around this pitfall:
15.3. Number operators
15.3.1. Binary arithmetic operators
%
is a remainder operator (not a modulo operator) – its result has the sign of the first operand:
15.3.2. Unary plus and negation
Both operators coerce their operands to numbers:
15.3.3. Incrementing (++) and decrementing (—)
The incrementation operator ++
exists in a prefix version and a suffix version. In both versions, it destructively adds one to its operand. Therefore, its operand must be a storage location that can be changed. The decrementation operator —
works the same, but subtracts one from its operand. The next two examples explain the difference between the prefix and the suffix version.
Prefix ++
and prefix —
: change and then return.
Suffix ++
and suffix —
: return and then change.
15.3.3.1. Operands: not just variables
You can also apply these operators to property values:
And to Array elements:
15.4. Converting to number
These are three ways of converting values to numbers:
Number(value)
+value
parseFloat(value)
(avoid; different than the other two!)
Recommendation: use the descriptiveNumber()
.
Examples:
How objects are converted to numbers can be configured. For example, by overriding .valueOf()
:
15.5. Error values
Two number values are returned when errors happen:
NaN
Infinity
15.6. Error value: NaN
NaN
is an abbreviation of “not a number”. Ironically, JavaScript considers it to be a number:
When is NaN
returned?
NaN
is returned if a number can’t be parsed:
NaN
is returned if an operation can’t be performed:
NaN
is returned if an operand or argument is NaN
(to propagate errors):
15.6.1. Checking for NaN
NaN
is the only JavaScript value that is not strictly equal to itself:
These are several ways of checking if a value x
is NaN
:
In the last line, we use the comparison quirk to detect NaN
.
15.6.2. Finding NaN in Arrays
Some Array methods can’t find NaN
:
Others can:
Alas, there is no simple rule of thumb, you have to check for each method, how it handles NaN
.
15.7. Error value: Infinity
When is the error value Infinity
returned?
Infinity is returned if a number is too large:
Infinity is returned if there is a division by zero:
15.7.1. Infinity as a default value
Infinity
is larger than all other numbers (except NaN
), making it a good default value:
15.7.2. Checking for Infinity
These are two common ways of checking if a value x
is Infinity
:
15.8. The precision of numbers: careful with decimal fractions
Internally, JavaScript floating point numbers are represented with base 2 (according to the IEEE 754 standard). That means that decimal fractions (base 10) can’t always be represented precisely:
You therefore need to take rounding errors into consideration when performing arithmetic in JavaScript.
Read on for an explanation of this phenomenon.
15.9. (Advanced)
All remaining sections of this chapter are advanced.
15.10. Background: floating point precision
In JavaScript, computations with numbers don’t always produce precise results. For example:
To understand why, we need to explore how JavaScript represents floating point numbers internally. It uses three integers to do so, as described in tbl. 5.
Component | Size | Integer range |
---|---|---|
sign | 1 bit | [0, 1] |
fraction | 52 bits | [0, 252−1] |
exponent | 11 bits | [−1023, 1024] |
The floating point number represented by these integers is computed as follows:
(–1)sign × 0b1.fraction × 2exponent
To make further discussions easier, we simplify this representation:
- Instead of base 2 (binary), we use base 10 (decimal), because that’s what most people are more familiar with.
- The fraction is a natural number that is interpreted as a fraction (digits after a point). We switch to a mantissa, an integer that is interpreted as itself. As a consequence, the exponent is used differently, but its fundamental role doesn’t change.
- As the mantissa is an integer (with its own sign), we don’t need a separate sign, anymore.
The new representation works like this:
mantissa × 10exponent
Let’s try out this representation for a few floating point numbers.
- For the integer −123, we mainly need the mantissa:
- For the number 1.5, we imagine there being a point after the mantissa. We use a negative exponent to move that point one digit to the left:
- For the number 0.25, we move the point two digits to the left:
Representations with negative exponents can also be written as fractions with positive exponents in the denominators:
These fractions help with understanding why there are numbers that our encoding cannot represent:
1/10
can be represented. It already has the required format: a power of 10 in the denominator.1/2
can be represented as5/10
. We turned the 2 in the denominator into a power of 10, by multiplying numerator and denominator with 5.1/4
can be represented as25/100
. We turned the 4 in the denominator into a power of 10, by multiplying numerator and denominator with 25.1/3
cannot be represented. There is no way to turn the denominator into a power of 10. (The prime factors of 10 are 2 and 5. Therefore, any denominator that only has these prime factors can be converted to a power of 10, by multiplying both numerator and denominator with enough twos and fives. If a denominator has a different prime factor, then there’s nothing we can do.)
To conclude out excursion, we switch back to base 2:0.5 = 1/2
can be represented with base 2, because the denominator is already a power of 2.0.25 = 1/4
can be represented with base 2, because the denominator is already a power of 2.0.1 = 1/10
cannot be represented, because the denominator cannot be converted to a power of 2.0.2 = 2/10
cannot be represented, because the denominator cannot be converted to a power of 2.
Now we can see why0.1 + 0.2
doesn’t produce a precise result: Internally, neither of the two operands can be represented precisely.
The only way to compute precisely with decimal fractions is by internally switching to base 10. For many programming languages, base 2 is the default and base 10 an option. For example, Java has the class BigDecimal
and Python has the module decimal
. There are tentative plans to add something similar to JavaScript: The ECMAScript proposal “Decimal” is currently at stage 0.
15.11. Integers in JavaScript
JavaScript doesn’t have a special type for integers. Instead, they are simply normal (floating point) numbers without a decimal fraction:
In this section, we’ll look at a few tools for working with these pseudo-integers.
15.11.1. Converting to integer
The recommended way of converting numbers to integers is to use one of the rounding methods of the Math
object (which is documented in the next chapter):
Math.floor(n)
: returns the largest integeri
≤n
Math.ceil(n)
: returns the smallest integeri
≥n
Math.round(n)
: returns the integer that is “closest” ton
. 0.5 is rounded up. For example:
Math.trunc(n)
: removes any decimal fraction (after the point) thatn
has, therefore turning it into an integer.
Tbl. 6 shows the results of these functions for various inputs.
-2.9 | -2.5 | -2.1 | 2.1 | 2.5 | 2.9 | |
---|---|---|---|---|---|---|
Math.floor | -3 | -3 | -3 | 2 | 2 | 2 |
Math.ceil | -2 | -2 | -2 | 3 | 3 | 3 |
Math.round | -3 | -2 | -2 | 2 | 3 | 3 |
Math.trunc | -2 | -2 | -2 | 2 | 2 | 2 |
15.11.2. Ranges of integers in JavaScript
These are important ranges of integers in JavaScript:
- Safe integers: can be represented “safely” by JavaScript (more on what that means next)
- Precision: 53 bits plus sign
- Range: (−253, 253)
- Array indices
- Precision: 32 bits, unsigned
- Range: [0, 232−1) (excluding the maximum length)
- Typed Arrays have a larger range of 53 bits (safe and unsigned)
- Bitwise operands (bitwise Or etc.)
- Precision: 32 bits
- Range of unsigned right shift (
>>>
): unsigned, [0, 232) - Range of all other bitwise operators: signed, [−231, 231)
15.11.3. Safe integers
This is the range of integers that are safe in JavaScript:
[–253–1, 253–1]
An integer is safe if it is represented by exactly one JavaScript number. Given that JavaScript numbers are encoded as a fraction multiplied by 2 to the power of an exponent, higher integers can also be represented, but then there are gaps between them.
For example (18014398509481984 is 254):
The following properties of Number
help determine if an integer is safe:
assert.equal(Number.MAX_SAFE_INTEGER, (2 ** 53) - 1);
assert.equal(Number.MIN_SAFE_INTEGER, -Number.MAX_SAFE_INTEGER);
assert.equal(Number.isSafeInteger(5), true);
assert.equal(Number.isSafeInteger('5'), false);
assert.equal(Number.isSafeInteger(5.1), false);
assert.equal(Number.isSafeInteger(Number.MAX_SAFE_INTEGER), true);
assert.equal(Number.isSafeInteger(Number.MAX_SAFE_INTEGER+1), false);
15.11.3.1. Safe computations
Let’s look at computations involving unsafe integers.
The following result is incorrect and unsafe, even though both of its operands are safe.
The following result is safe, but incorrect. The first operand is unsafe, the second operand is safe.
Therefore, the result of an expression a op b
is correct if and only if both operands and the result are safe:
15.12. Bitwise operators
JavaScript’s bitwise operators work as follows:
- First, the operands are converted to numbers (64-bit double floating point numbers), then to 32-bit integers.
- Then the bitwise operation is performed.
Last, the result is converted back to a double and returned.
Internally, the operators use the following integer ranges (input and output):Unsigned right shift operator (
>>>
): 32 bits, range [0, 232)- All other bitwise operators: 32 bits including a sign, range [−231, 231)
The results of some of these operators are easiest to understand if we display them as unsigned 32-bit integers, in binary notation. That’s whatb32()
does (whose implementation is shown later):
15.12.1. Binary bitwise operators
Operation | Name |
---|---|
num1 & num2 | Bitwise And |
num1 | num2 | Bitwise Or |
num1 ^ num2 | Bitwise Xor |
The binary operators (tbl. 7) combine the bits of their operands to produce their results:
15.12.2. Bitwise Not
Operation | Name |
---|---|
~num | Bitwise Not, ones’ complement |
The bitwise Not operator (tbl. 8) inverts each binary digit of its operand:
15.12.3. Bitwise shift operators
Operation | Name |
---|---|
num << count | Left shift |
num >> count | Signed right shift |
num >>> count | Unsigned right shift |
The shift operators (tbl. 9) move binary digits to the left or to the right:
>>
preserves highest bit, >>>
doesn’t:
15.12.4. b32(): displaying 32-bit integers in binary notation
We have now used b32()
a few times. The following code is an implementation of it.
n >>> 0
means that we are shifting n
zero bits to the right. Therefore, in principle, the >>>
operator does nothing, but it still coerces n
to an unsigned 32-bit integer:
15.13. Quick reference: numbers
15.13.1. Converting to number
Tbl. 10 shows what happens if you convert various values to numbers via Number()
.
x | Number(x) |
---|---|
undefined | NaN |
null | 0 |
boolean | false → 0 , true → 1 |
number | x (no change) |
string | '' → 0 |
other → parsed number, ignoring leading/trailing whitespace | |
object | configurable (e.g. via .valueOf() ) |
15.13.2. Arithmetic operators
JavaScript has the following arithmetic operators:
Operator | Name | Example | |
---|---|---|---|
n + m | Addition | ES1 | 3 + 4 → 7 |
n - m | Subtraction | ES1 | 9 - 1 → 8 |
n m | Multiplication | ES1 | 3 2.25 → 6.75 |
n / m | Division | ES1 | 5.625 / 5 → 1.125 |
n % m | Remainder | ES1 | 8 % 5 → 3 |
-8 % 5 → -3 | |||
n m | Exponentiation | ES2016 | 4 2 → 16 |
Operator | Name | Example | |
---|---|---|---|
+n | Unary plus | ES1 | +(-7) → -7 |
-n | Unary negation | ES1 | -(-7) → 7 |
v++ | Increment | ES1 | let v=0; [v++, v] → [0, 1] |
++v | Increment | ES1 | let v=0; [++v, v] → [1, 1] |
v— | Decrement | ES1 | let v=1; [v—, v] → [1, 0] |
—v | Decrement | ES1 | let v=1; [—v, v] → [0, 0] |
15.13.3. Bitwise operators
JavaScript has the following bitwise operators:
- Bitwise And, Or, Xor, Not (tbl. 13)
Bitwise shift operators (tbl. 14)
Operands and results of bitwise operators:Unsigned right shift operator (
>>>
): 32 bits, range [0, 232)- All other bitwise operators: 32 bits including a sign, range [−231, 231)
The helper functionb32()
for displaying binary numbers is shown earlier in this chapter.
Operator | Name | Example | |
---|---|---|---|
i & j | Bitwise And | ES1 | (0b1010 & 0b1100).toString(2) → '1000' |
i | j | Bitwise Or | ES1 | (0b1010 | 0b1100).toString(2) → '1110' |
i ^ j | Bitwise Xor | ES1 | (0b1010 ^ 0b0011).toString(2) → '1001' |
~i | Bitwise Not | ES1 | ~0b11111111111111111111111111111110 → 1 |
Operator | Name | Example | |
---|---|---|---|
i << j | Left shift | ES1 | (0b1 << 1).toString(2) → '10' |
i >> j | Signed right shift | ES1 | b32(0b10000000000000000000000000000010 >> 1) |
→ '11000000000000000000000000000001' | |||
i >>> j | Unsigned right shift | ES1 | b32(0b10000000000000000000000000000010 >>> 1) |
→ '01000000000000000000000000000001' |
15.13.4. Global functions for numbers
JavaScript has the following four global functions for numbers:
isFinite()
isNaN()
parseFloat()
parseInt()
However, it is better to use the corresponding methods ofNumber
, which have fewer pitfalls:Number.isFinite()
,Number.isNaN()
,Number.parseFloat()
,Number.parseInt()
. They were introduced with ES6 and are discussed below.
15.13.5. Static properties of Number
.EPSILON: number
[ES6]
The difference between 1 and the next representable floating point number. In general, a machine epsilon provides an upper bound for rounding errors in floating point arithmetic.
- Approximately: 2.2204460492503130808472633361816 × 10-16
.MAX_SAFE_INTEGER: number
[ES6]
The largest integer that JavaScript can represent unambiguously (253−1).
.MAX_VALUE: number
[ES1]
The largest positive finite JavaScript number.
- Approximately: 1.7976931348623157 × 10308
.MIN_SAFE_INTEGER: number
[ES6]
The smallest integer that JavaScript can represent unambiguously (−253+1).
.MIN_VALUE: number
[ES1]
The smallest positive JavaScript number. Approximately 5 × 10−324.
.NaN: number
[ES1]
The same as the global variable NaN
.
.NEGATIVE_INFINITY: number
[ES1]
The same as -Number.POSITIVE_INFINITY
.
.POSITIVE_INFINITY: number
[ES1]
The same as the global variable Infinity
.
15.13.6. Static methods of Number
.isFinite(num: number): boolean
[ES6]
Returns true
if num
is an actual number (neither Infinity
nor -Infinity
nor NaN
).
.isInteger(num: number): boolean
[ES6]
Returns true
if num
is a number and does not have a decimal fraction.
.isNaN(num: number): boolean
[ES6]
Returns true
if num
is the value NaN
:
.isSafeInteger(num: number): boolean
[ES6]
Returns true
if num
is a number and unambiguously represents an integer.
.parseFloat(str: string): number
[ES6]
Coerces its parameter to string and parses it as a floating point number. For converting strings to numbers, Number()
(which ignores leading and trailing whitespace) is usually a better choice than Number.parseFloat()
(which ignores leading whitespace and illegal trailing characters and can hide problems).
.parseInt(str: string, radix=10): number
[ES6]
Coerces its parameter to string and parses it as an integer, ignoring leading whitespace and illegal trailing characters:
The parameter radix
specifies the base of number to be parsed:
Do not use this method to convert numbers to integers: Coercing to string is inefficient. And stopping before the first non-digit is not a good algorithm for removing the fraction of a number. Here is an example where it goes wrong:
It is better to use one of the rounding functions of Math
to convert a number to an integer:
15.13.7. Methods of Number.prototype
.toExponential(fractionDigits?: number): string
[ES3]
Returns a string that represents the number via exponential notation. With fractionDigits
, you can specify, how many digits should be shown of the number that is multiplied with the exponent (the default is to show as many digits as necessary).
Example: number too small to get a positive exponent via .toString()
.
Example: fraction not small enough to get a negative exponent via .toString()
.
.toFixed(fractionDigits=0): string
[ES3]
Returns an exponent-free representation of the number, rounded to fractionDigits
digits.
If the number is 1021 or greater, even .toFixed()
uses an exponent:
.toPrecision(precision?: number): string
[ES3]
Works like .toString()
, but prunes the mantissa to precision
digits before returning a result. If precision
is missing, .toString()
is used.
.toString(radix=10): string
[ES1]
Returns a string representation of the number.
Returning a result with base 10:
Returning results with bases other than 10 (specified via radix
):
You can use parseInt()
to convert integer results back to numbers: