list = ["a", "b", "c", "d"]
print(list[3]) # Number 3 is "d"
print(list[-4]) # Number -4 is "a"
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73Don't use `list` as a variable name, it's the name of a standard class. – Barmar Apr 15 '19 at 16:22
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10It isn't starting at 1, it's starting at -1. ?!? – Thomas Weller Apr 15 '19 at 20:21
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7[mod arithmetic](https://en.wikipedia.org/wiki/Modular_arithmetic) should really be mentioned on this page somewhere... – Nacht Apr 16 '19 at 00:14
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6Should that say `as opposed to -0`? Since it starts at 0 when indexing from the start, it is trivial that it can't be 0 from the end, so I think -0 is what is meant. – Raimund Krämer Apr 16 '19 at 09:30
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2Did you *try* accessing index 0? – jpmc26 Apr 16 '19 at 14:30
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There is a really simple way to understand why '-1' is a reference to the last character of the string. The end of the string points to the right of the string (past the last character) so a '-1' moves one character left and now points to the start of the last character. This is fully symmetric with '0' referring to the start of the string where '0' points to the left of the first character so using an index of 0 gets the next character which is the first character of the string. – david marcus Apr 17 '19 at 12:49
7 Answers
To explain it in another way, because -0
is equal to 0
, if backward starts from 0
, it is ambiguous to the interpreter.
If you are confused about -
, and looking for another way to index backwards more understandably, you can try ~
, it is a mirror of forward:
arr = ["a", "b", "c", "d"]
print(arr[~0]) # d
print(arr[~1]) # c
The typical usages for ~
are like "swap mirror node" or "find median in a sort list":
"""swap mirror node"""
def reverse(arr: List[int]) -> None:
for i in range(len(arr) // 2):
arr[i], arr[~i] = arr[~i], arr[i]
"""find median in a sort list"""
def median(arr: List[float]) -> float:
mid = len(arr) // 2
return (arr[mid] + arr[~mid]) / 2
"""deal with mirror pairs"""
# verify the number is strobogrammatic, strobogrammatic number looks the same when rotated 180 degrees
def is_strobogrammatic(num: str) -> bool:
return all(num[i] + num[~i] in '696 00 11 88' for i in range(len(num) // 2 + 1))
~
actually is a math trick of inverse code and complement code, and it is more easy to understand in some situations.
Discussion about whether should use python tricks like ~
:
In my opinion, if it is a code maintained by yourself, you can use any trick to avoid potential bug or achieve goal easier, because of maybe a high readability and usability. But in team work, avoid using 'too clever' code, may bring troubles to your co-workers.
For example, here is one concise code from Stefan Pochmann to solve this problem. I learned a lot from his code. But some are just for fun, too hackish to use.
# a strobogrammatic number is a number that looks the same when rotated 180 degrees (looked at upside down)
# find all strobogrammatic numbers that are of length = n
def findStrobogrammatic(self, n):
nums = n % 2 * list('018') or ['']
while n > 1:
n -= 2
# n < 2 is so genius here
nums = [a + num + b for a, b in '00 11 88 69 96'.split()[n < 2:] for num in nums]
return nums
I have summarized python tricks like this, in case you are interested.

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Comments are not for extended discussion; this conversation has been [moved to chat](https://chat.stackoverflow.com/rooms/191880/discussion-on-answer-by-recnac-why-does-python-start-at-index-1-when-iterating-a). – Samuel Liew Apr 16 '19 at 00:27
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1Could you provide description of the problem that Stefan's code solves? I don't want to register at leetcode only to access that information.It's also good when the answers contain all relevant details. – Konrad Apr 16 '19 at 12:01
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2Problem Description: A strobogrammatic number is a number that looks the same when rotated 180 degrees (looked at upside down). Find all strobogrammatic numbers that are of length = n. And the key points of Stefan's code: First line, if nums is odd, the middle will in '018', we will add pair to leftmost and rightmost in while loop, but we should consider number can not start with '0', so `n<2` is used here. just 5 line solve a complex problem. @Konrad – recnac Apr 16 '19 at 12:38
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1Donor use this method. You still need to understand the underlying use of negative indexing for indexing from the end. This is just further obfuscation. – Paddy3118 Apr 16 '19 at 16:22
list[-1]
Is short hand for:
list[len(list)-1]
The len(list)
part is implicit. That's why the -1
is the last element. That goes for any negative index - the subtraction from len(list)
is always implicit

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9Be aware that list[-n] and list[len(list)-n] are only equivilent for values of n between 1 and len(list). This becomes especially important when slicing rather than indexing. – plugwash Apr 15 '19 at 16:56
This is the mnemonic method I use. It is just an approach of what is happening, but it works.
Don't think of those as indexes. Think of them as offsets on a circular list.
Let's use the list x = [a,b,c,d,e,f,g,h] as an example. Think about x[2] and x[-2]:
You start at offset zero. If you move two steps forward, you're going from a to b (0 to 1), and them from b to c (1 to 2).
If you move two steps backward, you're going from a to h (0 to -1), and then from h to g (-1 to -2)

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"Think about a[2] and a[-2]" is `a` the list, or an element of the list? – detly Apr 15 '19 at 22:54
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1"a" is an hypothetical list which contains the values a-h! I'll clarify! – T. Sar Apr 16 '19 at 02:27
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Because -0
in Python is 0
.
With 0
you get first element of list and
with -1
you get the last element of the list
list = ["a", "b", "c", "d"]
print(list[0]) # "a"
print(list[-1]) # d
You can also think it as shorthand for
list[len(list) - x]
where x is the element position from the back. This is valid only if0 < -(-x) < len(list)
print(list[-1]) # d
print(list[len(list) - 1]) # d
print(list[-5]) # list index out of range
print(list[len(list) - 5]) # a

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7@KorayTugay It is. The binary representation is even all 0s. Floating point also just has another 0, where the sign bit is 1. – curiousdannii Apr 15 '19 at 23:41
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3@Barmar There were architectures where 0 and -0 were distinct values even for integral values (sign and magnitude). I don't believe any processors now on the market use this representation though. – Martin Bonner supports Monica Apr 16 '19 at 08:07
This idiom can be justified using modular arithmetic. We can think of indices as referring to a cell in a list obtained by walking forward i
elements. -1
referring to the last element of the list is a natural generalization of this, since we arrive at the last element in the list if we walk backwards one step from the start of the list.
For any list xs
and index i
positive or negative, the expression
xs[i]
will either have the same value as the expression below or produce an IndexError
:
xs[i % len(xs)]
The index of the last element is -1 + len(xs)
which is congruent to -1
mod len(xs)
. For example, in an array of length 12, the canonical index of the last element is 11. 11 is congruent to -1 mod 12.
In Python, though, arrays are more often used as linear data structures than circular ones, so indices larger than -1 + len(xs)
or smaller than -len(xs)
are out of bounds since there's seldom a need for them and the effects would be really counterintuitive if the size of the array ever changed.

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Another explanation:
Your finger points to the first element. The index decides how many places you shift your finger to the right. If the number is negative, you shift your finger to the left.
Of course, you can't step to the left from the first element, so the first step to the left wraps around to the last element.

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You could intuitively understand it this way
steps= ["a", "b", "c", "d"]
Suppose you start from a
to d
, a is your staring point where you stand (or your home), so mark it as 0(because you did not move yet),
Move one step to b, second step to c and arrive at third d.
Then how about you return from d to a (or return from your office to your home). Your home is 0
because your family live there, so your office cannot be a 0
.It's your last stop.
So when you return back to home. d is the last first stop to where you start off for home, c is the last second ....

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`d is the last first stop to start, c is the last second ` This is kind of difficult to understand, could you dissect that sentence a bit? – Raimund Krämer Apr 16 '19 at 09:35
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