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There is no built in reverse function for Python's str object. What is the best way of implementing this method?
If supplying a very concise answer, please elaborate on its efficiency. For example, whether the str object is converted to a different object, etc.
Using slicing:
>>> 'hello world'[::-1]
'dlrow olleh'
Slice notation takes the form [start:stop:step]. In this case, we omit the start and stop positions since we want the whole string. We also use step = -1, which means, "repeatedly step from right to left by 1 character".
#Paolo's s[::-1] is fastest; a slower approach (maybe more readable, but that's debatable) is ''.join(reversed(s)).
What is the best way of implementing a reverse function for strings?
My own experience with this question is academic. However, if you're a pro looking for the quick answer, use a slice that steps by -1:
>>> 'a string'[::-1]
'gnirts a'
or more readably (but slower due to the method name lookups and the fact that join forms a list when given an iterator), str.join:
>>> ''.join(reversed('a string'))
'gnirts a'
or for readability and reusability, put the slice in a function
def reversed_string(a_string):
return a_string[::-1]
and then:
>>> reversed_string('a_string')
'gnirts_a'
Longer explanation
If you're interested in the academic exposition, please keep reading.
There is no built-in reverse function in Python's str object.
Here is a couple of things about Python's strings you should know:
In Python, strings are immutable. Changing a string does not modify the string. It creates a new one.
Strings are sliceable. Slicing a string gives you a new string from one point in the string, backwards or forwards, to another point, by given increments. They take slice notation or a slice object in a subscript:
string[subscript]
The subscript creates a slice by including a colon within the braces:
string[start:stop:step]
To create a slice outside of the braces, you'll need to create a slice object:
slice_obj = slice(start, stop, step)
string[slice_obj]
A readable approach:
While ''.join(reversed('foo')) is readable, it requires calling a string method, str.join, on another called function, which can be rather relatively slow. Let's put this in a function - we'll come back to it:
def reverse_string_readable_answer(string):
return ''.join(reversed(string))
Most performant approach:
Much faster is using a reverse slice:
'foo'[::-1]
But how can we make this more readable and understandable to someone less familiar with slices or the intent of the original author? Let's create a slice object outside of the subscript notation, give it a descriptive name, and pass it to the subscript notation.
start = stop = None
step = -1
reverse_slice = slice(start, stop, step)
'foo'[reverse_slice]
Implement as Function
To actually implement this as a function, I think it is semantically clear enough to simply use a descriptive name:
def reversed_string(a_string):
return a_string[::-1]
And usage is simply:
reversed_string('foo')
What your teacher probably wants:
If you have an instructor, they probably want you to start with an empty string, and build up a new string from the old one. You can do this with pure syntax and literals using a while loop:
def reverse_a_string_slowly(a_string):
new_string = ''
index = len(a_string)
while index:
index -= 1 # index = index - 1
new_string += a_string[index] # new_string = new_string + character
return new_string
This is theoretically bad because, remember, strings are immutable - so every time where it looks like you're appending a character onto your new_string, it's theoretically creating a new string every time! However, CPython knows how to optimize this in certain cases, of which this trivial case is one.
Best Practice
Theoretically better is to collect your substrings in a list, and join them later:
def reverse_a_string_more_slowly(a_string):
new_strings = []
index = len(a_string)
while index:
index -= 1
new_strings.append(a_string[index])
return ''.join(new_strings)
However, as we will see in the timings below for CPython, this actually takes longer, because CPython can optimize the string concatenation.
Timings
Here are the timings:
>>> a_string = 'amanaplanacanalpanama' * 10
>>> min(timeit.repeat(lambda: reverse_string_readable_answer(a_string)))
10.38789987564087
>>> min(timeit.repeat(lambda: reversed_string(a_string)))
0.6622700691223145
>>> min(timeit.repeat(lambda: reverse_a_string_slowly(a_string)))
25.756799936294556
>>> min(timeit.repeat(lambda: reverse_a_string_more_slowly(a_string)))
38.73570013046265
CPython optimizes string concatenation, whereas other implementations may not:
... do not rely on CPython's efficient implementation of in-place string concatenation for statements in the form a += b or a = a + b . This optimization is fragile even in CPython (it only works for some types) and isn't present at all in implementations that don't use refcounting. In performance sensitive parts of the library, the ''.join() form should be used instead. This will ensure that concatenation occurs in linear time across various implementations.
Quick Answer (TL;DR)
Example
### example01 -------------------
mystring = 'coup_ate_grouping'
backwards = mystring[::-1]
print(backwards)
### ... or even ...
mystring = 'coup_ate_grouping'[::-1]
print(mystring)
### result01 -------------------
'''
gnipuorg_eta_puoc
'''
Detailed Answer
Background
This answer is provided to address the following concern from #odigity:
Wow. I was horrified at first by the solution Paolo proposed, but that
took a back seat to the horror I felt upon reading the first
comment: "That's very pythonic. Good job!" I'm so disturbed that such
a bright community thinks using such cryptic methods for something so
basic is a good idea. Why isn't it just s.reverse()?
Problem
Context
Python 2.x
Python 3.x
Scenario:
Developer wants to transform a string
Transformation is to reverse order of all the characters
Solution
example01 produces the desired result, using extended slice notation.
Pitfalls
Developer might expect something like string.reverse()
The native idiomatic (aka "pythonic") solution may not be readable to newer developers
Developer may be tempted to implement his or her own version of string.reverse() to avoid slice notation.
The output of slice notation may be counter-intuitive in some cases:
see e.g., example02
print 'coup_ate_grouping'[-4:] ## => 'ping'
compared to
print 'coup_ate_grouping'[-4:-1] ## => 'pin'
compared to
print 'coup_ate_grouping'[-1] ## => 'g'
the different outcomes of indexing on [-1] may throw some developers off
Rationale
Python has a special circumstance to be aware of: a string is an iterable type.
One rationale for excluding a string.reverse() method is to give python developers incentive to leverage the power of this special circumstance.
In simplified terms, this simply means each individual character in a string can be easily operated on as a part of a sequential arrangement of elements, just like arrays in other programming languages.
To understand how this works, reviewing example02 can provide a good overview.
Example02
### example02 -------------------
## start (with positive integers)
print 'coup_ate_grouping'[0] ## => 'c'
print 'coup_ate_grouping'[1] ## => 'o'
print 'coup_ate_grouping'[2] ## => 'u'
## start (with negative integers)
print 'coup_ate_grouping'[-1] ## => 'g'
print 'coup_ate_grouping'[-2] ## => 'n'
print 'coup_ate_grouping'[-3] ## => 'i'
## start:end
print 'coup_ate_grouping'[0:4] ## => 'coup'
print 'coup_ate_grouping'[4:8] ## => '_ate'
print 'coup_ate_grouping'[8:12] ## => '_gro'
## start:end
print 'coup_ate_grouping'[-4:] ## => 'ping' (counter-intuitive)
print 'coup_ate_grouping'[-4:-1] ## => 'pin'
print 'coup_ate_grouping'[-4:-2] ## => 'pi'
print 'coup_ate_grouping'[-4:-3] ## => 'p'
print 'coup_ate_grouping'[-4:-4] ## => ''
print 'coup_ate_grouping'[0:-1] ## => 'coup_ate_groupin'
print 'coup_ate_grouping'[0:] ## => 'coup_ate_grouping' (counter-intuitive)
## start:end:step (or start:end:stride)
print 'coup_ate_grouping'[-1::1] ## => 'g'
print 'coup_ate_grouping'[-1::-1] ## => 'gnipuorg_eta_puoc'
## combinations
print 'coup_ate_grouping'[-1::-1][-4:] ## => 'puoc'
Conclusion
The cognitive load associated with understanding how slice notation works in python may indeed be too much for some adopters and developers who do not wish to invest much time in learning the language.
Nevertheless, once the basic principles are understood, the power of this approach over fixed string manipulation methods can be quite favorable.
For those who think otherwise, there are alternate approaches, such as lambda functions, iterators, or simple one-off function declarations.
If desired, a developer can implement her own string.reverse() method, however it is good to understand the rationale behind this aspect of python.
See also
alternate simple approach
alternate simple approach
alternate explanation of slice notation
This answer is a bit longer and contains 3 sections: Benchmarks of existing solutions, why most solutions here are wrong, my solution.
The existing answers are only correct if Unicode Modifiers / grapheme clusters are ignored. I'll deal with that later, but first have a look at the speed of some reversal algorithms:
NOTE: I've what I called list_comprehension should be called slicing
list_comprehension : min: 0.6μs, mean: 0.6μs, max: 2.2μs
reverse_func : min: 1.9μs, mean: 2.0μs, max: 7.9μs
reverse_reduce : min: 5.7μs, mean: 5.9μs, max: 10.2μs
reverse_loop : min: 3.0μs, mean: 3.1μs, max: 6.8μs
list_comprehension : min: 4.2μs, mean: 4.5μs, max: 31.7μs
reverse_func : min: 75.4μs, mean: 76.6μs, max: 109.5μs
reverse_reduce : min: 749.2μs, mean: 882.4μs, max: 2310.4μs
reverse_loop : min: 469.7μs, mean: 577.2μs, max: 1227.6μs
You can see that the time for the list comprehension (reversed = string[::-1]) is in all cases by far the lowest (even after fixing my typo).
String Reversal
If you really want to reverse a string in the common sense, it is WAY more complicated. For example, take the following string (brown finger pointing left, yellow finger pointing up). Those are two graphemes, but 3 unicode code points. The additional one is a skin modifier.
example = "👈🏾👆"
But if you reverse it with any of the given methods, you get brown finger pointing up, yellow finger pointing left. The reason for this is that the "brown" color modifier is still in the middle and gets applied to whatever is before it. So we have
U: finger pointing up
M: brown modifier
L: finger pointing left
and
original: LMU 👈🏾👆
reversed: UML (above solutions) ☝🏾👈
reversed: ULM (correct reversal) 👆👈🏾
Unicode Grapheme Clusters are a bit more complicated than just modifier code points. Luckily, there is a library for handling graphemes:
>>> import grapheme
>>> g = grapheme.graphemes("👈🏾👆")
>>> list(g)
['👈🏾', '👆']
and hence the correct answer would be
def reverse_graphemes(string):
g = list(grapheme.graphemes(string))
return ''.join(g[::-1])
which also is by far the slowest:
list_comprehension : min: 0.5μs, mean: 0.5μs, max: 2.1μs
reverse_func : min: 68.9μs, mean: 70.3μs, max: 111.4μs
reverse_reduce : min: 742.7μs, mean: 810.1μs, max: 1821.9μs
reverse_loop : min: 513.7μs, mean: 552.6μs, max: 1125.8μs
reverse_graphemes : min: 3882.4μs, mean: 4130.9μs, max: 6416.2μs
The Code
#!/usr/bin/env python3
import numpy as np
import random
import timeit
from functools import reduce
random.seed(0)
def main():
longstring = ''.join(random.choices("ABCDEFGHIJKLM", k=2000))
functions = [(list_comprehension, 'list_comprehension', longstring),
(reverse_func, 'reverse_func', longstring),
(reverse_reduce, 'reverse_reduce', longstring),
(reverse_loop, 'reverse_loop', longstring)
]
duration_list = {}
for func, name, params in functions:
durations = timeit.repeat(lambda: func(params), repeat=100, number=3)
duration_list[name] = list(np.array(durations) * 1000)
print('{func:<20}: '
'min: {min:5.1f}μs, mean: {mean:5.1f}μs, max: {max:6.1f}μs'
.format(func=name,
min=min(durations) * 10**6,
mean=np.mean(durations) * 10**6,
max=max(durations) * 10**6,
))
create_boxplot('Reversing a string of length {}'.format(len(longstring)),
duration_list)
def list_comprehension(string):
return string[::-1]
def reverse_func(string):
return ''.join(reversed(string))
def reverse_reduce(string):
return reduce(lambda x, y: y + x, string)
def reverse_loop(string):
reversed_str = ""
for i in string:
reversed_str = i + reversed_str
return reversed_str
def create_boxplot(title, duration_list, showfliers=False):
import seaborn as sns
import matplotlib.pyplot as plt
import operator
plt.figure(num=None, figsize=(8, 4), dpi=300,
facecolor='w', edgecolor='k')
sns.set(style="whitegrid")
sorted_keys, sorted_vals = zip(*sorted(duration_list.items(),
key=operator.itemgetter(1)))
flierprops = dict(markerfacecolor='0.75', markersize=1,
linestyle='none')
ax = sns.boxplot(data=sorted_vals, width=.3, orient='h',
flierprops=flierprops,
showfliers=showfliers)
ax.set(xlabel="Time in ms", ylabel="")
plt.yticks(plt.yticks()[0], sorted_keys)
ax.set_title(title)
plt.tight_layout()
plt.savefig("output-string.png")
if __name__ == '__main__':
main()
1. using slice notation
def rev_string(s):
return s[::-1]
2. using reversed() function
def rev_string(s):
return ''.join(reversed(s))
3. using recursion
def rev_string(s):
if len(s) == 1:
return s
return s[-1] + rev_string(s[:-1])
A lesser perplexing way to look at it would be:
string = 'happy'
print(string)
'happy'
string_reversed = string[-1::-1]
print(string_reversed)
'yppah'
In English [-1::-1] reads as:
"Starting at -1, go all the way, taking steps of -1"
Reverse a string in python without using reversed() or [::-1]
def reverse(test):
n = len(test)
x=""
for i in range(n-1,-1,-1):
x += test[i]
return x
This is also an interesting way:
def reverse_words_1(s):
rev = ''
for i in range(len(s)):
j = ~i # equivalent to j = -(i + 1)
rev += s[j]
return rev
or similar:
def reverse_words_2(s):
rev = ''
for i in reversed(range(len(s)):
rev += s[i]
return rev
Another more 'exotic' way using bytearray which supports .reverse()
b = bytearray('Reverse this!', 'UTF-8')
b.reverse()
b.decode('UTF-8')`
will produce:
'!siht esreveR'
def reverse(input):
return reduce(lambda x,y : y+x, input)
Here is a no fancy one:
def reverse(text):
r_text = ''
index = len(text) - 1
while index >= 0:
r_text += text[index] #string canbe concatenated
index -= 1
return r_text
print reverse("hello, world!")
There are multiple ways to reverse a string in Python
Slicing Method
string = "python"
rev_string = string[::-1]
print(rev_string)
using reversed function
string = "python"
rev= reversed(string)
rev_string = "".join(rev)
print(rev_string)
Using Recursion
string = "python"
def reverse(string):
if len(string)==0:
return string
else:
return reverse(string[1:])+string[0]
print(reverse(string))
Using for Loop
string = "python"
rev_string =""
for s in string:
rev_string = s+ rev_string
print(rev_string)
Using while Loop
string = "python"
rev_str =""
length = len(string)-1
while length >=0:
rev_str += string[length]
length -= 1
print(rev_str)
original = "string"
rev_index = original[::-1]
rev_func = list(reversed(list(original))) #nsfw
print(original)
print(rev_index)
print(''.join(rev_func))
To solve this in programing way for interview
def reverse_a_string(string: str) -> str:
"""
This method is used to reverse a string.
Args:
string: a string to reverse
Returns: a reversed string
"""
if type(string) != str:
raise TypeError("{0} This not a string, Please provide a string!".format(type(string)))
string_place_holder = ""
start = 0
end = len(string) - 1
if end >= 1:
while start <= end:
string_place_holder = string_place_holder + string[end]
end -= 1
return string_place_holder
else:
return string
a = "hello world"
rev = reverse_a_string(a)
print(rev)
Output:
dlrow olleh
Recursive method:
def reverse(s): return s[0] if len(s)==1 else s[len(s)-1] + reverse(s[0:len(s)-1])
example:
print(reverse("Hello!")) #!olleH
def reverse_string(string):
length = len(string)
temp = ''
for i in range(length):
temp += string[length - i - 1]
return temp
print(reverse_string('foo')) #prints "oof"
This works by looping through a string and assigning its values in reverse order to another string.
a=input()
print(a[::-1])
The above code recieves the input from the user and prints an output that is equal to the reverse of the input by adding [::-1].
OUTPUT:
>>> Happy
>>> yppaH
But when it comes to the case of sentences, view the code output below:
>>> Have a happy day
>>> yad yppah a evaH
But if you want only the characters of the string to be reversed and not the sequence of string, try this:
a=input().split() #Splits the input on the basis of space (" ")
for b in a: #declares that var (b) is any value in the list (a)
print(b[::-1], end=" ") #End declares to print the character in its quotes (" ") without a new line.
In the above code in line 2 in I said that ** variable b is any value in the list (a)** I said var a to be a list because when you use split in an input the variable of the input becomes a list. Also remember that split can't be used in the case of int(input())
OUTPUT:
>>> Have a happy day
>>> evaH a yppah yad
If we don't add end(" ") in the above code then it will print like the following:
>>> Have a happy day
>>> evaH
>>> a
>>> yppah
>>> yad
Below is an example to understand end():
CODE:
for i in range(1,6):
print(i) #Without end()
OUTPUT:
>>> 1
>>> 2
>>> 3
>>> 4
>>> 5
Now code with end():
for i in range(1,6):
print(i, end=" || ")
OUTPUT:
>>> 1 || 2 || 3 || 4 || 5 ||
Here is how we can reverse a string using for loop:
string = "hello,world"
for i in range(-1,-len(string)-1,-1):
print (string[i], end=(" "))
Just as a different solution(because it's asked in interviews):
def reverse_checker(string):
ns = ""
for h in range(1,len(string)+1):
ns += string[-h]
print(ns)
if ns == string:
return True
else:
return False
Using Python 3.
I have a string such as 128kb/s, 5mb/s, or something as simple as 42!. There's no space between the numeric characters and its postfix, so I can't just invoke int(text) directly.
And I just want to capture the values of 128,5, and 42 into an integer.
At the moment, I just wrote a helper function that accumulates all the numbers into a string and breaks on the first non-numeric character.
def read_int_from_string(text):
s = ""
val = 0
for c in text:
if (c >= '0') and (c <= '9'):
s += c
else:
break
if s:
val = int(s)
return val
The above works fine, but is there a more pythonic way to do this?
This is one of those scenarios where a regex seems reasonable:
import re
leadingdigits = re.compile(r'^\d+')
def read_int_from_string(text):
return int(leadingdigits.match(text).group(0))
If you hate regex, you can do this to basically push your original loop's logic to the C layer, though it's likely to be slower:
from itertools import takewhile
def read_int_from_string(text):
return int(''.join(takewhile(str.isdigit, text)))
you can use str.isdigit, how about this one?
>> int(filter(str.isdigit, '128kb/s'))
128
for Python 3. since filter returns iterable in Python 3
int(''.join(filter(str.isdigit, '128kb/s')))
[Edit: as someone pointed out I have used improperly the palindrom concept, now I have edited with the correct functions. I have done also some optimizations in the first and third example, in which the for statement goes until it reach half of the string]
I have coded three different versions for a method which checks if a string is a palindrome. The method are implemented as extensions for the class "str"
The methods also convert the string to lowercase, and delete all the punctual and spaces. Which one is the better (faster, pythonic)?
Here are the methods:
1) This one is the first solution that I thought of:
def palindrom(self):
lowerself = re.sub("[ ,.;:?!]", "", self.lower())
n = len(lowerself)
for i in range(n//2):
if lowerself[i] != lowerself[n-(i+1)]:
return False
return True
I think that this one is the more faster because there aren't transformations or reversing of the string, and the for statement breaks at the first different element, but I don't think it's an elegant and pythonic way to do so
2) In the second version I do a transformation with the solution founded here on stackoverflow (using advanced slicing string[::-1])
# more compact
def pythonicPalindrom(self):
lowerself = re.sub("[ ,.;:?!]", "", self.lower())
lowerReversed = lowerself[::-1]
if lowerself == lowerReversed:
return True
else:
return False
But I think that the slicing and the comparision between the strings make this solution slower.
3) The thirds solution that I thought of, use an iterator:
# with iterator
def iteratorPalindrom(self):
lowerself = re.sub("[ ,.;:?!]", "", self.lower())
iteratorReverse = reversed(lowerself)
for char in lowerself[0:len(lowerself)//2]:
if next(iteratorReverse) != char:
return False
return True
which I think is way more elegant of the first solution, and more efficient of the second solution
So, I decided to just timeit, and find which one was the fastest. Note that the final function is a cleaner version of your own pythonicPalindrome. It is defined as follows:
def palindrome(s, o):
return re.sub("[ ,.;:?!]", "", s.lower()) == re.sub("[ ,.;:?!]", "", o.lower())[::-1]
Methodology
I ran 10 distinct tests per function. In each test run, the function was called 10000 times, with arguments self="aabccccccbaa", other="aabccccccbaa". The results can be found below.
palindrom iteratorPalindrome pythonicPalindrome palindrome
1 0.131656638 0.108762937 0.071676536 0.072031984
2 0.140950052 0.109713793 0.073781851 0.071860462
3 0.126966087 0.109586756 0.072349792 0.073776719
4 0.125113136 0.108729573 0.094633969 0.071474645
5 0.130878159 0.108602964 0.075770395 0.072455015
6 0.133569472 0.110276694 0.072811747 0.071764222
7 0.128642812 0.111065438 0.072170571 0.072285204
8 0.124896702 0.110218949 0.071898959 0.071841214
9 0.123841905 0.109278358 0.077430437 0.071747112
10 0.124083576 0.108184210 0.080211147 0.077391086
AVG 0.129059854 0.109441967 0.076273540 0.072662766
STDDEV 0.005387429 0.000901370 0.007030835 0.001781309
It would appear that the cleaner version of your pythonicPalindrome is marginally faster, but both functions clearly outclass the alternatives.
It seems that you want to know the execution time of your blocks of code and compare them.
You can use the timeit module.
Here's a quick way:
import timeit
start = timeit.default_timer()
#Your code here
stop = timeit.default_timer()
print stop - start
Read more:
Option 1
Option 2
You could also time this one-liner that does not use re, but itertools instead:
def isPalindrom(self):
return all(i==j for i, j in itertools.zip_longest((i.lower() for i in self if i not in " ,.;:?!"), (j.lower() for j in self[::-1] if j not in " ,.;:?!")))
Or, explained in more details:
def isPalindrom(self):
#using generators to not use memory
stripped_self = (i.lower() for i in self if i not in " ,.;:?!")
reversed_stripped_self = (j.lower() for j in self[::-1] if j not in " ,.;:?!")
return all(self_char==reversed_char for self_char, reversed_char in itertools.zip_longest(stripped_self, reversed_stripped_self))
Recall that filter works on strings:
>>> st="One string, with punc. That also needs lowercase!"
>>> filter(lambda c: c not in " ,.;:?!", st.lower())
'onestringwithpuncthatalsoneedslowercase'
So your test can be a one liner that is obvious in function:
>>> str
'!esacrewol sdeen osla tahT .cnup htiw ,gnirts enO'
>>> filter(lambda c: c not in " ,.;:?!", st.lower())==filter(lambda c: c not in " ,.;:?!", str.lower()[::-1])
True
Or, if you are going to use a regex, just reverse the result with the idiomatic str[::-1]:
>>> "123"[::-1]
'321'
>>> re.sub(r'[ ,.;:?!]', '', st.lower())==re.sub(r'[ ,.;:?!]', '', str.lower())[::-1]
True
The fastest may be to use string.tranlate to delete the characters:
>>> import string
>>> string.translate(st, None, " ,.;:?!")
'OnestringwithpuncThatalsoneedslowercase'
>>> string.translate(st, None, " ,.;:?!")==string.translate(str, None, " ,.;:?!")[::-1]
True
When we pass a word it checks if it can be reversed,If it can be reversed it prints "This is a Palindrome". or "This is NOT a Palindrome"
def reverse(word):
x = ''
for i in range(len(word)):
x += word[len(word)-1-i]
return x
word = input('give me a word:\n')
x = reverse(word)
if x == word:
print('This is a Palindrome')
else:
print('This is NOT a Palindrome')
Why not using a more pythonic way!
def palindrome_checker(string):
string = string.lower()
return string == string[::-1] # returns a boolean
Coming from the C/C++ world and being a Python newb, I wrote this simple string function that takes an input string (guaranteed to be ASCII) and returns the last four characters. If there’s less than four characters, I want to fill the leading positions with the letter ‘A'. (this was not an exercise, but a valuable part of another complex function)
There are dozens of methods of doing this, from brute force, to simple, to elegant. My approach below, while functional, didn’t seem "Pythonic".
NOTE: I’m presently using Python 2.6 — and performance is NOT an issue. The input strings are short (2-8 characters), and I call this function only a few thousand times.
def copyFourTrailingChars(src_str):
four_char_array = bytearray("AAAA")
xfrPos = 4
for x in src_str[::-1]:
xfrPos -= 1
four_char_array[xfrPos] = x
if xfrPos == 0:
break
return str(four_char_array)
input_str = "7654321"
print("The output of {0} is {1}".format(input_str, copyFourTrailingChars(input_str)))
input_str = "21"
print("The output of {0} is {1}".format(input_str, copyFourTrailingChars(input_str)))
The output is:
The output of 7654321 is 4321
The output of 21 is AA21
Suggestions from Pythoneers?
I would use simple slicing and then str.rjust() to right justify the result using A as fillchar . Example -
def copy_four(s):
return s[-4:].rjust(4,'A')
Demo -
>>> copy_four('21')
'AA21'
>>> copy_four('1233423')
'3423'
You can simple adding four sentinel 'A' character before the original string, then take the ending four characters:
def copy_four(s):
return ('AAAA'+s)[-4:]
That's simple enough!
How about something with string formatting?
def copy_four(s):
return '{}{}{}{}'.format(*('A'*(4-len(s[-4:])) + s[-4:]))
Result:
>>> copy_four('abcde')
'bcde'
>>> copy_four('abc')
'Aabc'
Here's a nicer, more canonical option:
def copy_four(s):
return '{:A>4}'.format(s[-4:])
Result:
>>> copy_four('abcde')
'bcde'
>>> copy_four('abc')
'Aabc'
You could use slicing to get the last 4 characters, then string repetition (* operator) and concatenation (+ operator) as below:
def trailing_four(s):
s = s[-4:]
s = 'A' * (4 - len(s)) + s
return s
You can try this
def copy_four_trailing_chars(input_string)
list_a = ['A','A','A','A']
str1 = input_string[:-4]
if len(str1) < 4:
str1 = "%s%s" % (''.join(list_a[:4-len(str1)]), str1)
return str1
There is no built in reverse function for Python's str object. What is the best way of implementing this method?
If supplying a very concise answer, please elaborate on its efficiency. For example, whether the str object is converted to a different object, etc.
Using slicing:
>>> 'hello world'[::-1]
'dlrow olleh'
Slice notation takes the form [start:stop:step]. In this case, we omit the start and stop positions since we want the whole string. We also use step = -1, which means, "repeatedly step from right to left by 1 character".
#Paolo's s[::-1] is fastest; a slower approach (maybe more readable, but that's debatable) is ''.join(reversed(s)).
What is the best way of implementing a reverse function for strings?
My own experience with this question is academic. However, if you're a pro looking for the quick answer, use a slice that steps by -1:
>>> 'a string'[::-1]
'gnirts a'
or more readably (but slower due to the method name lookups and the fact that join forms a list when given an iterator), str.join:
>>> ''.join(reversed('a string'))
'gnirts a'
or for readability and reusability, put the slice in a function
def reversed_string(a_string):
return a_string[::-1]
and then:
>>> reversed_string('a_string')
'gnirts_a'
Longer explanation
If you're interested in the academic exposition, please keep reading.
There is no built-in reverse function in Python's str object.
Here is a couple of things about Python's strings you should know:
In Python, strings are immutable. Changing a string does not modify the string. It creates a new one.
Strings are sliceable. Slicing a string gives you a new string from one point in the string, backwards or forwards, to another point, by given increments. They take slice notation or a slice object in a subscript:
string[subscript]
The subscript creates a slice by including a colon within the braces:
string[start:stop:step]
To create a slice outside of the braces, you'll need to create a slice object:
slice_obj = slice(start, stop, step)
string[slice_obj]
A readable approach:
While ''.join(reversed('foo')) is readable, it requires calling a string method, str.join, on another called function, which can be rather relatively slow. Let's put this in a function - we'll come back to it:
def reverse_string_readable_answer(string):
return ''.join(reversed(string))
Most performant approach:
Much faster is using a reverse slice:
'foo'[::-1]
But how can we make this more readable and understandable to someone less familiar with slices or the intent of the original author? Let's create a slice object outside of the subscript notation, give it a descriptive name, and pass it to the subscript notation.
start = stop = None
step = -1
reverse_slice = slice(start, stop, step)
'foo'[reverse_slice]
Implement as Function
To actually implement this as a function, I think it is semantically clear enough to simply use a descriptive name:
def reversed_string(a_string):
return a_string[::-1]
And usage is simply:
reversed_string('foo')
What your teacher probably wants:
If you have an instructor, they probably want you to start with an empty string, and build up a new string from the old one. You can do this with pure syntax and literals using a while loop:
def reverse_a_string_slowly(a_string):
new_string = ''
index = len(a_string)
while index:
index -= 1 # index = index - 1
new_string += a_string[index] # new_string = new_string + character
return new_string
This is theoretically bad because, remember, strings are immutable - so every time where it looks like you're appending a character onto your new_string, it's theoretically creating a new string every time! However, CPython knows how to optimize this in certain cases, of which this trivial case is one.
Best Practice
Theoretically better is to collect your substrings in a list, and join them later:
def reverse_a_string_more_slowly(a_string):
new_strings = []
index = len(a_string)
while index:
index -= 1
new_strings.append(a_string[index])
return ''.join(new_strings)
However, as we will see in the timings below for CPython, this actually takes longer, because CPython can optimize the string concatenation.
Timings
Here are the timings:
>>> a_string = 'amanaplanacanalpanama' * 10
>>> min(timeit.repeat(lambda: reverse_string_readable_answer(a_string)))
10.38789987564087
>>> min(timeit.repeat(lambda: reversed_string(a_string)))
0.6622700691223145
>>> min(timeit.repeat(lambda: reverse_a_string_slowly(a_string)))
25.756799936294556
>>> min(timeit.repeat(lambda: reverse_a_string_more_slowly(a_string)))
38.73570013046265
CPython optimizes string concatenation, whereas other implementations may not:
... do not rely on CPython's efficient implementation of in-place string concatenation for statements in the form a += b or a = a + b . This optimization is fragile even in CPython (it only works for some types) and isn't present at all in implementations that don't use refcounting. In performance sensitive parts of the library, the ''.join() form should be used instead. This will ensure that concatenation occurs in linear time across various implementations.
Quick Answer (TL;DR)
Example
### example01 -------------------
mystring = 'coup_ate_grouping'
backwards = mystring[::-1]
print(backwards)
### ... or even ...
mystring = 'coup_ate_grouping'[::-1]
print(mystring)
### result01 -------------------
'''
gnipuorg_eta_puoc
'''
Detailed Answer
Background
This answer is provided to address the following concern from #odigity:
Wow. I was horrified at first by the solution Paolo proposed, but that
took a back seat to the horror I felt upon reading the first
comment: "That's very pythonic. Good job!" I'm so disturbed that such
a bright community thinks using such cryptic methods for something so
basic is a good idea. Why isn't it just s.reverse()?
Problem
Context
Python 2.x
Python 3.x
Scenario:
Developer wants to transform a string
Transformation is to reverse order of all the characters
Solution
example01 produces the desired result, using extended slice notation.
Pitfalls
Developer might expect something like string.reverse()
The native idiomatic (aka "pythonic") solution may not be readable to newer developers
Developer may be tempted to implement his or her own version of string.reverse() to avoid slice notation.
The output of slice notation may be counter-intuitive in some cases:
see e.g., example02
print 'coup_ate_grouping'[-4:] ## => 'ping'
compared to
print 'coup_ate_grouping'[-4:-1] ## => 'pin'
compared to
print 'coup_ate_grouping'[-1] ## => 'g'
the different outcomes of indexing on [-1] may throw some developers off
Rationale
Python has a special circumstance to be aware of: a string is an iterable type.
One rationale for excluding a string.reverse() method is to give python developers incentive to leverage the power of this special circumstance.
In simplified terms, this simply means each individual character in a string can be easily operated on as a part of a sequential arrangement of elements, just like arrays in other programming languages.
To understand how this works, reviewing example02 can provide a good overview.
Example02
### example02 -------------------
## start (with positive integers)
print 'coup_ate_grouping'[0] ## => 'c'
print 'coup_ate_grouping'[1] ## => 'o'
print 'coup_ate_grouping'[2] ## => 'u'
## start (with negative integers)
print 'coup_ate_grouping'[-1] ## => 'g'
print 'coup_ate_grouping'[-2] ## => 'n'
print 'coup_ate_grouping'[-3] ## => 'i'
## start:end
print 'coup_ate_grouping'[0:4] ## => 'coup'
print 'coup_ate_grouping'[4:8] ## => '_ate'
print 'coup_ate_grouping'[8:12] ## => '_gro'
## start:end
print 'coup_ate_grouping'[-4:] ## => 'ping' (counter-intuitive)
print 'coup_ate_grouping'[-4:-1] ## => 'pin'
print 'coup_ate_grouping'[-4:-2] ## => 'pi'
print 'coup_ate_grouping'[-4:-3] ## => 'p'
print 'coup_ate_grouping'[-4:-4] ## => ''
print 'coup_ate_grouping'[0:-1] ## => 'coup_ate_groupin'
print 'coup_ate_grouping'[0:] ## => 'coup_ate_grouping' (counter-intuitive)
## start:end:step (or start:end:stride)
print 'coup_ate_grouping'[-1::1] ## => 'g'
print 'coup_ate_grouping'[-1::-1] ## => 'gnipuorg_eta_puoc'
## combinations
print 'coup_ate_grouping'[-1::-1][-4:] ## => 'puoc'
Conclusion
The cognitive load associated with understanding how slice notation works in python may indeed be too much for some adopters and developers who do not wish to invest much time in learning the language.
Nevertheless, once the basic principles are understood, the power of this approach over fixed string manipulation methods can be quite favorable.
For those who think otherwise, there are alternate approaches, such as lambda functions, iterators, or simple one-off function declarations.
If desired, a developer can implement her own string.reverse() method, however it is good to understand the rationale behind this aspect of python.
See also
alternate simple approach
alternate simple approach
alternate explanation of slice notation
This answer is a bit longer and contains 3 sections: Benchmarks of existing solutions, why most solutions here are wrong, my solution.
The existing answers are only correct if Unicode Modifiers / grapheme clusters are ignored. I'll deal with that later, but first have a look at the speed of some reversal algorithms:
NOTE: I've what I called list_comprehension should be called slicing
list_comprehension : min: 0.6μs, mean: 0.6μs, max: 2.2μs
reverse_func : min: 1.9μs, mean: 2.0μs, max: 7.9μs
reverse_reduce : min: 5.7μs, mean: 5.9μs, max: 10.2μs
reverse_loop : min: 3.0μs, mean: 3.1μs, max: 6.8μs
list_comprehension : min: 4.2μs, mean: 4.5μs, max: 31.7μs
reverse_func : min: 75.4μs, mean: 76.6μs, max: 109.5μs
reverse_reduce : min: 749.2μs, mean: 882.4μs, max: 2310.4μs
reverse_loop : min: 469.7μs, mean: 577.2μs, max: 1227.6μs
You can see that the time for the list comprehension (reversed = string[::-1]) is in all cases by far the lowest (even after fixing my typo).
String Reversal
If you really want to reverse a string in the common sense, it is WAY more complicated. For example, take the following string (brown finger pointing left, yellow finger pointing up). Those are two graphemes, but 3 unicode code points. The additional one is a skin modifier.
example = "👈🏾👆"
But if you reverse it with any of the given methods, you get brown finger pointing up, yellow finger pointing left. The reason for this is that the "brown" color modifier is still in the middle and gets applied to whatever is before it. So we have
U: finger pointing up
M: brown modifier
L: finger pointing left
and
original: LMU 👈🏾👆
reversed: UML (above solutions) ☝🏾👈
reversed: ULM (correct reversal) 👆👈🏾
Unicode Grapheme Clusters are a bit more complicated than just modifier code points. Luckily, there is a library for handling graphemes:
>>> import grapheme
>>> g = grapheme.graphemes("👈🏾👆")
>>> list(g)
['👈🏾', '👆']
and hence the correct answer would be
def reverse_graphemes(string):
g = list(grapheme.graphemes(string))
return ''.join(g[::-1])
which also is by far the slowest:
list_comprehension : min: 0.5μs, mean: 0.5μs, max: 2.1μs
reverse_func : min: 68.9μs, mean: 70.3μs, max: 111.4μs
reverse_reduce : min: 742.7μs, mean: 810.1μs, max: 1821.9μs
reverse_loop : min: 513.7μs, mean: 552.6μs, max: 1125.8μs
reverse_graphemes : min: 3882.4μs, mean: 4130.9μs, max: 6416.2μs
The Code
#!/usr/bin/env python3
import numpy as np
import random
import timeit
from functools import reduce
random.seed(0)
def main():
longstring = ''.join(random.choices("ABCDEFGHIJKLM", k=2000))
functions = [(list_comprehension, 'list_comprehension', longstring),
(reverse_func, 'reverse_func', longstring),
(reverse_reduce, 'reverse_reduce', longstring),
(reverse_loop, 'reverse_loop', longstring)
]
duration_list = {}
for func, name, params in functions:
durations = timeit.repeat(lambda: func(params), repeat=100, number=3)
duration_list[name] = list(np.array(durations) * 1000)
print('{func:<20}: '
'min: {min:5.1f}μs, mean: {mean:5.1f}μs, max: {max:6.1f}μs'
.format(func=name,
min=min(durations) * 10**6,
mean=np.mean(durations) * 10**6,
max=max(durations) * 10**6,
))
create_boxplot('Reversing a string of length {}'.format(len(longstring)),
duration_list)
def list_comprehension(string):
return string[::-1]
def reverse_func(string):
return ''.join(reversed(string))
def reverse_reduce(string):
return reduce(lambda x, y: y + x, string)
def reverse_loop(string):
reversed_str = ""
for i in string:
reversed_str = i + reversed_str
return reversed_str
def create_boxplot(title, duration_list, showfliers=False):
import seaborn as sns
import matplotlib.pyplot as plt
import operator
plt.figure(num=None, figsize=(8, 4), dpi=300,
facecolor='w', edgecolor='k')
sns.set(style="whitegrid")
sorted_keys, sorted_vals = zip(*sorted(duration_list.items(),
key=operator.itemgetter(1)))
flierprops = dict(markerfacecolor='0.75', markersize=1,
linestyle='none')
ax = sns.boxplot(data=sorted_vals, width=.3, orient='h',
flierprops=flierprops,
showfliers=showfliers)
ax.set(xlabel="Time in ms", ylabel="")
plt.yticks(plt.yticks()[0], sorted_keys)
ax.set_title(title)
plt.tight_layout()
plt.savefig("output-string.png")
if __name__ == '__main__':
main()
1. using slice notation
def rev_string(s):
return s[::-1]
2. using reversed() function
def rev_string(s):
return ''.join(reversed(s))
3. using recursion
def rev_string(s):
if len(s) == 1:
return s
return s[-1] + rev_string(s[:-1])
A lesser perplexing way to look at it would be:
string = 'happy'
print(string)
'happy'
string_reversed = string[-1::-1]
print(string_reversed)
'yppah'
In English [-1::-1] reads as:
"Starting at -1, go all the way, taking steps of -1"
Reverse a string in python without using reversed() or [::-1]
def reverse(test):
n = len(test)
x=""
for i in range(n-1,-1,-1):
x += test[i]
return x
This is also an interesting way:
def reverse_words_1(s):
rev = ''
for i in range(len(s)):
j = ~i # equivalent to j = -(i + 1)
rev += s[j]
return rev
or similar:
def reverse_words_2(s):
rev = ''
for i in reversed(range(len(s)):
rev += s[i]
return rev
Another more 'exotic' way using bytearray which supports .reverse()
b = bytearray('Reverse this!', 'UTF-8')
b.reverse()
b.decode('UTF-8')`
will produce:
'!siht esreveR'
def reverse(input):
return reduce(lambda x,y : y+x, input)
Here is a no fancy one:
def reverse(text):
r_text = ''
index = len(text) - 1
while index >= 0:
r_text += text[index] #string canbe concatenated
index -= 1
return r_text
print reverse("hello, world!")
There are multiple ways to reverse a string in Python
Slicing Method
string = "python"
rev_string = string[::-1]
print(rev_string)
using reversed function
string = "python"
rev= reversed(string)
rev_string = "".join(rev)
print(rev_string)
Using Recursion
string = "python"
def reverse(string):
if len(string)==0:
return string
else:
return reverse(string[1:])+string[0]
print(reverse(string))
Using for Loop
string = "python"
rev_string =""
for s in string:
rev_string = s+ rev_string
print(rev_string)
Using while Loop
string = "python"
rev_str =""
length = len(string)-1
while length >=0:
rev_str += string[length]
length -= 1
print(rev_str)
original = "string"
rev_index = original[::-1]
rev_func = list(reversed(list(original))) #nsfw
print(original)
print(rev_index)
print(''.join(rev_func))
To solve this in programing way for interview
def reverse_a_string(string: str) -> str:
"""
This method is used to reverse a string.
Args:
string: a string to reverse
Returns: a reversed string
"""
if type(string) != str:
raise TypeError("{0} This not a string, Please provide a string!".format(type(string)))
string_place_holder = ""
start = 0
end = len(string) - 1
if end >= 1:
while start <= end:
string_place_holder = string_place_holder + string[end]
end -= 1
return string_place_holder
else:
return string
a = "hello world"
rev = reverse_a_string(a)
print(rev)
Output:
dlrow olleh
Recursive method:
def reverse(s): return s[0] if len(s)==1 else s[len(s)-1] + reverse(s[0:len(s)-1])
example:
print(reverse("Hello!")) #!olleH
def reverse_string(string):
length = len(string)
temp = ''
for i in range(length):
temp += string[length - i - 1]
return temp
print(reverse_string('foo')) #prints "oof"
This works by looping through a string and assigning its values in reverse order to another string.
a=input()
print(a[::-1])
The above code recieves the input from the user and prints an output that is equal to the reverse of the input by adding [::-1].
OUTPUT:
>>> Happy
>>> yppaH
But when it comes to the case of sentences, view the code output below:
>>> Have a happy day
>>> yad yppah a evaH
But if you want only the characters of the string to be reversed and not the sequence of string, try this:
a=input().split() #Splits the input on the basis of space (" ")
for b in a: #declares that var (b) is any value in the list (a)
print(b[::-1], end=" ") #End declares to print the character in its quotes (" ") without a new line.
In the above code in line 2 in I said that ** variable b is any value in the list (a)** I said var a to be a list because when you use split in an input the variable of the input becomes a list. Also remember that split can't be used in the case of int(input())
OUTPUT:
>>> Have a happy day
>>> evaH a yppah yad
If we don't add end(" ") in the above code then it will print like the following:
>>> Have a happy day
>>> evaH
>>> a
>>> yppah
>>> yad
Below is an example to understand end():
CODE:
for i in range(1,6):
print(i) #Without end()
OUTPUT:
>>> 1
>>> 2
>>> 3
>>> 4
>>> 5
Now code with end():
for i in range(1,6):
print(i, end=" || ")
OUTPUT:
>>> 1 || 2 || 3 || 4 || 5 ||
Here is how we can reverse a string using for loop:
string = "hello,world"
for i in range(-1,-len(string)-1,-1):
print (string[i], end=(" "))
Just as a different solution(because it's asked in interviews):
def reverse_checker(string):
ns = ""
for h in range(1,len(string)+1):
ns += string[-h]
print(ns)
if ns == string:
return True
else:
return False