What is the difference between a string and a byte string?
I am working with a library which returns a byte string and I need to convert this to a string.
Although I'm not sure what the difference is - if any.
Solution 1:
The only thing that a computer can store is bytes.
To store anything in a computer, you must first encode it, i.e. convert it to bytes. For example:
- If you want to store music, you must first encode it using
MP3
,WAV
, etc. - If you want to store a picture, you must first encode it using
PNG
,JPEG
, etc. - If you want to store text, you must first encode it using
ASCII
,UTF-8
, etc.
MP3
, WAV
, PNG
, JPEG
, ASCII
and UTF-8
are examples of encodings. An encoding is a format to represent audio, images, text, etc in bytes.
In Python, a byte string is just that: a sequence of bytes. It isn't human-readable. Under the hood, everything must be converted to a byte string before it can be stored in a computer.
On the other hand, a character string, often just called a "string", is a sequence of characters. It is human-readable. A character string can't be directly stored in a computer, it has to be encoded first (converted into a byte string). There are multiple encodings through which a character string can be converted into a byte string, such as ASCII
and UTF-8
.
'I am a string'.encode('ASCII')
The above Python code will encode the string 'I am a string'
using the encoding ASCII
. The result of the above code will be a byte string. If you print it, Python will represent it as b'I am a string'
. Remember, however, that byte strings aren't human-readable, it's just that Python decodes them from ASCII
when you print them. In Python, a byte string is represented by a b
, followed by the byte string's ASCII
representation.
A byte string can be decoded back into a character string, if you know the encoding that was used to encode it.
b'I am a string'.decode('ASCII')
The above code will return the original string 'I am a string'
.
Encoding and decoding are inverse operations. Everything must be encoded before it can be written to disk, and it must be decoded before it can be read by a human.
Solution 2:
Assuming Python 3 (in Python 2, this difference is a little less well-defined) - a string is a sequence of characters, ie unicode codepoints; these are an abstract concept, and can't be directly stored on disk. A byte string is a sequence of, unsurprisingly, bytes - things that can be stored on disk. The mapping between them is an encoding - there are quite a lot of these (and infinitely many are possible) - and you need to know which applies in the particular case in order to do the conversion, since a different encoding may map the same bytes to a different string:
>>> b'\xcf\x84o\xcf\x81\xce\xbdo\xcf\x82'.decode('utf-16')
'蓏콯캁澽苏'
>>> b'\xcf\x84o\xcf\x81\xce\xbdo\xcf\x82'.decode('utf-8')
'τoρνoς'
Once you know which one to use, you can use the .decode()
method of the byte string to get the right character string from it as above. For completeness, the .encode()
method of a character string goes the opposite way:
>>> 'τoρνoς'.encode('utf-8')
b'\xcf\x84o\xcf\x81\xce\xbdo\xcf\x82'
Solution 3:
Note: I will elaborate more my answer for Python 3 since the end of life of Python 2 is very close.
In Python 3
bytes
consists of sequences of 8-bit unsigned values, while str
consists of sequences of Unicode code points that represent textual characters from human languages.
>>> # bytes
>>> b = b'h\x65llo'
>>> type(b)
<class 'bytes'>
>>> list(b)
[104, 101, 108, 108, 111]
>>> print(b)
b'hello'
>>>
>>> # str
>>> s = 'nai\u0308ve'
>>> type(s)
<class 'str'>
>>> list(s)
['n', 'a', 'i', '̈', 'v', 'e']
>>> print(s)
naïve
Even though bytes
and str
seem to work the same way, their instances are not compatible with each other, i.e, bytes
and str
instances can't be used together with operators like >
and +
. In addition, keep in mind that comparing bytes
and str
instances for equality, i.e. using ==
, will always evaluate to False
even when they contain exactly the same characters.
>>> # concatenation
>>> b'hi' + b'bye' # this is possible
b'hibye'
>>> 'hi' + 'bye' # this is also possible
'hibye'
>>> b'hi' + 'bye' # this will fail
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: can't concat str to bytes
>>> 'hi' + b'bye' # this will also fail
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: can only concatenate str (not "bytes") to str
>>>
>>> # comparison
>>> b'red' > b'blue' # this is possible
True
>>> 'red'> 'blue' # this is also possible
True
>>> b'red' > 'blue' # you can't compare bytes with str
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: '>' not supported between instances of 'bytes' and 'str'
>>> 'red' > b'blue' # you can't compare str with bytes
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: '>' not supported between instances of 'str' and 'bytes'
>>> b'blue' == 'red' # equality between str and bytes always evaluates to False
False
>>> b'blue' == 'blue' # equality between str and bytes always evaluates to False
False
Another issue when dealing with bytes
and str
is present when working with files that are returned using the open
built-in function. On one hand, if you want ot read or write binary data to/from a file, always open the file using a binary mode like 'rb' or 'wb'. On the other hand, if you want to read or write Unicode data to/from a file, be aware of the default encoding of your computer, so if necessary pass the encoding
parameter to avoid surprises.
In Python 2
str
consists of sequences of 8-bit values, while unicode
consists of sequences of Unicode characters. One thing to keep in mind is that str
and unicode
can be used together with operators if str
only consists of 7-bit ASCI characters.
It might be useful to use helper functions to convert between str
and unicode
in Python 2, and between bytes
and str
in Python 3.
Solution 4:
From What is Unicode:
Fundamentally, computers just deal with numbers. They store letters and other characters by assigning a number for each one.
......
Unicode provides a unique number for every character, no matter what the platform, no matter what the program, no matter what the language.
So when a computer represents a string, it finds characters stored in the computer of the string through their unique Unicode number and these figures are stored in memory. But you can't directly write the string to disk or transmit the string on network through their unique Unicode number because these figures are just simple decimal number. You should encode the string to byte string, such as UTF-8
. UTF-8
is a character encoding capable of encoding all possible characters and it stores characters as bytes (it looks like this). So the encoded string can be used everywhere because UTF-8
is nearly supported everywhere. When you open a text file encoded in UTF-8
from other systems, your computer will decode it and display characters in it through their unique Unicode number. When a browser receive string data encoded UTF-8
from network, it will decode the data to string (assume the browser in UTF-8
encoding) and display the string.
In python3, you can transform string and byte string to each other:
>>> print('中文'.encode('utf-8'))
b'\xe4\xb8\xad\xe6\x96\x87'
>>> print(b'\xe4\xb8\xad\xe6\x96\x87'.decode('utf-8'))
中文
In a word, string is for displaying to humans to read on a computer and byte string is for storing to disk and data transmission.