python – Best way to replace multiple characters in a string?
python – Best way to replace multiple characters in a string?
Replacing two characters
I timed all the methods in the current answers along with one extra.
With an input string of abc&def#ghi
and replacing & -> & and # -> #, the fastest way was to chain together the replacements like this: text.replace(&, &).replace(#, #)
.
Timings for each function:
- a) 1000000 loops, best of 3: 1.47 μs per loop
- b) 1000000 loops, best of 3: 1.51 μs per loop
- c) 100000 loops, best of 3: 12.3 μs per loop
- d) 100000 loops, best of 3: 12 μs per loop
- e) 100000 loops, best of 3: 3.27 μs per loop
- f) 1000000 loops, best of 3: 0.817 μs per loop
- g) 100000 loops, best of 3: 3.64 μs per loop
- h) 1000000 loops, best of 3: 0.927 μs per loop
- i) 1000000 loops, best of 3: 0.814 μs per loop
Here are the functions:
def a(text):
chars = &#
for c in chars:
text = text.replace(c, \ + c)
def b(text):
for ch in [&,#]:
if ch in text:
text = text.replace(ch,\+ch)
import re
def c(text):
rx = re.compile(([&#]))
text = rx.sub(r\1, text)
RX = re.compile(([&#]))
def d(text):
text = RX.sub(r\1, text)
def mk_esc(esc_chars):
return lambda s: .join([\ + c if c in esc_chars else c for c in s])
esc = mk_esc(&#)
def e(text):
esc(text)
def f(text):
text = text.replace(&, &).replace(#, #)
def g(text):
replacements = {&: &, #: #}
text = .join([replacements.get(c, c) for c in text])
def h(text):
text = text.replace(&, r&)
text = text.replace(#, r#)
def i(text):
text = text.replace(&, r&).replace(#, r#)
Timed like this:
python -mtimeit -simport time_functions time_functions.a(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.b(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.c(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.d(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.e(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.f(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.g(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.h(abc&def#ghi)
python -mtimeit -simport time_functions time_functions.i(abc&def#ghi)
Replacing 17 characters
Heres similar code to do the same but with more characters to escape (`*_{}>#+-.!$):
def a(text):
chars = \`*_{}[]()>#+-.!$
for c in chars:
text = text.replace(c, \ + c)
def b(text):
for ch in [\,`,*,_,{,},[,],(,),>,#,+,-,.,!,$,]:
if ch in text:
text = text.replace(ch,\+ch)
import re
def c(text):
rx = re.compile(([&#]))
text = rx.sub(r\1, text)
RX = re.compile(([\`*_{}[]()>#+-.!$]))
def d(text):
text = RX.sub(r\1, text)
def mk_esc(esc_chars):
return lambda s: .join([\ + c if c in esc_chars else c for c in s])
esc = mk_esc(\`*_{}[]()>#+-.!$)
def e(text):
esc(text)
def f(text):
text = text.replace(\, \\).replace(`, `).replace(*, *).replace(_, _).replace({, {).replace(}, }).replace([, [).replace(], ]).replace((, ().replace(), )).replace(>, >).replace(#, #).replace(+, +).replace(-, -).replace(., .).replace(!, !).replace($, $)
def g(text):
replacements = {
\: \\,
`: `,
*: *,
_: _,
{: {,
}: },
[: [,
]: ],
(: (,
): ),
>: >,
#: #,
+: +,
-: -,
.: .,
!: !,
$: $,
}
text = .join([replacements.get(c, c) for c in text])
def h(text):
text = text.replace(\, r\)
text = text.replace(`, r`)
text = text.replace(*, r*)
text = text.replace(_, r_)
text = text.replace({, r{)
text = text.replace(}, r})
text = text.replace([, r[)
text = text.replace(], r])
text = text.replace((, r()
text = text.replace(), r))
text = text.replace(>, r>)
text = text.replace(#, r#)
text = text.replace(+, r+)
text = text.replace(-, r-)
text = text.replace(., r.)
text = text.replace(!, r!)
text = text.replace($, r$)
def i(text):
text = text.replace(\, r\).replace(`, r`).replace(*, r*).replace(_, r_).replace({, r{).replace(}, r}).replace([, r[).replace(], r]).replace((, r().replace(), r)).replace(>, r>).replace(#, r#).replace(+, r+).replace(-, r-).replace(., r.).replace(!, r!).replace($, r$)
Heres the results for the same input string abc&def#ghi
:
- a) 100000 loops, best of 3: 6.72 μs per loop
- b) 100000 loops, best of 3: 2.64 μs per loop
- c) 100000 loops, best of 3: 11.9 μs per loop
- d) 100000 loops, best of 3: 4.92 μs per loop
- e) 100000 loops, best of 3: 2.96 μs per loop
- f) 100000 loops, best of 3: 4.29 μs per loop
- g) 100000 loops, best of 3: 4.68 μs per loop
- h) 100000 loops, best of 3: 4.73 μs per loop
- i) 100000 loops, best of 3: 4.24 μs per loop
And with a longer input string (## *Something* and [another] thing in a longer sentence with {more} things to replace$
):
- a) 100000 loops, best of 3: 7.59 μs per loop
- b) 100000 loops, best of 3: 6.54 μs per loop
- c) 100000 loops, best of 3: 16.9 μs per loop
- d) 100000 loops, best of 3: 7.29 μs per loop
- e) 100000 loops, best of 3: 12.2 μs per loop
- f) 100000 loops, best of 3: 5.38 μs per loop
- g) 10000 loops, best of 3: 21.7 μs per loop
- h) 100000 loops, best of 3: 5.7 μs per loop
- i) 100000 loops, best of 3: 5.13 μs per loop
Adding a couple of variants:
def ab(text):
for ch in [\,`,*,_,{,},[,],(,),>,#,+,-,.,!,$,]:
text = text.replace(ch,\+ch)
def ba(text):
chars = \`*_{}[]()>#+-.!$
for c in chars:
if c in text:
text = text.replace(c, \ + c)
With the shorter input:
- ab) 100000 loops, best of 3: 7.05 μs per loop
- ba) 100000 loops, best of 3: 2.4 μs per loop
With the longer input:
- ab) 100000 loops, best of 3: 7.71 μs per loop
- ba) 100000 loops, best of 3: 6.08 μs per loop
So Im going to use ba
for readability and speed.
Addendum
Prompted by haccks in the comments, one difference between ab
and ba
is the if c in text:
check. Lets test them against two more variants:
def ab_with_check(text):
for ch in [\,`,*,_,{,},[,],(,),>,#,+,-,.,!,$,]:
if ch in text:
text = text.replace(ch,\+ch)
def ba_without_check(text):
chars = \`*_{}[]()>#+-.!$
for c in chars:
text = text.replace(c, \ + c)
Times in μs per loop on Python 2.7.14 and 3.6.3, and on a different machine from the earlier set, so cannot be compared directly.
╭────────────╥──────┬───────────────┬──────┬──────────────────╮
│ Py, input ║ ab │ ab_with_check │ ba │ ba_without_check │
╞════════════╬══════╪═══════════════╪══════╪══════════════════╡
│ Py2, short ║ 8.81 │ 4.22 │ 3.45 │ 8.01 │
│ Py3, short ║ 5.54 │ 1.34 │ 1.46 │ 5.34 │
├────────────╫──────┼───────────────┼──────┼──────────────────┤
│ Py2, long ║ 9.3 │ 7.15 │ 6.85 │ 8.55 │
│ Py3, long ║ 7.43 │ 4.38 │ 4.41 │ 7.02 │
└────────────╨──────┴───────────────┴──────┴──────────────────┘
We can conclude that:
-
Those with the check are up to 4x faster than those without the check
-
ab_with_check
is slightly in the lead on Python 3, butba
(with check) has a greater lead on Python 2 -
However, the biggest lesson here is Python 3 is up to 3x faster than Python 2! Theres not a huge difference between the slowest on Python 3 and fastest on Python 2!
>>> string=abc&def#ghi
>>> for ch in [&,#]:
... if ch in string:
... string=string.replace(ch,\+ch)
...
>>> print string
abc&def#ghi
python – Best way to replace multiple characters in a string?
Here is a python3 method using str.translate
and str.maketrans
:
s = abc&def#ghi
print(s.translate(str.maketrans({&: &, #: #})))
The printed string is abc&def#ghi
.