Pythonic
zip/unzip
def unzip(tuples):
if tuples:
return [tuple(t[i] for t in tuples) for i, _ in enumerate(tuples[0])]
else:
return []
- result:
>>> unzip( ((1, 2), (3, 4), (5, 6)) ) [(1, 3, 5), (2, 4, 6)]
in
long_string = "This is a very long string"
if "long" in long_string:
print("Match found")
dict & counter
>>> from collections import Counter
>>> fruits = ['orange', 'banana', 'apple', 'orange', 'banana']
>>> Counter(fruits)
Counter({'orange': 2, 'banana': 2, 'apple': 1})
enumerate
x = ['a', 'b', 'c']
for index, item in enumerate(x):
print(index, item)
P:
array = [1, 2, 3, 4, 5] for i, e in enumerate(array,0): print i, e #0 1 #1 2 #2 3 #3 4 #4 5
NP:
for i in xrange(len(array)): print i, array[i] #0 1 #1 2 #2 3 #3 4 #4 5
import local module
# A.py
def filter_items(items):
for i in items:
if i < 10:
yield i
# B.py
from A import filter_items as A_filter_items
def filter_items(items):
for i in items:
if i <= 5:
yield i
def do_something(items):
x = A_filter_items(items)
y = filter_items(items)
return (x, y)
args & kwargs
def add(one, two):
return one + two
my_list = [1, 2]
x = add(*my_list) # x = 3
my_dict = {"one": 1, "two": 2}
y = add(**my_dict) #y = 3
itertools
>>> from itertools import zip_longest
>>> x = [1, 2, 3, 4]
>>> y = ['a', 'b', 'c']
>>> for i, j in zip_longest(x, y):
... print(i, j)
...
1 a
2 b
3 c
4 None
one-line python code
>>> my_dict = {key: value for key, value in zip_longest(x,y)}
>>> my_dict
{1: 'a', 2: 'b', 3: 'c', 4: None}
slice
word = #some word
is_palindrome = word.find(word[-1::-1])
chain compare
P:
a = 3 b = 1 1 <= b <= a < 10 #True
NP:
a = 3 b = 1 b >= 1 and b <= a and a < 10 #True
boolean
P:
name = 'Tim' langs = ['AS3', 'Lua', 'C'] info = {'name': 'Tim', 'sex': 'Male', 'age':23 } if name and langs and info: print('All True!') #All True!
NP:
if name != '' and len(langs) > 0 and info != {}: print('All True!') #All True!
reverse
P:
def reverse_str( s ): return s[::-1]
NP:
def reverse_str( s ): t = '' for x in xrange(len(s)-1,-1,-1): t += s[x] return t
join in list
P:
strList = ["Python", "is", "good"] res = ' '.join(strList) #Python is good
NP:
res = '' for s in strList: res += s + ' ' #Python is good #最后还有个多余空格
sum & max & min & time
P:
numList = [1,2,3,4,5] sum = sum(numList) #sum = 15 maxNum = max(numList) #maxNum = 5 minNum = min(numList) #minNum = 1 from operator import mul prod = reduce(mul, numList, 1) #prod = 120 默认值传1以防空列表报错
NP:
sum = 0 maxNum = -float('inf') minNum = float('inf') prod = 1 for num in numList: if num > maxNum: maxNum = num if num < minNum: minNum = num sum += num prod *= num # sum = 15 maxNum = 5 minNum = 1 prod = 120
list comprehensions
P:
l = [x*x for x in range(10) if x % 3 == 0] # l = [0, 9, 36, 81]
NP:
l = [] for x in range(10): if x % 3 == 0: l.append(x*x) # l = [0, 9, 36, 81]
default dict
P:
dic = {'name':'Tim', 'age':23} dic['workage'] = dic.get('workage',0) + 1 # dic = {'age': 23, 'workage': 1, 'name': 'Tim'}
NP:
if 'workage' in dic: dic['workage'] += 1 else: dic['workage'] = 1 # dic = {'age': 23, 'workage': 1, 'name': 'Tim'}
if...else...
P:
for x in xrange(1,5): if x == 5: print 'find 5' break else: print 'can not find 5!' # can not find 5!
NP:
find = False for x in xrange(1,5): if x == 5: find = True print 'find 5' break if not find: print 'can not find 5!' # can not find 5!
ternary operator
P:
a = 3 b = 2 if a > 2 else 1 # b = 2
NP:
if a > 2: b = 2 else: b = 1 # b = 2
dict & zip
P:
keys = ['Name', 'Sex', 'Age'] values = ['Tim', 'Male', 23] dic = dict(zip(keys, values)) # {'Age': 23, 'Name': 'Tim', 'Sex': 'Male'}
NP:
dic = {} for i,e in enumerate(keys): dic[e] = values[i] # {'Age': 23, 'Name': 'Tim', 'Sex': 'Male'}
hidden features
numbers
round
>>> str(round(1234.5678, -2))
'1200.0'
>>> str(round(1234.5678, 2))
'1234.57'
integer base
>>> int('10', 0)
10
>>> int('0x10', 0)
16
>>> int('010', 0) # does not work on Python 3.x
8
>>> int('0o10', 0) # Python >=2.6 and Python 3.x
8
>>> int('0b10', 0) # Python >=2.6 and Python 3.x
2
in-place value swapping
>>> a = 10
>>> b = 5
>>> a, b
(10, 5)
>>> a, b = b, a
>>> a, b
(5, 10)
sum
from operator import add
print reduce(add, [1,2,3,4,5,6])
string
multi-line strings
>>> sql = "select * from some_table \
where id > 10"
>>> print sql
select * from some_table where id > 10
or
>>> sql = """select * from some_table where id > 10""" >>> print sql select * from some_table where id > 10
or
>>> sql = ("select * from some_table " # <-- no comma, whitespace at end "where id > 10 " "order by name") >>> print sql select * from some_table where id > 10 order by name
in
>>> 'str' in 'string'
True
>>> 'no' in 'yes'
False
>>>
Join
''.join(list_of_strings)
set
>>> a = set([1,2,3,4])
>>> b = set([3,4,5,6])
>>> a | b # Union
{1, 2, 3, 4, 5, 6}
>>> a & b # Intersection
{3, 4}
>>> a < b # Subset
False
>>> a - b # Difference
{1, 2}
>>> a ^ b # Symmetric Difference
{1, 2, 5, 6}
slice operators
a = [1,2,3,4,5]
>>> a[::2] # iterate over the whole list in 2-increments
[1,3,5]
or
>>> a[::-1] [5,4,3,2,1]
or
>>> a = range(10) >>> a [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] >>> a[:5] = [42] >>> a [42, 5, 6, 7, 8, 9] >>> a[:1] = range(5) >>> a [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] >>> del a[::2] >>> a [1, 3, 5, 7, 9] >>> a[::2] = a[::-2] >>> a [9, 3, 5, 7, 1]
reversed
for i in reversed([1, 2, 3]):
print(i)
backslashes
>>> print repr(r"aaa\"bbb")
'aaa\\"bbb'
- or
>>> print repr(r"C:\") SyntaxError: EOL while scanning string literal >>> print repr(r"C:\"") 'C:\\"'
args
Use _
instead of last printed item
>>> range(10)
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> _
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>>
*args
& **kwargs
>>> g = lambda *args, **kwargs: args[0], kwargs['thing']
>>> g(1, 2, 3, thing='stuff')
(1, 'stuff')
or
def foo(a, b, c): print a, b, c bar = (3, 14, 15) foo(*bar)
function argument unpacking
def draw_point(x, y):
# do some magic
point_foo = (3, 4)
point_bar = {'y': 3, 'x': 2}
draw_point(*point_foo)
draw_point(**point_bar)
conditional assignment
ternary operator
>>> 'ham' if True else 'spam'
'ham'
>>> 'ham' if False else 'spam'
'spam'
or
>>> True and 'ham' or 'spam' 'ham' >>> False and 'ham' or 'spam' 'spam'
or
>>> [] if True else 'spam' [] >>> True and [] or 'spam' 'spam'
or
In [18]: a = True In [19]: a and 3 or 4 Out[19]: 3 In [20]: a = False In [21]: a and 3 or 4 Out[21]: 4
or
>>> (1 and [foo()] or [bar()])[0] foo 0
or
>>> foo() if True or bar() foo 0
conditional
x = 3 if (y == 1) else 2
or
x = 3 if (y == 1) else 2 if (y == -1) else 1
or
(func1 if y == 1 else func2)(arg1, arg2)
or
x = (class1 if y == 1 else class2)(arg1, arg2)
or
[(x, y) for x in range(4) if x % 2 == 1 for y in range(4)] [(1, 0), (1, 1), (1, 2), (1, 3), (3, 0), (3, 1), (3, 2), (3, 3)]
or
x = 3 if (y == 1) else 2 is equvalent to x = y == 1 and 3 or 2 x = 0 if True else 1 is equvalent to x = True and 0 or 1
or
foo = [x for x in xrange(10) if x % 2 == 0]
- equal to
foo = [] for x in xrange(10): if x % 2 == 0: foo.append(x)
- equal to
dict comprehensions, manual
>>> {i: i**2 for i in range(5)}
{0: 0, 1: 1, 2: 4, 3: 9, 4: 16}
set comprehensions
>>> {i**2 for i in range(5)}
set([0, 1, 4, 16, 9])
list & dics
zip
a = [(1,2), (3,4), (5,6)]
zip(*a)
# [(1, 3, 5), (2, 4, 6)]
or
>>> dict([ ('foo','bar'),('a',1),('b',2) ]) {'a': 1, 'b': 2, 'foo': 'bar'} >>> names = ['Bob', 'Marie', 'Alice'] >>> ages = [23, 27, 36] >>> dict(zip(names, ages)) {'Alice': 36, 'Bob': 23, 'Marie': 27}
or
>>> t1 = (0,1,2,3) >>> t2 = (7,6,5,4) >>> [t1,t2] == zip(*zip(t1,t2)) True
or
In [15]: t1 = (1, 2, 3) In [16]: t2 = (4, 5, 6) In [17]: dict (zip(t1,t2)) Out[17]: {1: 4, 2: 5, 3: 6}
or
>>> l=[(1,2),(3,4)] >>> [a+b for a,b in l ] [3,7]
list & sum
>>> l = [[1, 2, 3], [4, 5], [6], [7, 8, 9]]
>>> sum(l, [])
[1, 2, 3, 4, 5, 6, 7, 8, 9]
nested list
[(i,j) for i in range(3) for j in range(i) ]
- or
((i,j) for i in range(4) for j in range(i) )
enumerate
>>> a = ['a', 'b', 'c', 'd', 'e']
>>> for index, item in enumerate(a): print index, item
...
0 a
1 b
2 c
3 d
4 e
- or
>>> l = ["spam", "ham", "eggs"] >>> list(enumerate(l)) >>> [(0, "spam"), (1, "ham"), (2, "eggs")] >>> list(enumerate(l, 1)) >>> [(1, "spam"), (2, "ham"), (3, "eggs")]
generate list
>>> from functools import partial
>>> bound_func = partial(range, 0, 10)
>>> bound_func()
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> bound_func(2)
[0, 2, 4, 6, 8]
dict's constructor
>>> dict(foo=1, bar=2)
{'foo': 1, 'bar': 2}
- or
>>> a = {} >>> b = a.setdefault('foo', 'bar') >>> a {'foo': 'bar'} >>> b 'bar
dict's get
t = {1: 'a'}
>>> test[2]
Traceback (most recent call last):
File "<pyshell#158>", line 1, in <module>
test[2]
KeyError: 2
>>> test.get(2)
>>> test.get(1)
'a'
>>> test.get(2) == None
True
>>> test.get(2, 'some') == 'some'
True
copy list
>>> x = [1,2,3]
>>> y = x[:]
>>> y.pop()
3
>>> y
[1, 2]
>>> x
[1, 2, 3]
replace list
>>> x = [1,2,3]
>>> y = x
>>> y[:] = [4,5,6]
>>> x
[4, 5, 6]
generators objects
x = [n for n in foo if bar(n)]
or
>>> n = ((a,b) for a in range(0,2) for b in range(4,6)) >>> for i in n: ... print i (0, 4) (0, 5) (1, 4) (1, 5)
generator & iteration
iteration & constructor (yield)
>>> def g(n):
... for i in range(n):
... yield i **2
>>> t = g(5)
>>> t.next()
0
>>> t.next()
1
>>> t.next()
4
>>> t.next()
9
>>> t.next()
16
>>> t.next()
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
StopIteration
or
def fab(max): a,b = 0,1 while a < max: yield a a, b = b, a+b >>> for i in fab(20): ... print i,",", ... 0 , 1 , 1 , 2 , 3 , 5 , 8 , 13 ,
or
>>> i = (1,2,3,4,5,6,7,8,9,10) # or any iterable object >>> iterators = [iter(i)] * 2 >>> iterators[0].next() 1 >>> iterators[1].next() 2 >>> iterators[0].next() 3
or
def grouper(n, iterable, fillvalue=None): "grouper(3, 'ABCDEFG', 'x') --> ABC DEF Gxx" args = [iter(iterable)] * n return izip_longest(fillvalue=fillvalue, *args)
or
>>> from itertools import * >>> l = [[1, 2], [3, 4]] >>> list(chain(*l)) [1, 2, 3, 4]
or
def create_printers(n): for i in xrange(n): def printer(i=i): # Doesn't work without the i=i print i yield printer
statement
for...else...
for i in foo:
if i == 0:
break
else:
print("i was never 0")
- or
found = False for i in foo: if i == 0: found = True break if not found: print("i was never 0")
context managers and the "with" statement
from __future__ import with_statement
with open('foo.txt', 'w') as f:
f.write('hello!')
try...except...elese...finally
try:
put_4000000000_volts_through_it(parrot)
except Voom:
print "'E's pining!"
else:
print "This parrot is no more!"
finally:
end_sketch()
funcs
dir
>>> dir("foo")
['__add__', '__class__', '__contains__', (snipped a bunch), 'title',
'translate', 'upper', 'zfill']
help
>>> help("foo".upper)
Help on built-in function upper:
upper(...)
S.upper() -> string
Return a copy of the string S converted to uppercase.
convenient web-browser controller
>>> import webbrowser
>>> webbrowser.open_new_tab('http://www.stackoverflow.com')
built-in http server
python -m SimpleHTTPServer 8000
an interpreter within the interpreter
$ python
Python 2.5.1 (r251:54863, Jan 17 2008, 19:35:17)
[GCC 4.0.1 (Apple Inc. build 5465)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> shared_var = "Set in main console"
>>> import code
>>> ic = code.InteractiveConsole({ 'shared_var': shared_var })
>>> try:
... ic.interact("My custom console banner!")
... except SystemExit, e:
... print "Got SystemExit!"
...
My custom console banner!
>>> shared_var
'Set in main console'
>>> shared_var = "Set in sub-console"
>>> import sys
>>> sys.exit()
Got SystemExit!
>>> shared_var
'Set in main console'
pretty print
>>> import pprint
>>> stuff = sys.path[:]
>>> stuff.insert(0, stuff)
>>> pprint.pprint(stuff)
[<Recursion on list with id=869440>,
'',
'/usr/local/lib/python1.5',
'/usr/local/lib/python1.5/test',
'/usr/local/lib/python1.5/sunos5',
'/usr/local/lib/python1.5/sharedmodules',
'/usr/local/lib/python1.5/tkinter']
or
from __future__ import print_function mylist = ['foo', 'bar', 'some other value', 1,2,3,4] print(*mylist)
class & module
bash
python -c"import os; print(os.getcwd());"
assertion
>>> try:
... assert []
... except AssertionError:
... print "This list should not be empty"
This list should not be empty
import
try:
import json
except ImportError:
import simplejson as json
create new types
>>> NewType = type("NewType", (object,), {"x": "hello"})
>>> n = NewType()
>>> n.x
"hello"
- or
>>> class NewType(object): >>> x = "hello" >>> n = NewType() >>> n.x "hello"
Manipulating sys.modules
>>> import sys
>>> import ham
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
ImportError: No module named ham
# Make the 'ham' module available -- as a non-module object even!
>>> sys.modules['ham'] = 'ham, eggs, saussages and spam.'
>>> import ham
>>> ham
'ham, eggs, saussages and spam.'
# Now remove it again.
>>> sys.modules['ham'] = None
>>> import ham
Traceback (most recent call last):
- or
>>> import os # Stop future imports of 'os'. >>> sys.modules['os'] = None >>> import os Traceback (most recent call last): File "<stdin>", line 1, in <module> ImportError: No module named os # Our old imported module is still available. >>> os <module 'os' from '/usr/lib/python2.5/os.pyc'>
Others
not hidden but still nice
import os.path as op
root_dir = op.abspath(op.join(op.dirname(__file__), ".."))
be careful with mutable default arguments
>>> def foo(x=[]):
... x.append(1)
... print x
...
>>> foo()
[1]
>>> foo()
[1, 1]
>>> foo()
[1, 1, 1]
- or
>>> def foo(x=None): ... if x is None: ... x = [] ... x.append(1) ... print x >>> foo() [1] >>> foo() [1]
PEP8 -- Style Guide for Python Code
Indentation
yes:
# Aligned with opening delimiter. foo = long_function_name(var_one, var_two, var_three, var_four) # More indentation included to distinguish this from the rest. def long_function_name( var_one, var_two, var_three, var_four): print(var_one) # Hanging indents should add a level. foo = long_function_name( var_one, var_two, var_three, var_four)
no:
# Arguments on first line forbidden when not using vertical alignment. foo = long_function_name(var_one, var_two, var_three, var_four) # Further indentation required as indentation is not distinguishable. def long_function_name( var_one, var_two, var_three, var_four): print(var_one)
optional
# Hanging indents *may* be indented to other than 4 spaces.
foo = long_function_name(
var_one, var_two,
var_three, var_four)
if
statemant
# No extra indentation.
if (this_is_one_thing and
that_is_another_thing):
do_something()
# Add a comment, which will provide some distinction in editors
# supporting syntax highlighting.
if (this_is_one_thing and
that_is_another_thing):
# Since both conditions are true, we can frobnicate.
do_something()
# Add some extra indentation on the conditional continuation line.
if (this_is_one_thing
and that_is_another_thing):
do_something()o
list
my_list = [
1, 2, 3,
4, 5, 6,
]
result = some_function_that_takes_arguments(
'a', 'b', 'c',
'd', 'e', 'f',
)
- or
my_list = [ 1, 2, 3, 4, 5, 6, ] result = some_function_that_takes_arguments( 'a', 'b', 'c', 'd', 'e', 'f', )
Maximum Line Length
- yes:
with open('/path/to/some/file/you/want/to/read') as file_1, \ open('/path/to/some/file/being/written', 'w') as file_2: file_2.write(file_1.read())
Should a Line break before or after a binary operator?
no: operators sit far away from their operands
income = (gross_wages + taxable_interest + (dividends - qualified_dividends) - ira_deduction - student_loan_interest)
yes: easy to match operators with operands
income = (gross_wages + taxable_interest + (dividends - qualified_dividends) - ira_deduction - student_loan_interest)
imports
no:
import sys, os
yes:
import os import sys
bad:
import <module> from *
absolute imports are recommended
import mypkg.sibling
from mypkg import silbing
from mypkg.sibling import example
explicit relative imports are acceptable
from . import sibling
from .sibling import example
import a class from a class-containing module
from myclass import MyClass
from foo.bar.yourclass import YourClass
local name classes
import myclass
import foo.bar.yourclass
# use "myclass.MyClass" or "foo.bar.yourclass.YourClass"
module Level dunder names
Module level "dunder" names with two leading and two trailing underscores, such as
__all__
,__author__
,__version__
, etc
yes:
"""This is the example module. This module does stuff. """ from __future__ import barry_as_FLUFL __all__ = ['a', 'b', 'c'] __version__ = '0.1' __author__ = 'Cardinal Biggles' import os import sys
whitespace in expressions and statements
no:
spam( ham[ 1 ], { eggs: 2 } )
yes:
spam(ham[1], {eggs: 2})
no:
if x == 4 : print x , y ; x , y = y , x
yes:
if x == 4; print x, y; x, y = y, x
no:
ham[lower + offset:upper + offset] ham[1: 9], ham[1 :9], ham[1:9 :3] ham[lower : : upper] ham[ : upper ]
yes:
ham[1:9], ham[1:9:3], ham[:9:3], ham[1::3], ham[1:9:] ham[lower:upper], ham[lowser:pper:], ham[lower::step] ham[lower+offset : upper+offset] ham[: upper_fn(x) : setp_fn(x)], ham[:: setp_fn(x)] ham[lower + offset : upper + offset]
no:
spam (1)
yes:
spam(1)
no:
dct ['key'] = lst [index]
yes:
dct['key'] = lst[index]
no:
x = 1 y = 2 long_variable = 3
yes:
x = 1 y = 2 long_variable = 3
other recommendations
no:
i=i+1 submitted +=1 x = x * 2 - 1 hypot2 = x * x + y * y c = (a + b) * (a - b)
yes:
i = i + 1 submitted += 1 x = x*2 - 1 hypot2 = x*x + y*y c = (a+b) * (a-b)
no:
def complex(real, imag = 0.0): return magic(r = real, i = imag)
yes:
def complex(real, imag=0.0): return magic(r=real, i=imag)
no:
def munge(input:AnyStr): ... def munge()->PosInt: ...
yes:
def munge(input: AnyStr): ... def munge() -> AnyStr: ...
no:
def munge(input: AnyStr=None): ... def munge(input: AnyStr, limit = 1000): ...
yes:
def munge(sep: AnyStr = None): ... def munge(input: AnyStr, sep: AnyStr = None, limit=1000): ...
rather NO
if foo == 'blah': do_blah_thing()
do_one(); do_two(); do_three()
- yes:
if foo == 'blah': do_blah_thing() do_one() do_two() do_three()
DEFINITELY NO
if foo == 'blah': do_blah_thing()
else: do_non_blah_thing()
try: something()
finally: cleanup()
do_one(); do_two(); do_three(long, argument,
list, like, this)
if foo == 'blah': one(); two(); three()
- yes:
if foo == 'blah': do_blah_thing() for x in lst: total += x while t < 10: t = delay()
documentation strings
yes:
"""Return a foobang Optional plotz says to frobnicate the bizbaz first. """
Programming Recommendations
no:
if not foo is None:
yes:
if foo is not None:
no:
f = lambda x: 2*x
yes:
def f(x): return 2*x
no:
try: # Too broad! return handle_value(collection[key]) expect KeyError: # Will also catch KeyError raised by handle_value() return key_not_found(key)
yes:
try: value = collection[key] except KeyError: return key_not_found(key) else: return handle_value(value)
no:
with conn: do_stuff_in_transaction(conn)
yes:
with conn.begin_transaction(): do_stuff_in_transaction(conn)
no:
def foo(x): fi x >= 0: return math.sqrt(x) def bar(x): if x < 0: return return math.sqrt(x)
yes:
def foo(x): if x >= 0: return math.sqrt(x) else: return None def bar(x): if x < 0: return None return math.sqrt(x)
no:
if foo[:3] == 'bar':
yes:
if foo.startwith('bar'):
no:
if type(obj) is type(1):
yes:
if isinstance(obj, int):
no:
if len(seq): if not len(seq):
yes:
if not seq: if seq:
no:
if greeting == True:
yes:
if greeting:
worse:
if greeting is True:
PEP8 Error/Warning Code
E1 Indentation
- E101 indentation contains mixed spaces and tabs
- E111 indentation is not a multiple of four
- E112 expected an indented block
- E113 unexpected indentation
- E114 indentation is not a multiple of four (comment)
- E115 expected an indented block (comment)
- E116 unexpected indentation (comment)
- E121 (*^) continuation line under-indented for hanging indent
- E122 (^) continuation line missing indentation or outdented
- E123 (*) closing bracket does not match indentation of opening bracket’s line
- E124 (^) closing bracket does not match visual indentation
- E125 (^) continuation line with same indent as next logical line
- E126 (*^) continuation line over-indented for hanging indent
- E127 (^) continuation line over-indented for visual indent
- E128 (^) continuation line under-indented for visual indent
- E129 (^) visually indented line with same indent as next logical line
- E131 (^) continuation line unaligned for hanging indent
- E133 (*) closing bracket is missing indentation
E2 Whitespace
- E201 whitespace after ‘(‘
- E202 whitespace before ‘)’
- E203 whitespace before ‘:’
- E211 whitespace before ‘(‘
- E221 multiple spaces before operator
- E222 multiple spaces after operator
- E223 tab before operator
- E224 tab after operator
- E225 missing whitespace around operator
- E226 (*) missing whitespace around arithmetic operator
- E227 missing whitespace around bitwise or shift operator
- E228 missing whitespace around modulo operator
- E231 missing whitespace after ‘,’, ‘;’, or ‘:’
- E241 (*) multiple spaces after ‘,’
- E242 (*) tab after ‘,’
- E251 unexpected spaces around keyword / parameter equals
- E261 at least two spaces before inline comment
- E262 inline comment should start with ‘# ‘
- E265 block comment should start with ‘# ‘
- E266 too many leading ‘#’ for block comment
- E271 multiple spaces after keyword
- E272 multiple spaces before keyword
- E273 tab after keyword
- E274 tab before keyword
E3 Blank line
- E301 expected 1 blank line, found 0
- E302 expected 2 blank lines, found 0
- E303 too many blank lines (3)
- E304 blank lines found after function decorator
E4 Import
- E401 multiple imports on one line
- E402 module level import not at top of file
E5 Line length
- E501 (^) line too long (82 > 79 characters)
- E502 the backslash is redundant between brackets
E7 Statement
- E701 multiple statements on one line (colon)
- E702 multiple statements on one line (semicolon)
- E703 statement ends with a semicolon
- E704 (*) multiple statements on one line (def)
- E711 (^) comparison to None should be ‘if cond is None:’
- E712 (^) comparison to True should be ‘if cond is True:’ or ‘if cond:’
- E713 test for membership should be ‘not in’
- E714 test for object identity should be ‘is not’
- E721 (^) do not compare types, use ‘isinstance()’
- E731 do not assign a lambda expression, use a def
E9 Runtime
- E901 SyntaxError or IndentationError
- E902 IOError
W1 Indentation warning
- W191 indentation contains tabs
W2 Whitespace warning
- W291 trailing whitespace
- W292 no newline at end of file
- W293 blank line contains whitespace
W3 Blank line warning
- W391 blank line at end of file
W5 Line break warning
- W503 line break occurred before a binary operator
W6 Deprecation warning
- W601 .has_key() is deprecated, use ‘in’
- W602 deprecated form of raising exception
- W603 ‘<>’ is deprecated, use ‘!=’
- W604 backticks are deprecated, use ‘repr()’