PYTHON
- Python (python.org)
- Learn X in Y minutes (learnxinyminutes.com)
- Regex in python (quickref.me)
Hello World
>>> print("Hello, World!")
Hello, World!
The famous "Hello World" program in Python
Variables
age = 18 # age is of type int
name = "John" # name is now of type str
print(name)
Python can't declare a variable without assignment.
Data Types
str | Text |
int , float , complex | Numeric |
list , tuple , range | Sequence |
dict | Mapping |
set , frozenset | Set |
bool | Boolean |
bytes , bytearray , memoryview | Binary |
See: Data Types
Slicing String
>>> msg = "Hello, World!"
>>> print(msg[2:5])
llo
See: Strings
Lists
mylist = []
mylist.append(1)
mylist.append(2)
for item in mylist:
print(item) # prints out 1,2
See: Lists
If Else
num = 200
if num > 0:
print("num is greater than 0")
else:
print("num is not greater than 0")
See: Flow control
Loops
for item in range(6):
if item == 3: break
print(item)
else:
print("Finally finished!")
See: Loops
Functions
>>> def my_function():
... print("Hello from a function")
...
>>> my_function()
Hello from a function
See: Functions
File Handling
with open("myfile.txt", "r", encoding='utf8') as file:
for line in file:
print(line)
See: File Handling
Arithmetic
result = 10 + 30 # => 40
result = 40 - 10 # => 30
result = 50 * 5 # => 250
result = 16 / 4 # => 4.0 (Float Division)
result = 16 // 4 # => 4 (Integer Division)
result = 25 % 2 # => 1
result = 5 ** 3 # => 125
The /
means quotient of x and y, and the //
means floored quotient of x and y, also see StackOverflow
Plus-Equals
counter = 0
counter += 10 # => 10
counter = 0
counter = counter + 10 # => 10
message = "Part 1."
# => Part 1.Part 2.
message += "Part 2."
f-Strings (Python 3.6+)
>>> website = 'Quickref.ME'
>>> f"Hello, {website}"
"Hello, Quickref.ME"
>>> num = 10
>>> f'{num} + 10 = {num + 10}'
'10 + 10 = 20'
See: Python F-Strings
#Python Built-in Data Types
Strings
hello = "Hello World"
hello = 'Hello World'
multi_string = """Multiline Strings
Lorem ipsum dolor sit amet,
consectetur adipiscing elit """
See: Strings
Numbers
x = 1 # int
y = 2.8 # float
z = 1j # complex
>>> print(type(x))
<class 'int'>
Booleans
my_bool = True
my_bool = False
bool(0) # => False
bool(1) # => True
Lists
list1 = ["apple", "banana", "cherry"]
list2 = [True, False, False]
list3 = [1, 5, 7, 9, 3]
list4 = list((1, 5, 7, 9, 3))
See: Lists
Tuple
my_tuple = (1, 2, 3)
my_tuple = tuple((1, 2, 3))
Similar to List but immutable
Set
set1 = {"a", "b", "c"}
set2 = set(("a", "b", "c"))
Set of unique items/objects
Dictionary
>>> empty_dict = {}
>>> a = {"one": 1, "two": 2, "three": 3}
>>> a["one"]
1
>>> a.keys()
dict_keys(['one', 'two', 'three'])
>>> a.values()
dict_values([1, 2, 3])
>>> a.update({"four": 4})
>>> a.keys()
dict_keys(['one', 'two', 'three', 'four'])
>>> a['four']
4
Key: Value pair, JSON like object
Casting
Integers
x = int(1) # x will be 1
y = int(2.8) # y will be 2
z = int("3") # z will be 3
Floats
x = float(1) # x will be 1.0
y = float(2.8) # y will be 2.8
z = float("3") # z will be 3.0
w = float("4.2") # w will be 4.2
Strings
x = str("s1") # x will be 's1'
y = str(2) # y will be '2'
z = str(3.0) # z will be '3.0'
#Python Advanced Data Types
Heaps
import heapq
myList = [9, 5, 4, 1, 3, 2]
heapq.heapify(myList) # turn myList into a Min Heap
print(myList) # => [1, 3, 2, 5, 9, 4]
print(myList[0]) # first value is always the smallest in the heap
heapq.heappush(myList, 10) # insert 10
x = heapq.heappop(myList) # pop and return smallest item
print(x) # => 1
Negate all values to use Min Heap as Max Heap
myList = [9, 5, 4, 1, 3, 2]
myList = [-val for val in myList] # multiply by -1 to negate
heapq.heapify(myList)
x = heapq.heappop(myList)
print(-x) # => 9 (making sure to multiply by -1 again)
Heaps are binary trees for which every parent node has a value less than or equal to any of its children. Useful for accessing min/max value quickly. Time complexity: O(n) for heapify, O(log n) push and pop. See: Heapq
Stacks and Queues
from collections import deque
q = deque() # empty
q = deque([1, 2, 3]) # with values
q.append(4) # append to right side
q.appendleft(0) # append to left side
print(q) # => deque([0, 1, 2, 3, 4])
x = q.pop() # remove & return from right
y = q.popleft() # remove & return from left
print(x) # => 4
print(y) # => 0
print(q) # => deque([1, 2, 3])
q.rotate(1) # rotate 1 step to the right
print(q) # => deque([3, 1, 2])
Deque is a double-ended queue with O(1) time for append/pop operations from both sides. Used as stacks and queues. See: Deque
#Python Strings
Array-like
>>> hello = "Hello, World"
>>> print(hello[1])
e
>>> print(hello[-1])
d
Get the character at position 1 or last
Looping
>>> for char in "foo":
... print(char)
f
o
o
Loop through the letters in the word "foo"
Slicing string
┌───┬───┬───┬───┬───┬───┬───┐
| m | y | b | a | c | o | n |
└───┴───┴───┴───┴───┴───┴───┘
0 1 2 3 4 5 6 7
-7 -6 -5 -4 -3 -2 -1
>>> s = 'mybacon'
>>> s[2:5]
'bac'
>>> s[0:2]
'my'
>>> s = 'mybacon'
>>> s[:2]
'my'
>>> s[2:]
'bacon'
>>> s[:2] + s[2:]
'mybacon'
>>> s[:]
'mybacon'
>>> s = 'mybacon'
>>> s[-5:-1]
'baco'
>>> s[2:6]
'baco'
With a stride
>>> s = '12345' * 5
>>> s
'1234512345123451234512345'
>>> s[::5]
'11111'
>>> s[4::5]
'55555'
>>> s[::-5]
'55555'
>>> s[::-1]
'5432154321543215432154321'
String Length
>>> hello = "Hello, World!"
>>> print(len(hello))
13
The len() function returns the length of a string
Multiple copies
>>> s = '===+'
>>> n = 8
>>> s * n
'===+===+===+===+===+===+===+===+'
Check String
>>> s = 'spam'
>>> s in 'I saw spamalot!'
True
>>> s not in 'I saw The Holy Grail!'
True
Concatenates
>>> s = 'spam'
>>> t = 'egg'
>>> s + t
'spamegg'
>>> 'spam' 'egg'
'spamegg'
Formatting
name = "John"
print("Hello, %s!" % name)
name = "John"
age = 23
print("%s is %d years old." % (name, age))
format() Method
txt1 = "My name is {fname}, I'm {age}".format(fname="John", age=36)
txt2 = "My name is {0}, I'm {1}".format("John", 36)
txt3 = "My name is {}, I'm {}".format("John", 36)
Input
>>> name = input("Enter your name: ")
Enter your name: Tom
>>> name
'Tom'
Get input data from console
Join
>>> "#".join(["John", "Peter", "Vicky"])
'John#Peter#Vicky'
Endswith
>>> "Hello, world!".endswith("!")
True
#Python F-Strings (Since Python 3.6+)
f-Strings usage
>>> website = 'Quickref.ME'
>>> f"Hello, {website}"
"Hello, Quickref.ME"
>>> num = 10
>>> f'{num} + 10 = {num + 10}'
'10 + 10 = 20'
>>> f"""He said {"I'm John"}"""
"He said I'm John"
>>> f'5 {"{stars}"}'
'5 {stars}'
>>> f'{{5}} {"stars"}'
'{5} stars'
>>> name = 'Eric'
>>> age = 27
>>> f"""Hello!
... I'm {name}.
... I'm {age}."""
"Hello!\n I'm Eric.\n I'm 27."
it is available since Python 3.6, also see: Formatted string literals
f-Strings Fill Align
>>> f'{"text":10}' # [width]
'text '
>>> f'{"test":*>10}' # fill left
'******test'
>>> f'{"test":*<10}' # fill right
'test******'
>>> f'{"test":*^10}' # fill center
'***test***'
>>> f'{12345:0>10}' # fill with numbers
'0000012345'
f-Strings Type
>>> f'{10:b}' # binary type
'1010'
>>> f'{10:o}' # octal type
'12'
>>> f'{200:x}' # hexadecimal type
'c8'
>>> f'{200:X}'
'C8'
>>> f'{345600000000:e}' # scientific notation
'3.456000e+11'
>>> f'{65:c}' # character type
'A'
>>> f'{10:#b}' # [type] with notation (base)
'0b1010'
>>> f'{10:#o}'
'0o12'
>>> f'{10:#x}'
'0xa'
F-Strings Others
>>> f'{-12345:0=10}' # negative numbers
'-000012345'
>>> f'{12345:010}' # [0] shortcut (no align)
'0000012345'
>>> f'{-12345:010}'
'-000012345'
>>> import math # [.precision]
>>> math.pi
3.141592653589793
>>> f'{math.pi:.2f}'
'3.14'
>>> f'{1000000:,.2f}' # [grouping_option]
'1,000,000.00'
>>> f'{1000000:_.2f}'
'1_000_000.00'
>>> f'{0.25:0%}' # percentage
'25.000000%'
>>> f'{0.25:.0%}'
'25%'
F-Strings Sign
>>> f'{12345:+}' # [sign] (+/-)
'+12345'
>>> f'{-12345:+}'
'-12345'
>>> f'{-12345:+10}'
' -12345'
>>> f'{-12345:+010}'
'-000012345'
#Python Lists
Defining
>>> li1 = []
>>> li1
[]
>>> li2 = [4, 5, 6]
>>> li2
[4, 5, 6]
>>> li3 = list((1, 2, 3))
>>> li3
[1, 2, 3]
>>> li4 = list(range(1, 11))
>>> li4
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
Generate
>>> list(filter(lambda x : x % 2 == 1, range(1, 20)))
[1, 3, 5, 7, 9, 11, 13, 15, 17, 19]
>>> [x ** 2 for x in range (1, 11) if x % 2 == 1]
[1, 9, 25, 49, 81]
>>> [x for x in [3, 4, 5, 6, 7] if x > 5]
[6, 7]
>>> list(filter(lambda x: x > 5, [3, 4, 5, 6, 7]))
[6, 7]
Append
>>> li = []
>>> li.append(1)
>>> li
[1]
>>> li.append(2)
>>> li
[1, 2]
>>> li.append(4)
>>> li
[1, 2, 4]
>>> li.append(3)
>>> li
[1, 2, 4, 3]
List Slicing
Syntax of list slicing:
a_list[start:end]
a_list[start:end:step]
Slicing
>>> a = ['spam', 'egg', 'bacon', 'tomato', 'ham', 'lobster']
>>> a[2:5]
['bacon', 'tomato', 'ham']
>>> a[-5:-2]
['egg', 'bacon', 'tomato']
>>> a[1:4]
['egg', 'bacon', 'tomato']
Omitting index
>>> a[:4]
['spam', 'egg', 'bacon', 'tomato']
>>> a[0:4]
['spam', 'egg', 'bacon', 'tomato']
>>> a[2:]
['bacon', 'tomato', 'ham', 'lobster']
>>> a[2:len(a)]
['bacon', 'tomato', 'ham', 'lobster']
>>> a
['spam', 'egg', 'bacon', 'tomato', 'ham', 'lobster']
>>> a[:]
['spam', 'egg', 'bacon', 'tomato', 'ham', 'lobster']
With a stride
['spam', 'egg', 'bacon', 'tomato', 'ham', 'lobster']
>>> a[0:6:2]
['spam', 'bacon', 'ham']
>>> a[1:6:2]
['egg', 'tomato', 'lobster']
>>> a[6:0:-2]
['lobster', 'tomato', 'egg']
>>> a
['spam', 'egg', 'bacon', 'tomato', 'ham', 'lobster']
>>> a[::-1]
['lobster', 'ham', 'tomato', 'bacon', 'egg', 'spam']
Remove
>>> li = ['bread', 'butter', 'milk']
>>> li.pop()
'milk'
>>> li
['bread', 'butter']
>>> del li[0]
>>> li
['butter']
Access
>>> li = ['a', 'b', 'c', 'd']
>>> li[0]
'a'
>>> li[-1]
'd'
>>> li[4]
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
IndexError: list index out of range
Concatenating
>>> odd = [1, 3, 5]
>>> odd.extend([9, 11, 13])
>>> odd
[1, 3, 5, 9, 11, 13]
>>> odd = [1, 3, 5]
>>> odd + [9, 11, 13]
[1, 3, 5, 9, 11, 13]
Sort & Reverse
>>> li = [3, 1, 3, 2, 5]
>>> li.sort()
>>> li
[1, 2, 3, 3, 5]
>>> li.reverse()
>>> li
[5, 3, 3, 2, 1]
Count
>>> li = [3, 1, 3, 2, 5]
>>> li.count(3)
2
Repeating
>>> li = ["re"] * 3
>>> li
['re', 're', 're']
#Python Flow control
Basic
num = 5
if num > 10:
print("num is totally bigger than 10.")
elif num < 10:
print("num is smaller than 10.")
else:
print("num is indeed 10.")
One line
>>> a = 330
>>> b = 200
>>> r = "a" if a > b else "b"
>>> print(r)
a
else if
value = True
if not value:
print("Value is False")
elif value is None:
print("Value is None")
else:
print("Value is True")
#Python Loops
Basic
primes = [2, 3, 5, 7]
for prime in primes:
print(prime)
Prints: 2 3 5 7
With index
animals = ["dog", "cat", "mouse"]
# enumerate() adds counter to an iterable
for i, value in enumerate(animals):
print(i, value)
Prints: 0 dog 1 cat 2 mouse
While
x = 0
while x < 4:
print(x)
x += 1 # Shorthand for x = x + 1
Prints: 0 1 2 3
Break
x = 0
for index in range(10):
x = index * 10
if index == 5:
break
print(x)
Prints: 0 10 20 30 40
Continue
for index in range(3, 8):
x = index * 10
if index == 5:
continue
print(x)
Prints: 30 40 60 70
Range
for i in range(4):
print(i) # Prints: 0 1 2 3
for i in range(4, 8):
print(i) # Prints: 4 5 6 7
for i in range(4, 10, 2):
print(i) # Prints: 4 6 8
With zip()
words = ['Mon', 'Tue', 'Wed']
nums = [1, 2, 3]
# Use zip to pack into a tuple list
for w, n in zip(words, nums):
print('%d:%s, ' %(n, w))
Prints: 1:Mon, 2:Tue, 3:Wed,
for/else
nums = [60, 70, 30, 110, 90]
for n in nums:
if n > 100:
print("%d is bigger than 100" %n)
break
else:
print("Not found!")
Also see: Python Tips
#Python Functions
Basic
def hello_world():
print('Hello, World!')
Return
def add(x, y):
print("x is %s, y is %s" %(x, y))
return x + y
add(5, 6) # => 11
Positional arguments
def varargs(*args):
return args
varargs(1, 2, 3) # => (1, 2, 3)
Keyword arguments
def keyword_args(**kwargs):
return kwargs
# => {"big": "foot", "loch": "ness"}
keyword_args(big="foot", loch="ness")
Returning multiple
def swap(x, y):
return y, x
x = 1
y = 2
x, y = swap(x, y) # => x = 2, y = 1
Default Value
def add(x, y=10):
return x + y
add(5) # => 15
add(5, 20) # => 25
Anonymous functions
# => True
(lambda x: x > 2)(3)
# => 5
(lambda x, y: x ** 2 + y ** 2)(2, 1)
#Python Modules
Import modules
import math
print(math.sqrt(16)) # => 4.0
From a module
from math import ceil, floor
print(ceil(3.7)) # => 4.0
print(floor(3.7)) # => 3.0
Import all
from math import *
Shorten module
import math as m
# => True
math.sqrt(16) == m.sqrt(16)
Functions and attributes
import math
dir(math)
#Python File Handling
Read file
Line by line
with open("myfile.txt") as file:
for line in file:
print(line)
With line number
file = open('myfile.txt', 'r')
for i, line in enumerate(file, start=1):
print("Number %s: %s" % (i, line))
String
Write a string
contents = {"aa": 12, "bb": 21}
with open("myfile1.txt", "w+") as file:
file.write(str(contents))
Read a string
with open('myfile1.txt', "r+") as file:
contents = file.read()
print(contents)
Object
Write an object
contents = {"aa": 12, "bb": 21}
with open("myfile2.txt", "w+") as file:
file.write(json.dumps(contents))
Read an object
with open('myfile2.txt', "r+") as file:
contents = json.load(file)
print(contents)
Delete a File
import os
os.remove("myfile.txt")
Check and Delete
import os
if os.path.exists("myfile.txt"):
os.remove("myfile.txt")
else:
print("The file does not exist")
Delete Folder
import os
os.rmdir("myfolder")
#Python Classes & Inheritance
Defining
class MyNewClass:
pass
# Class Instantiation
my = MyNewClass()
Constructors
class Animal:
def __init__(self, voice):
self.voice = voice
cat = Animal('Meow')
print(cat.voice) # => Meow
dog = Animal('Woof')
print(dog.voice) # => Woof
Method
class Dog:
# Method of the class
def bark(self):
print("Ham-Ham")
charlie = Dog()
charlie.bark() # => "Ham-Ham"
Class Variables
class MyClass:
class_variable = "A class variable!"
# => A class variable!
print(MyClass.class_variable)
x = MyClass()
# => A class variable!
print(x.class_variable)
Super() Function
class ParentClass:
def print_test(self):
print("Parent Method")
class ChildClass(ParentClass):
def print_test(self):
print("Child Method")
# Calls the parent's print_test()
super().print_test()
>>> child_instance = ChildClass()
>>> child_instance.print_test()
Child Method
Parent Method
repr() method
class Employee:
def __init__(self, name):
self.name = name
def __repr__(self):
return self.name
john = Employee('John')
print(john) # => John
User-defined exceptions
class CustomError(Exception):
pass
Polymorphism
class ParentClass:
def print_self(self):
print('A')
class ChildClass(ParentClass):
def print_self(self):
print('B')
obj_A = ParentClass()
obj_B = ChildClass()
obj_A.print_self() # => A
obj_B.print_self() # => B
Overriding
class ParentClass:
def print_self(self):
print("Parent")
class ChildClass(ParentClass):
def print_self(self):
print("Child")
child_instance = ChildClass()
child_instance.print_self() # => Child
Inheritance
class Animal:
def __init__(self, name, legs):
self.name = name
self.legs = legs
class Dog(Animal):
def sound(self):
print("Woof!")
Yoki = Dog("Yoki", 4)
print(Yoki.name) # => YOKI
print(Yoki.legs) # => 4
Yoki.sound() # => Woof!
#Miscellaneous
Comments
# This is a single line comments.
""" Multiline strings can be written
using three "s, and are often used
as documentation.
"""
''' Multiline strings can be written
using three 's, and are often used
as documentation.
'''
Generators
def double_numbers(iterable):
for i in iterable:
yield i + i
Generators help you make lazy code.
Generator to list
values = (-x for x in [1,2,3,4,5])
gen_to_list = list(values)
# => [-1, -2, -3, -4, -5]
print(gen_to_list)
Handle exceptions
try:
# Use "raise" to raise an error
raise IndexError("This is an index error")
except IndexError as e:
pass # Pass is just a no-op. Usually you would do recovery here.
except (TypeError, NameError):
pass # Multiple exceptions can be handled together, if required.
else: # Optional clause to the try/except block. Must follow all except blocks
print("All good!") # Runs only if the code in try raises no exceptions
finally: # Execute under all circumstances
print("We can clean up resources here")
2024年9月21日 | カテゴリー:基礎知識/物理学、統計学、有機化学、数学、英語 |