numpy笔记
1. Python中的数据类型
1.1 基础数据类型
Numeric Types — int, float, long, complex
Booleans
Strings
1.2 Containers
lists, dictionaries, sets, tuples
1.2.1 list
list在Python中几乎等价于数组,但是是可调整大小的同时也可以包容不同类型的元素。
xs = [3, 1, 2] # Create a list
print xs, xs[2] # Prints "[3, 1, 2] 2"
print xs[-1]
# Negative indices count from the end of the list; prints "2"
xs[2] = 'foo' # Lists can contain elements of different types
print xs # Prints "[3, 1, 'foo']"
xs.append('bar') # Add a new element to the end of the list
print xs # Prints "[3, 1, 'foo', 'bar']"
x = xs.pop() # Remove and return the last element of the list
print x, xs # Prints "bar [3, 1, 'foo']"
Slicing:除了每次访问一个列表元素,Python还提供了一种简洁的语法去访问子列表,这被称为slicing:
nums = range(5)
# range is a built-in function that creates a list of integers
print nums # Prints "[0, 1, 2, 3, 4]"
print nums[2:4]
# Get a slice from index 2 to 4 (exclusive); prints "[2, 3]"
print nums[2:]
# Get a slice from index 2 to the end; prints "[2, 3, 4]"
print nums[:2]
# Get a slice from the start to index 2 (exclusive); prints "[0, 1]"
print nums[:]
# Get a slice of the whole list; prints ["0, 1, 2, 3, 4]"
print nums[:-1]
# Slice indices can be negative; prints ["0, 1, 2, 3]"
nums[2:4] = [8, 9] # Assign a new sublist to a slice
print nums # Prints "[0, 1, 8, 9, 4]"
Loops:你可以用如下方法遍历列表元素:
animals = ['cat', 'dog', 'monkey']
for animal in animals:
print animal
# Prints "cat", "dog", "monkey", each on its own line.
如果你想使用循环结构得到元素的索引以及内容,使用内置的“enumerate”方法
animals = ['cat', 'dog', 'monkey']
for idx, animal in enumerate(animals):
print '#%d: %s' % (idx + 1, animal)
# Prints "#1: cat", "#2: dog", "#3: monkey", each on its own line
列表推导:在编程的时候我们经常会想要将一种数据类型转换成另一种。举个简单的例子,思考下面这段代码,它计算了数据的平方:
nums = [0, 1, 2, 3, 4]
squares = []
for x in nums:
squares.append(x ** 2)
print squares # Prints [0, 1, 4, 9, 16]
你也可以使用列表推导写出更简单的代码:
nums = [0, 1, 2, 3, 4]
squares = [x ** 2 for x in nums]
print squares # Prints [0, 1, 4, 9, 16]
列表推导还可以包含判断逻辑:
nums = [0, 1, 2, 3, 4]
even_squares = [x ** 2 for x in nums if x % 2 == 0]
print even_squares # Prints "[0, 4, 16]"
1.2.2 dictionaries
字典由键值对组成。就像JAVA里面的map,以及JavaScript中的Object。使用方法如下:
d = {'cat': 'cute', 'dog': 'furry'}
# Create a new dictionary with some data
print d['cat'] # Get an entry from a dictionary; prints "cute"
print 'cat' in d
# Check if a dictionary has a given key; prints "True"
d['fish'] = 'wet' # Set an entry in a dictionary
print d['fish'] # Prints "wet"
# print d['monkey'] # KeyError: 'monkey' not a key of d
print d.get('monkey', 'N/A')
# Get an element with a default; prints "N/A"
print d.get('fish', 'N/A')
# Get an element with a default; prints "wet"
del d['fish'] # Remove an element from a dictionary
print d.get('fish', 'N/A') # "fish" is no longer a key; prints "N/A"
Loops:根据字典的键很容易进行迭代。
d = {'person': 2, 'cat': 4, 'spider': 8}
for animal in d:
legs = d[animal]
print 'A %s has %d legs' % (animal, legs)
# Prints "A person has 2 legs", "A spider has 8 legs", "A cat has 4 legs"
如果你想获得键以及对应的值,使用iteritems方法
d = {'person': 2, 'cat': 4, 'spider': 8}
for animal, legs in d.iteritems():
print 'A %s has %d legs' % (animal, legs)
# Prints "A person has 2 legs", "A spider has 8 legs", "A cat has 4 legs"
Dictionary comprehensions:和推导列表差不多,不过可以更简单的构建字典。
nums = [0, 1, 2, 3, 4]
even_num_to_square = {x: x ** 2 for x in nums if x % 2 == 0}
print even_num_to_square # Prints "{0: 0, 2: 4, 4: 16}"
1.2.3 Sets
sets是离散元的无序集合。下面举个简单的例子
animals = {'cat', 'dog'}
print 'cat' in animals
# Check if an element is in a set; prints "True"
print 'fish' in animals # prints "False"
animals.add('fish') # Add an element to a set
print 'fish' in animals # Prints "True"
print len(animals) # Number of elements in a set; prints "3"
animals.add('cat')
# Adding an element that is already in the set does nothing
print len(animals) # Prints "3"
animals.remove('cat') # Remove an element from a set
print len(animals) # Prints "2"
Loops:迭代集合的语法和迭代列表的一样,但是当集合是无序的时候,在便利集合中的元素时不要有排序的预期。
animals = {'cat', 'dog', 'fish'}
for idx, animal in enumerate(animals):
print '#%d: %s' % (idx + 1, animal)
# Prints "#1: fish", "#2: dog", "#3: cat"
Set comprehensions:和列表以及字典一样。我们可以很简单的构建一个集合:
from math import sqrt
nums = {int(sqrt(x)) for x in range(30)}
print nums # Prints "set([0, 1, 2, 3, 4, 5])"
1.2.4 Tuples
元组是一个有序列表。在很多方面和列表一样,有一点非常重要的不同就是元组可以在字典中被用作键而列表不行。例子:
d = {(x, x + 1): x for x in range(10)} # Create a dictionary with tuple keys
t = (5, 6) # Create a tuple
print type(t) # Prints "<type 'tuple'>"
print d[t] # Prints "5"
print d[(1, 2)] # Prints "1"