Integer | 0, 1, 2, 3, -1, -2, -3 |
---|---|
Real | 0., 3.1415926, -2.05e30, 1e-4 |
(must contain a dot or an exponent) | |
Imaginary/Complex | 1j, -2.5j, 3+4j |
(the last one is a sum) |
Addition | 3+4, 42.+3, 1+0j |
---|---|
Subtraction | 2-5, 3.-1, 3j-7.5 |
Multiplication | 4*3, 2*3.14, 1j*3j |
Division | 1/3, 1./3., 5/3j |
Power | 1.5**3, 2j**2, 2**-0.5 |
Try each of these out. What does Python respond with? Do you understand the result in each case?
There are some subtleties. When the two numbers are not of the same type, the result is of the higher type in the order: integer, real, complex.
Caution: For example, 1/3 is an integer, hence 0. However, 1./3. is a real number, as expected.
In [16]: 1/3 Out[16]: 0 In [17]: 1./3. Out[17]: 0.33333333333333331 |
The precision of real and complex numbers is that of the type double of the C compiler used to generate the Python interpreter. On most systems, this corresponds to a precision of about 16 decimal digits.
The standard mathematical functions (sqrt, log, log10, exp, sin, cos, tan, arcsin, arccos, arctan, sin, cosh, plus some others to be mentioned later), as well as the constants pi and e, are not part of the basic language, but contained in a module called math. You must therefore import them before using them:
They can be imported individually,
from math import sqrt |
from math import sin, cos, tan |
from math import * |
In [26]: print sin(pi/3) 0.866025403784 |
However, I strongly recommend against this general way of importing packages. The main reason being that the functions in the package might have names that overwrite the names you are using or that other packages use. This will lead to bizarre and hard to track-down errors.
Better, you can import the module:
import math |
In [1]: import math In [2]: print math.sin(3) 0.14112000806 |
This way it's absolutely clear to which package a function belongs.
There are two forms of text strings: 'abc' or "abc"
In [3]: print 'abc' abc In [4]: print "def" def |
Line breaks are indicated by a newline character '\n': "abc\ndef":
In [5]: print "abc\ndef" abc def |
Concatenation is done using the '+' operator:
In [6]: print "abc"+'def' abcdef |
Repetition: A similar arithmetic operation gives repeats:
In [8]: print 8*"ab" abababababababab |
Vectors are not a fundamental data type in Python. They are defined in the module numpy and must be imported from it:
from numpy import * |
Notation: array([1,0,0])
In [10]: array([1,0,0]) Out[10]: array([1, 0, 0]) In [11]: print array([1,0,0]) [1 0 0] |
Addition and subtraction:
In [12]: print array([1,0,0])+array([0,-1,3]) [ 1 -1 3] In [13]: print array([0,1,0])-array([1.5,4,0]) [-1.5 -3. 0. ] |
Multiplication by a scalar:
In [14]: print 3.5*array([1,1,0]) [ 3.5 3.5 0. ] In [15]: print array([0,0,1])*4. [ 0. 0. 4.] |
Division by a scalar:
In [16]: print array([1,1,0])/2. [ 0.5 0.5 0. ] |
Component-wise vecgtor multiplication:
In [17]: print array([1,2.5,0])*array([0,-1,3.1]) [ 0. -2.5 0. ] |
Dot product:
In [17]: print sum(array([1,2.5,0])*array([0,-1,3.1])) -2.5 |
Cross product:
In [18]: print cross([1,2.5,0],[0,-1,3.1]) [ 7.75 -3.1 -1. ] |
Length:
In [19]: print sqrt(sum(array([2.5, 3.4, 1.])*array([2.5, 3.4, 1.]))) 4.33704968844 |
Accessing components:
In [23]: print array([1,0,3])[0] 1 In [24]: print array([1,0,3])[2] 3 |
At a minimum, you can use Python as a vector-savvy, general purpose calculator.
Matrices will come shortly!
As well, we will introduce more of the Python numerical package numpy soon. As it turns out, array is a more general type of multidimensional array and comes with many more sophisticated operations.
However, we would like to do more interesting calculations which often require storing temporary values. Variables are used to store and give names to values:
In [25]: x = 2. In [26]: print x 2.0 In [27]: sum = x + 25 In [28]: print sum 27.0 In [29]: greeting = "hello" In [30]: print greeting hello In [31]: a_very_special_value = 42 In [32]: print a_very_special_value 42 |
There are a few rules for forming variable names. Variable names can be arbitrarily long and contain letters and digits. They must begin with a letter. Upper and lower case letters are considered to be different.
This program defines three points forming a triangle and prints the distances between all the pairs.
from numpy import * a = array([0, 1, 0]) b = array([4.3, -2.4, 0.005]) c = array([-3.2, 5.1, -3.]) print "a-b:", sqrt(sum((a-b)*(a-b))) print "a-c:", sqrt(sum((a-c)*(a-c))) print "b-c:", sqrt(sum((b-c)*(b-c))) |
Type this into a file test.py using iPython's %edit command
ed -x test.py |
In [37]: run test a-b: 5.48179030974 a-c: 6.00416522091 b-c: 11.0240657201 |
Congratulations, your first Python program!