Python/Program Flow and Logicals
Contents
Preliminaries
One essential thing to understand when programming in Python is correct indenting of code is essential. The Python programming language was designed with readability in mind, and as a result forces you to indent code blocks, e.g.
- while and for loops
- if, elif, else constructs
- functions
The indent for each block must be the same, the Python programming language also requires you to mark the start of a block with a colon. So where MATLAB used end
to mark the end of a block of code, Python uses a change in indent. Other than this, simple Python programmes aren't dissimilar to those in MATLAB.
For example, the simplest case of an if
conditional statement in Python would look something like this
if condition:
statement1
statement2
...
where the code in lines statement1
, statement2
, ...
is executed only if condition
is true. Sharp sighted readers might spot another difference to MATLAB, in Python there is no need to add a semicolon at the end of a line to suppress output.
The condition
can be built up using relational and logical operators. Relational operators in Python are similar to those in MATLAB, e.g. ==
tests for equality, >
and >=
test for greater than and greater than or equal to respectively. The main difference is that!=
tests for inequality in Python, compared to ~=
in MATLAB. Relational operators return boolean values of either True
or False
.
And Python's logical operators are and
, or
and not
, which are hopefully self explanatory.
The if
functionality can be expanded using else
as follows
if condition:
statement1
statement2
...
else:
statement1a
statement2a
...
where statement1
, statement2
, ...
is executed if condition
is true, and statement1a
, statement2a
, ...
is executed if condition
is false. Note that the code block after the else
starts with a colon, and this code block is also indented.
Finally, the most general form of this programming construct introduces the elif
keyword (in contrast to elseif
in MATLAB) to give
if condition1:
statement1
statement2
...
elif condition2:
statement1a
statement2a
...
...
...
elif conditionN:
statement1b
statement2b
...
else:
statement1c
statement2c
...
Like MATLAB, Python has while and for loops. Unconditional for loops iterate over a list of values
for CounterVariable in ListOfValues:
statement1
statement2
...
and repeat for as many times as there are elements in the ListOfValues
, each time assigning the next element in the list to the CounterVariable
. The code block associated with the loop is identified by a colon and indenting as described above.
There are various ways of creating a Python list. The range
function can be used to create sequences of numbers with a defined start, stop and step value. For example to create a list containing the 4 values [1 4 7 10] use range(1,3,11)
, noting that the stop value is not included in the list, i.e. range(1,3,10)
would produce only the numbers [1 4 7].
Python lists can also be created using a sequence of values separated by commas within square brackets, e.g. MyList = [1.0, "hello", 1]
creates a list called MyList
containing 3 values, a floating point number 1.0
, the string hello
and an integer 1
. This example demonstrates that Python lists are general purpose containers, and the elements don't have to be the same class.
To add: Python equivalent of break and continue.
Conditional while loops are identified with the while
keyword, so
while condition:
statement1
statement2
...
will repeatedly execute the code block for as long as condition
is true.
for
We now look at the Python equivalents of the MATLAB code discussed in Program_Flow_and_Logicals, for brevity a description of the mathematics and the algorithm are not repeated here. When vector e
is known in advance, the MATLAB code is
T=size(e,1);
y=zeros(T,1);
y0=phi0/(1-phi1);
y(1)=phi0+phi1*y0+e(1);
for i=2:T
y(i)=phi0+phi1*y(i-1)+e(i);
end
A Python equivalent is
T=len(e)
y=[0.]*T
y0=phi0/(1-phi1)
y[0]=phi0+phi1*y0+e[0]
for i in range(1,T):
y[i]=phi0+phi1*y[i-1]+e[i]
Some differences between Python and MATLAB.....