Overview
Teaching: 30 min
Exercises: 0 minQuestions
How can I do the same operations on many different values?
Objectives
Explain what a for loop does.
Correctly write for loops to repeat simple calculations.
Trace changes to a loop variable as the loop runs.
Trace changes to other variables as they are updated by a for loop.
In the last lesson,
we wrote some code that plots some values of interest from our first inflammation dataset,
and reveals some suspicious features in it, such as from inflammation-01.csv
We have a dozen data sets right now, though, and more on the way. We want to create plots for all of our data sets with a single statement. To do that, we’ll have to teach the computer how to repeat things.
An example task that we might want to repeat is printing each character in a word on a line of its own.
word = 'lead'
We can access a character in a string using its index. For example, we can get the first
character of the word ‘lead’, by using word[0]. One way to print each character is to use
four print
statements:
print(word[0])
print(word[1])
print(word[2])
print(word[3])
l
e
a
d
This is a bad approach for two reasons:
It doesn’t scale: if we want to print the characters in a string that’s hundreds of letters long, we’d be better off just typing them in.
It’s fragile: if we give it a longer string, it only prints part of the data, and if we give it a shorter one, it produces an error because we’re asking for characters that don’t exist.
word = 'tin'
print(word[0])
print(word[1])
print(word[2])
print(word[3])
t
i
n
---------------------------------------------------------------------------
IndexError Traceback (most recent call last)
<ipython-input-3-7974b6cdaf14> in <module>()
3 print(word[1])
4 print(word[2])
----> 5 print(word[3])
IndexError: string index out of range
Here’s a better approach:
word = 'lead'
for char in word:
print(char)
l
e
a
d
This is shorter—certainly shorter than something that prints every character in a hundred-letter string—and more robust as well:
word = 'oxygen'
for char in word:
print(char)
o
x
y
g
e
n
The improved version uses a for loop to repeat an operation—in this case, printing—once for each thing in a sequence. The general form of a loop is:
for element in variable:
do things with element
Using the oxygen example above, the loop might look like this:
where each character (char
) in the variable word
is looped through and printed one character after another.
The numbers in the diagram denote which loop cycle the character was printed in (1 being the first loop, and 6 being the final loop).
We can call the loop variable anything we like, but there must be a colon at the end of the line starting the loop, and we must indent anything we want to run inside the loop. Unlike many other languages, there is no command to signify the end of the loop body (e.g. end for); what is indented after the for statement belongs to the loop.
What’s in a name?
In the example above, the loop variable was given the name
char
as a mnemonic; it is short for ‘character’. ‘Char’ is not a keyword in Python that pulls the characters from words or strings. In fact when a similar loop is run over a list rather than a word, the output would be each member of that list printed in order, rather than the characters.list = ['oxygen','nitrogen','argon'] for char in list: print(char)
oxygen nitrogen argon
We can choose any name we want for variables. We might just as easily have chosen the name
banana
for the loop variable, as long as we use the same name when we invoke the variable inside the loop:word = 'oxygen' for banana in word: print(banana)
o x y g e n
It is a good idea to choose variable names that are meaningful, otherwise it would be more difficult to understand what the loop is doing.
Here’s another loop that repeatedly updates a variable:
length = 0
for vowel in 'aeiou':
length = length + 1
print('There are', length, 'vowels')
There are 5 vowels
It’s worth tracing the execution of this little program step by step.
Since there are five characters in 'aeiou'
,
the statement on line 3 will be executed five times.
The first time around,
length
is zero (the value assigned to it on line 1)
and vowel
is 'a'
.
The statement adds 1 to the old value of length
,
producing 1,
and updates length
to refer to that new value.
The next time around,
vowel
is 'e'
and length
is 1,
so length
is updated to be 2.
After three more updates,
length
is 5;
since there is nothing left in 'aeiou'
for Python to process,
the loop finishes
and the print
statement on line 4 tells us our final answer.
Note that a loop variable is just a variable that’s being used to record progress in a loop. It still exists after the loop is over, and we can re-use variables previously defined as loop variables as well:
letter = 'z'
for letter in 'abc':
print(letter)
print('after the loop, letter is', letter)
a
b
c
after the loop, letter is c
Note also that finding the length of a string is such a common operation
that Python actually has a built-in function to do it called len
:
print(len('aeiou'))
5
len
is much faster than any function we could write ourselves,
and much easier to read than a two-line loop;
it will also give us the length of many other things that we haven’t met yet,
so we should always use it when we can.
From 1 to N
Python has a built-in function called
range
that creates a sequence of numbers. Range can accept 1-3 parameters. If one parameter is input, range creates an array of that length, starting at zero and incrementing by 1. If 2 parameters are input, range starts at the first and ends just before the second, incrementing by one. If range is passed 3 parameters, it starts at the first one, ends just before the second one, and increments by the third one. For example,range(3)
produces the numbers 0, 1, 2, whilerange(2, 5)
produces 2, 3, 4, andrange(3, 10, 3)
produces 3, 6, 9. Usingrange
, write a loop that usesrange
to print the first 3 natural numbers:1 2 3
Solution
for i in range(1, 4): print(i)
Computing Powers With Loops
Exponentiation is built into Python:
print(5 ** 3)
125
Write a loop that calculates the same result as
5 ** 3
using multiplication (and without exponentiation).Solution
result = 1 for i in range(0, 3): result = result * 5 print(result)
Reverse a String
Write a loop that takes a string, and produces a new string with the characters in reverse order, so
'Newton'
becomes'notweN'
.Solution
newstring = '' oldstring = 'Newton' for char in oldstring: newstring = char + newstring print(newstring)
Computing the Value of a Polynomial
The built-in function
enumerate
takes a sequence (e.g. a list) and generates a new sequence of the same length. Each element of the new sequence contains the index (0,1,2,…) and the value from the original sequence:for i, x in enumerate(xs): # Do something with i and x
The loop above assigns the index to
i
and the value tox
.Suppose you have encoded a polynomial as a list of coefficients in the following way: the first element is the constant term, the second element is the coefficient of the linear term, the third is the coefficient of the quadratic term, etc.
x = 5 cc = [2, 4, 3]
y = cc[0] * x**0 + cc[1] * x**1 + cc[2] * x**2 y = 97
Write a loop using
enumerate(cc)
which computes the valuey
of any polynomial, givenx
andcc
.Solution
y = 0 for i, c in enumerate(cc): y = y + x**i * c
Key Points
Use
for variable in sequence
to process the elements of a sequence one at a time.The body of a for loop must be indented.
Use
len(thing)
to determine the length of something that contains other values.