Repeating Actions with For Loops
Overview
Teaching: 30 min
Exercises: 30 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.Combine
for
loops with conditionals to process collections of data.
A for
loop executes commands once for each value in a collection
- Doing calculations on the values in a list one by one is painful.
- A for loop tells Python to execute some statements once for each value in a list, a character string, or some other collection.
- “for each thing in this group, do these operations”
Printing a column of letters - the hard way
Let’s say you want to print each letter of the word ‘lead’ on a separate line, underneath each other.
word = 'lead'
With the skills you already have, we could do this by accessing each character in the string using its index. For example, we can get the first character of the word
'lead'
, by usingword[0]
. One way to print each character is to use fourprint(word[0]) print(word[1]) print(word[2]) print(word[3])
l e a d
While this works, it is a bad approach for three reasons:
Not scalable. Imagine you need to print the characters of a string that is hundreds of letters long. It might be easier just to type them in manually.
Difficult to maintain. If we want to decorate each printed character with an asterix or any other character, we would have to change four lines of code. While this might not be a problem for short strings, it would definitely be a problem for longer ones.
Fragile. If we use it with a word that has more characters than what we initially envisioned, it will only display part of the word’s characters. A shorter string, on the other hand, will cause an error because it will be trying to display part of the string 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
The alternative way of doing this is to use a
for
loop: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 variable in collection: do things using variable
Our example demonstrates all the parts of this general for
loop form:
word = 'oxygen' for char in word: print(char)
Here, we have a:
- collection
word
- body
print(char)
- loop variable
char
This image conveys how a computer processes and understands this for
loop, one step at a time:
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.
anatomy of a
for
loopConsider the following Python code:
for my_int in [1,2,3,4,5,6,7,8,9]: print(my_int**2)
- What is the variable name?
- What is the value of the variable at the end of the loop?
- What is the body of the loop?
- Which part is the collection?
- How many times does the body of the loop get executed?
- What is the final value of
my_int
?
The body of a loop can contain many statements.
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.
- But no loop should be more than a few lines long.
- Hard for human beings to keep larger chunks of code in mind.
primes = [2, 3, 5]
for p in primes:
squared = p ** 2
cubed = p ** 3
print(p, squared, cubed)
2 4 8
3 9 27
5 25 125
for
loop syntaxWhich of these are valid
for
loops?1.
for word in ["Findable", "Accessible", "Interoperable", "Resuable"]: print("FAIR")
2.
for word in ["Findable", "Accessible", "Interoperable", "Resuable"]: print(word[0])
3.
for word in ["Findable", "Accessible", "Interoperable", "Resuable"]: print(word)
Loop Variables
In the example above, the loop variable was given the name word
. There is nothing special
about this variable name, word
was chosen as it makes sense in the context. Just w
or
even flibble
would have worked as well; the important thing is to choose a name that will
help you understand your code next time you want to work on it!
What’s in a name?
Consider the
for
loop from the last exercise:for word in "Findable, Accessible, Interoperable, Resuable": print(word)
- Change the variable name to
x
. How many times do you need to replaceword
?- Now change it again, to something of your choosing.
- Can you think of / find a variable name that doesn’t work?
Reusing variable names
letter = 'z' print(letter) for letter in 'abc': print(letter) print('after the loop, letter is', letter)
Try out this code snippet. Explain the results to your neighbour.
Persistance of loop variables
Run this example
for
loop code:length = 0 for vowel in 'aeiou': length = length + 1 print('There are', length, 'vowels')
What is the value of
vowel
now? Why?
From 1 to N: using range
for iteration
Python has a built-in function called range
that creates a sequence of numbers.
range
does not return a list: the numbers are produced on demandrange(N)
is the numbers 0..N-1. This is exactly the legal indices of a list or character string of length N.
difference between
range
andlist
Try:
print(range(10))
Is this what you expected? Now try:
print(list(range(10)))
Now run and compare the following code snippets:
for i in range(100000000): pass for i in list(range(100000000)): pass
- Are the two
for
loops equivalent?- What do you notice that is different?
For efficency, the elements in a range are produced on the fly:
print('a range is not a list:', range(0, 3))
for number in range(0,3):
print(number)
a range is not a list: range(0, 3)
0
1
2
range
can accept 1, 2, or 3 parameters.
- If one parameter is given,
range
creates an array of that length, starting at zero and incrementing by 1. For example,range(3)
produces the numbers0, 1, 2
. - If two parameters are given,
range
starts at the first and ends just before the second, incrementing by one. For example,range(2, 5)
produces2, 3, 4
. - If
range
is given 3 parameters, it starts at the first one, ends just before the second one, and increments by the third one. For exmaplerange(3, 10, 2)
produces3, 5, 7, 9
.
Write a loop that uses
range
to print the first 3 positive integers:1 2 3
Solution
for i in range(1, 4): print(i)
Even integers
Write a loop that uses
range
to print all even integers between 0 and 100 inclusive.Solution
for i in range(0, 101, 2): print(i)
The accumulator structure
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.
In this example, vowel
is the loop variable, but we don’t actually use it in the
body of the loop. Despite this, it still exists after the loop has finished.
In this example, we use a different variable, length
, within the body of the loop. We first assign length
to 0
outside the loop, before it starts. Then, within the loop, we update the value of length
, each time we progress through
the loop. This kind of pattern, where we initialise a variable to 0, then modify its value throughout a loop, is know as an accumulator.
Practice Accumulating
Fill in the blanks in each of the programs below to produce the indicated result.
# Total length of the strings in the list: ["red", "green", "blue"] => 12 total = 0 for word in ["red", "green", "blue"]: ____ = ____ + len(word) print(total)
# List of word lengths: ["red", "green", "blue"] => [3, 5, 4] lengths = ____ for word in ["red", "green", "blue"]: lengths.____(____) print(lengths)
# Concatenate all words: ["red", "green", "blue"] => "redgreenblue" words = ["red", "green", "blue"] result = ____ for ____ in ____: ____ print(result)
# Create acronym: ["red", "green", "blue"] => "RGB" # write the whole thing
Cumulative Sum
Reorder and properly indent the lines of code below so that they print a list with the cumulative sum of data. The result should be
[1, 3, 5, 10]
.cumulative = cumulative.append(my_sum) for number in data: cumulative = [] my_sum = my_sum + number print(cumulative) data = [1,2,2,5]
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
Knowing that two strings can be concatenated using the
+
operator, 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)
Counting Vowels
- Write a loop that counts the number of vowels in a character string.
- Test it on a few individual words and full sentences.
- Once you are done, compare your solution to your neighbor’s. Did you make the same decisions about how to handle the letter ‘y’ (which some people think is a vowel, and some do not)?
Solution
vowels = 'aeiouAEIOU' sentence = 'Mary had a little lamb.' count = 0 for char in sentence: if char in vowels: count = count + 1 print("The number of vowels in this string is " + str(count))
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 is a pair composed of the index (0, 1, 2,…) and the value from the original sequence:for i, x in enumerate(xs): # Do something using i and x
The code above loops through
xs
, assigning the index toi
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.Use accumulator structures with a
for
loop to update the value of an existing variable