for
loops¶
Sources¶
This lesson is based on the Software Carpentry group’s lessons on Programming with Python.
Basics of for
loops¶
Loops allow parts of code to be repeated some number of times.
Let’s consider an example. Suppose we want to take a word and print out each letter of the word separately. We could do the following:
In [1]: word = 'snow' In [2]: print(word[0]) s In [3]: print(word[1]) n In [4]: print(word[2]) o In [5]: print(word[3]) w
But this is a bad idea. Why? Well there are two reasons. First, it does not scale nicely for long strings, and will take forever to type in. Second, it won’t work if the word is not 4 characters long.
In [6]: word = 'ice' In [7]: print(word[0]) i In [8]: print(word[1]) c In [9]: print(word[2]) e In [10]: print(word[3]) --------------------------------------------------------------------------- IndexError Traceback (most recent call last) <ipython-input-10-929d2b055d22> in <module>() ----> 1 print(word[3]) IndexError: string index out of range
We could do a much better job by using a
for
loop.In [11]: word = 'snow' In [12]: for char in word: ....: print(char) ....: s n o w
Note here that the
...
is displayed in the IPython console when entering code in a loop and you do not need to type in the...
. Not only is this shorter, but it is also more flexible. Try out a different word such asfreezing fog
. Still works, right?for
loops in Python have the general form below.for variable in collection: do things with variable
The
variable
can be any name you like, and the statement of thefor
loop must end with a:
. The code that should be executed as part of the loop must be indented beneath thefor
loop, and the typical indentation is 4 spaces. There is not additional special word needed to end the loop, just change the indentation back to normal.for
loops are useful to repeat some part of the code a definite number of times.Note
Like many other programming concepts, the idea of looping through actions is something that is already perhaps more familiar to you than you think. Consider your actions during a given day. Many people have certain routines they follow each day, such as waking up, taking a shower, eating breakfast and brushing their teeth. In Python code, we might represent such actions as follows:
for day in my_life: wake_up() take_shower() eat_breakfast() brush_teeth() ...
Note that
my_life
would be a list of the days of your life, and the actions you take are represented as functions, such aswake_up()
. Furthermore, by following this kind of list of repeating actions we’re able to start the day effectively even before the first cup of coffee :).Need to repeat some part of a program? Consider using a
for
loop!Let’s consider another example.
In [13]: length = 0 In [14]: for letter in 'blizzard': ....: length = length + 1 ....: In [15]: print('There are', length, 'letters') There are 8 letters
Can you follow what happens in this loop?
Note that the variable used in the loop,
letter
in the case above is just a normal variable and still exists after the loop has completed with the final value given to letter.In [16]: letter = 'x' In [17]: for letter in 'sleet': ....: print(letter) ....: s l e e t In [18]: print('After the loop, letter is', letter) After the loop, letter is t
A loop can be used to iterate over any list of values in Python. So far we have considered only character strings, but we could also write a loop that performs a calculation a specified number of times.
In [19]: for value in range(5): ....: print(value) ....: 0 1 2 3 4
What happens here? Well, in this case, we use a special function called
range()
to give us a list of 5 numbers[0, 1, 2, 3, 4]
and then print each number in the list to the screen. When given a integer (whole number) as an argument,range()
will produce a list of numbers with a length equal to the specifiednumber
. The list starts at0
and ends withnumber - 1
. You can learn a bit more about range by typingIn [20]: help(range) Help on class range in module builtins: class range(object) | range(stop) -> range object | range(start, stop[, step]) -> range object | | Return an object that produces a sequence of integers from start (inclusive) | to stop (exclusive) by step. range(i, j) produces i, i+1, i+2, ..., j-1. | start defaults to 0, and stop is omitted! range(4) produces 0, 1, 2, 3. | These are exactly the valid indices for a list of 4 elements. | When step is given, it specifies the increment (or decrement). | | Methods defined here: | | __bool__(self, /) | self != 0 | | __contains__(self, key, /) | Return key in self. | | __eq__(self, value, /) | Return self==value. | | __ge__(self, value, /) | Return self>=value. | | __getattribute__(self, name, /) | Return getattr(self, name). | | __getitem__(self, key, /) | Return self[key]. | | __gt__(self, value, /) | Return self>value. | | __hash__(self, /) | Return hash(self). | | __iter__(self, /) | Implement iter(self). | | __le__(self, value, /) | Return self<=value. | | __len__(self, /) | Return len(self). | | __lt__(self, value, /) | Return self<value. | | __ne__(self, value, /) | Return self!=value. | | __new__(*args, **kwargs) from builtins.type | Create and return a new object. See help(type) for accurate signature. | | __reduce__(...) | helper for pickle | | __repr__(self, /) | Return repr(self). | | __reversed__(...) | Return a reverse iterator. | | count(...) | rangeobject.count(value) -> integer -- return number of occurrences of value | | index(...) | rangeobject.index(value, [start, [stop]]) -> integer -- return index of value. | Raise ValueError if the value is not present. | | ---------------------------------------------------------------------- | Data descriptors defined here: | | start | | step | | stop
Attention
The program below will print numbers to the screen using the
range()
function.for i in range(...): print(i)
Using the documentation that is produced when you run
help(range)
, what values would you replace the...
in the parentheses of therange()
function with to have the following output printed to the screen?2 5 8
Select your answer from the poll options at https://geo-python.github.io/poll/.
Often when you use
for
loops, you are looping over the values in a list and either calculating a new value or modifying the existing values. Let’s consider an example.In [21]: mylist = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0] In [22]: print(mylist) [0.0, 1.0, 2.0, 3.0, 4.0, 5.0] In [23]: for i in range(6): ....: mylist[i] = mylist[i] + i ....: In [24]: print(mylist) [0.0, 2.0, 4.0, 6.0, 8.0, 10.0]
So, what happened? We first create a list of 6 numbers. Then, we loop over 6 values using the
range()
function and add each value to the existing location inmylist
. What would happen if we ran this for loop a second time?One of the drawbacks in the example above is that we need to know the length of the list before running that
for
loop example. However, we already know how to find the length of a list using thelen()
function, and we can take advantage of this knowledge to make ourfor
loop more flexible.In [25]: for i in range(len(mylist)): ....: mylist[i] = mylist[i] + i ....: In [26]: print(mylist) [0.0, 3.0, 6.0, 9.0, 12.0, 15.0]
We’ve done exactly what we had done in the previous example, but replaced the known length of the list
6
with use of thelen()
function to provide the list length. Now if we add or remove values inmylist
, our code will still work as expected.In [27]: mylist.append(18.0) In [28]: mylist.append(21.0) In [29]: print(mylist) [0.0, 3.0, 6.0, 9.0, 12.0, 15.0, 18.0, 21.0] In [30]: for i in range(len(mylist)): ....: mylist[i] = mylist[i] + i ....: In [31]: print(mylist) [0.0, 4.0, 8.0, 12.0, 16.0, 20.0, 24.0, 28.0]
Using the
len()
function withrange()
to perform calcluations using list or array values is an extremely common operation in Python.Attention
What output would the following program produce?
word = 'ice pellets' for i in range(len(word)): print(word[i])
Select your answer from the poll options at https://geo-python.github.io/poll/.