Tips and Examples

• Studying for the Midterm with Flashcards
• Making Script Executable
• Getting Your First IT Job
• Keep In Contact

Review

• Working with the Operating System
• The os Module
• os.getcwd()
• os.listdir(path)
• os.chdir(path)
• os.rename(old_name, new_name)
• os.remove(path)
• os.rmdir(path )
• os.mkdir(path )
• Running Unix Commands within Python
• os.environ
• The os.path Module
• os.path.isfile(path) and os.path.isdir(path)
• os.path.basename(path)
• The sys Module
• Getting Values from the Command Line
• Leaving a Running Script
• Usage Messages

New Material

• Regular Expressions
• Working with Regular Expressions
• What You Need to Remember
• The Characters in Regular Expressions
• Ordinary Characters in Regular Expressions
• Using Regular Expressions to Find a Match
• Pattern Objects
• A Test Function for Regular Expressions
• Meta-characters in Regular Expressions
• The . Meta-character
• The * Meta-character
• The + Meta-character
• The ? Meta-character
• The \ Meta-character
• Character Classes
• \d and \D Character Classes
• The \w and \W Character Classes
• The \s and \S Character Classes

Graded Quiz

You can connect to Gradescope to take weekly graded quiz today during the last 15 minutes of the class.

Once you start the quiz you have 15 minutes to finish it.

You can only take this quiz today.

There is not makeup for the weekly quiz because Gradescope does not permit it.

Solution to Homework 4

I have posted a solution to homework 4 here.

Let's take a look.

Homework 6

I have posted homework 6 here.

It is due this coming Sunday at 11:59 PM.

Midterm

The exam will be given in this room.

It will consist of questions like those on the quizzes along with questions asking you to write short segments of Python code.

60% of the points on this exam will consist of questions from the Graded Quizzes.

There will be 15 of these questions worth 4 points each.

The other 40% of points will come from four questions that ask you to write a short segment of code.

Each of the code questions is worth 10 points each.

To study for the code questions you should know

• Dictionaries
• Sets
• How to use the os and sys modules
• How to write a regular expression

A good way to study for the code questions is to review the Class Exercises and homework solutions.

The last class before the exam, Thursday, October 17th, will be a review session.

You will only be responsible for the material in the Class Notes for that class on the exam.

You will find the Midterm review Class Notes here.

If for some reason you cannot take the exam on the date mentioned above you must contact me to make alternate arrangements.

The Midterm is given on paper.

I scan each exam paper and upload the scans to Gradescope.

I score the exam on Gradescope.

You will get an email from Gradescope with your score when I am done.

The Midterm is a closed book exam.

You are not allowed to use any resource, other than what is in your head, while taking the exam.

Cheating on the exam will result in a score of 0 and will be reported to the Administration.

Remember your Oath of Honesty.

To prevent cheating, certain rules will be enforced during the exam.

Questions

Are there any questions before I begin?

Tips and Examples

Studying for the Midterm with Flashcards

• 60% of the point on the Midterm come from Class Quiz Questions
• You can use the flashcards you create for these questions when studying for the Midterm
• But not all Class Quiz Questions will appear on the Midterm
• If the flashcard question covers a topic not in the Midterm Review ...
• you do not have to study it for the exam
• You should remove these flashcards from your collection

Making Script Executable

• All scripts submitted for this course must be executable ...
• or you will lose points
• You make a file executable by doing two things
  • Including the hashbang line
  • Running the Unix command chmod 755
• The hashbang line must be the very first line of the script
• The first two characters of this first line must be #!
• This must be followed by the absolute address of the Python 3 interpreter
• For this course the hashbang line must be

  #! /usr/bin/python3
  

• You can make a file executable by running the following Unix command on it

  chmod 755 FILENAME

• FILENAME is a placeholder
• You replace this with the name of the file you are making executable
• If I wanted to make the file hw2.py executable, I would would write the following on the Unix command line

  chmod  755  hw2.py

• You can also change the permissions in FileZilla
• Connect to pe15 using FileZilla
• Go to the homework directory for the assignment
• Right-click on the homework script
• Drag down to "Permissions" in the menu that appears
• Enter 755

Getting Your First IT Job

• Students sometimes come to me asking for advice on how to get an IT job
• I have not had a job in industry for many years
• So I usually refer them to Career Services
• They provide a web site called Handshake where companies can find interns
• In IT, as in many fields, your first job is the stepping stone to your career in the field
• But it can be hard to find an internship or or a job when you have no IT experience
• If this is a situation you face, there are things you can do
• If you have a job, check with your current employer
• They must have computers somewhere and maybe you can help keeping them running
• If they have an IT Department ask if there is something you can do for them in your free time
• You can do something similar with local organization like a church, temple, mosque or youth group
• They probably use a computer for some of the work they do or perhaps they need a web page
• Volunteer to do some IT work for them in return for a letter talking about the work you did
• You can cite this work in your resume
• Another place to find volunteer opportunities is Volunteer Match
• They have virtual opportunities that in many different areas
• Or perhaps you can find some open source project that needs help
• The Free Software Foundations is based in Boston and often needs volunteers
• Many people who are looking to hire people say they are having a hard time ...
• finding people who take their work seriously
• Whenever you get a job, no matter how menial ...
• be sure to do your best ...
• and take the work seriously
• Employers don't want people who don't give a damn
• The economy goes through cycles and sometimes jobs are hard to find
• Many people who are looking to hire people say they are having a hard time ...
• finding people who take their work seriously
• Whenever you get a job, no matter how menial ...
• be sure to do your best ...
• and take the work seriously
• Employers don't want people who don't give a damn
• Just get in the habit constantly looking for opportunities
• But above all don't give up

Keep In Contact

• When solving a problem, one of your best resources ...
• is the people you work with
• Sometimes you get you get too wrapped up in a problem ...
• and can't see something that is obvious to others
• Other times you need a function of technique ...
• that you have never used before
• Nobody in IT knows everything
• Of course you could always Google for an answer
• But someone you work with might be able to explain it ...
• saving you hours of searching
• All of us who work in IT are critically dependent on our peers
• This is why I urge all of you to keep in touch with those you meet in your classes ...
• or on the job
• Most of the jobs I have had in my life ...
• have come from leads from people I know
• Make sure you have the email or text address of everyone you study or work with ...
• and keep in regular contact
• Maybe go out for a beer with them one a month
• You won't regret it

Review

Working with the Operating System

• Certain operations can only be performed by the operating system
• For example
  • Creating files
  • Renaming files
  • Deleting files
  • Creating directories
• All of the things you can do at the command line ...
• can be done within Python
• The Python interpreter can ask the operating system to perform these tasks for you

The os Module

• When you need the operating system to do something ...
• use Python's os module
• Of course you must import it first

  >>> import os

• Whenever you need to do something with a file ...
• other then reading or writing ...
• you need the os module

os.getcwd()

• os.getcwd() returns the pathname of your current directory

  >>> os.getcwd()
  '/home/ghoffmn'

• The name means get current working drectory

os.listdir(path)

• os.listdir(path) returns a list of the contents of the directory specified by its argument

  >>> course_dir = os.listdir("/courses/it117/s14/ghoffmn")
  >>> for entry in course_dir :
  ...     print(entry)
  ... 
  GROUP
  MAIL
  cmanuel1
  jpinto
  fortinsy
  ebeazer
  ...

• os.listdir does not return the special entries . and ..
• The list is not in any particular order
• But you can use the built-in function sorted() to change that
• If you call os.listdir without an argument ...
• it returns the entries in the current directory

os.chdir(path)

• To move to another directory you need to use os.chdir(path)

  >>> os.chdir("/home/ghoffmn/assignments_submitted")
  >>> os.getcwd()
  '/home/ghoffmn/assignments_submitted'

os.rename(old_name, new_name)

• You can change the name of a file with os.rename

  >>> os.chdir("/home/ghoffmn/tmp")
  >>> os.listdir(".")
  ['test.txt', 'dir1']
  >>> os.rename("test.txt", "file.txt")
  >>> os.listdir(".")
  ['dir1', 'file.txt']

• os.rename() also works on directories

  >>> os.rename("dir1", "test_dir")
  >>> os.listdir(".")
  ['test_dir', 'file.txt']

os.remove(path)

• To delete a file use os.remove()

  >>> os.remove("file.txt")
  >>> os.listdir(".")
  ['test_dir']

• os.remove() does not work on directories

  >>> os.remove("test_dir")
  Traceback (most recent call last):
    File "<stdin>", line 1, in <module>
  OSError: [Errno 21] Is a directory: 'test_dir'

os.rmdir(path )

• To remove a directory use os.rmdir()

  >>> os.rmdir("test_dir")
  >>> os.listdir(".")
  []

• You cannot remove a directory using os.rmdir() ...
• unless the directory is empty

os.mkdir(path )

• To create a directory, use os.mkdir()

  >>> os.mkdir("dir1")
  >>> os.listdir(".")
  ['dir1']

Running Unix Commands within Python

• You can run any Unix command from within Python using os.system()
• The argument to os.system() is a string which contains a Unix command
• os.system() runs the command ...
• and returns the exit status

  >>> result = os.system("touch foo.txt")
  >>> result
  0
  >>> os.listdir(".")
  ['dir1', 'foo.txt']

• When the exit status is 0 the the command ran without error
• If the number is greater than 0 the command did not work
• os.system() will also work with Windows

os.environ

• One of the ways we customize a Unix environment is with shell variables
• os.environ is not a function
• It is a module variable which holds a dictionary
• The keys in the dictionary are names of variables
• The values in the dictionary are the values of the variables
• To get the value of a shell variable use the [ ] operator with the name of the variable

  >>> os.environ["HOME"]
  '/home/ghoffmn'
  >>> os.environ["SHELL"]
  '/bin/bash'
  >>> os.environ["PATH"]
  '/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games'

The os.path Module

• The os.path module contain functions which operate on pathnames
• It is part of the os module and does not have to be imported ...
• if you have already imported os

os.path.isfile(path) and os.path.isdir(path)

• os.path.isfile() and os.path.isdir() are boolean functions
• os.path.isfile() returns true if its argument is a file

  >>> os.path.isfile("foo.txt")
  True
  >>> os.path.isfile("dir1")
  False

• os.path.isdir() returns true if its argument is a directory

  >>> os.path.isdir("dir1")
  True
  >>> os.path.isdir("foo.txt")
      False

os.path.basename(path)

• os.path.basename() returns the filename part of a pathname

  >>> os.getcwd()
  '/home/ghoffmn/tmp'
  >>> os.path.basename(os.getcwd())
  'tmp' 

• It should be used in usage messages which we'll discuss below

The sys Module

• Python scripts run inside two environments
  • The operating system
  • The Python interpreter
• The sys module contains variables and functions that interact with the Python interpreter
• You must import the sys module before you can use it

  >>> import sys

Getting Values from the Command Line

• A script can get the values it needs from the command line
• The sys module contains the variable argv
• sys.argv is a list variable that contains all the command line arguments ...
• as well as the pathname used to run the program

  $ cat argv.py 
  #! /usr/bin/python3
  
  import sys
  
  print('sys.argv:', sys.argv)
  
  $ argv.py foo bar blecth
  sys.argv: ['./argv.py', 'foo', 'bar', 'blecth']

Leaving a Running Script

• You can leave a script before the end of the code ...
• by using the sys.exit() function
• Why would you want to do this?
• There are many reasons
• The most common is when you encounter an error that prevents the script from proceeding

Usage Messages

• If a script does not get the arguments it needs it should print a usage message
• A usage message tells the user they have not given the command line arguments needed
• In this class, usages messages must have the form

  Usage: SCRIPT_NAME ARGUMENT_1 ARGUMENT_2 ...

• For example, let's say the script list_dir.py needs the name of a directory from the command line
• If it does not get it it should print a usage message that indicates the argument it needs

  $ ./list_dir.py 
  Usage: list_dir.py DIRECTORY_NAME

• The message is printed by the following code fragment

  if len(sys.argv) < 2:
      print("Usage:", os.path.basename(sys.argv[0]), "DIRECTORY_NAME")
      sys.exit()

• Let's examine this code
• The first line checks the number of tokens on the commands line
• You might have thought that the value should be 1, not 2
• But sys.argv is a list containing all command line strings ...
• including the pathname of the script
• So the pathname used to run the script can be obtained from the expression

  sys.argv[0]

• The second line prints the message
• It uses the os.path module function basename() to strip away everything except the name of the script
• If I had not done this the usage message would read

  $ ./list_dir.py 
  Usage: ./list_dir.py DIRECTORY_NAME

• The third line ends the running of the script

Attendance

New Material

Regular Expressions

• Let's say I wanted to find all the games the Sox played against the Orioles in red_sox.txt
• I could use a for loop and the in operator

  >>> file = open("red_sox.txt")
  >>> for line in file:
  ...   if "Orioles" in line:
  ...       print(line.strip())
  ... 
  2011-07-07      Red Sox vs Orioles      Win 10-4
  2011-07-08      Red Sox vs Orioles      Win 10-3
  2011-07-09      Red Sox vs Orioles      Win 4-0
  2011-07-10      Red Sox vs Orioles      Win 8-6
  2011-07-18      Red Sox @  Orioles      Win 15-10
  2011-07-19      Red Sox @  Orioles      Loss 2-6
  2011-07-20      Red Sox @  Orioles      Win 4-0

• But what if we wanted to see all games between July 12th and July 18th?
• The in operator is useless for this purpose
• We need something which can specify a range of digits
• We want all lines have the string "2011-07-1" followed by a digit between 2 and 8
• In other words, we need to look for all strings that match some pattern
• In order to find the lines matching a pattern we need regular expressions

Working with Regular Expressions

• Regular expression are a language used to specify patterns
• You could use regular expressions to find the Sox games ...
• in the range of dates I mentioned above
• Regular expressions are very powerful ...
• but they are difficult to learn
• They work in a way that takes some time to get used to
• Some of the characters used in regular expression look like Unix meta-characters
• But they are work very differently from Unix
• It is easy to get frustrated when first using regular expressions ...
• and to give up on them as not worth the effort
• But they are well worth the time needed to understand them
• The trick is to start slowly ...
• and build up experience as you go along

What You Need to Remember

• In the sections below I will discuss regular expressions
• I will also show you some Python code that uses regular expressions
• You do NOT have to remember the Python
• I will not ask you for them on a test or quiz
• The Python code for regular expressions can be Googled when you need it
• But for this course you will have to learn how to create patterns ...
• in the regular expression language

The Characters in Regular Expressions

• A regular expression is a string of characters forming a pattern
• This pattern is compared against a string
• If some characters in the string fit the pattern, we have a match
• A regular expression is a string composed of
  • Ordinary characters
  • Meta-characters
  • Character classes

Ordinary Characters in Regular Expressions

• Ordinary characters are characters which are not meta-characters
• An ordinary character will match itself
• So the regular expression "a" will match a string like "abc"
• And "bcd" will match "abcde"
• And so on
• When I say "a" matches "abc" ...
• I mean that "a" matches one of the characters in the string
• Regular expressions are case sensitive
• Upper case characters only match upper case characters
• And the same for lower case
• Digits are ordinary characters
• So the regular expression "5" matches the string "256"

Using Regular Expressions to Find a Match

• There is more than one way to use regular expressions
• But the simplest way is to use them to find a line ...
• that matches a pattern written as a regular expression
• When used this way they are like the Unix command grep
• You run grep with two arguments
  • A string you are trying to match
  • A list of files to look for a matches
• So if I have a file with scores from Red Sox games

  2011-07-02      Red Sox @  Astros       Win 7-5
  2011-07-03      Red Sox @  Astros       Win 2-1
  2011-07-04      Red Sox vs Blue Jays    Loss 7-9
  2011-07-05      Red Sox vs Blue Jays    Win 3-2
  ...

• The following grep command will find all games the Sox won

  $ grep Win red_sox.txt 
  2011-07-02      Red Sox @  Astros       Win 7-5
  2011-07-03      Red Sox @  Astros       Win 2-1
  2011-07-05      Red Sox vs Blue Jays    Win 3-2
  ...

• We can do the same thing with regular expressions
• To use regular expressions you must import the re module

  import re

• This module contains functions and classes that work with regular expressions
• You can find a match in Python using the re module's search function
• This search takes two arguments
  • A regular expression
  • A line you are trying to match
• Normally, you would use search inside a for loop
• Looping the through the lines in a file ...
• looking for lines that match the pattern
• But to show you how Python works with regular expressions ...
• I will do something different here
• I will use search with a string literal ...
• so you can see how search works
• If search finds a match it returns a match object
• search will return this match object ...
• if the regular expression finds matching characters ...
• anywhere in the line
• It will return None if it cannot find a match
• None is like zero for objects
• We use search in an assignment statement like this

  >>> match = re.search("man", "A man, a plan, a canal. Panama")

• Here the regular expression is "man"
• And the line is "A man, a plan, a canal. Panama"
• match is an object variable
• If search finds a match in the line ...
• match will hold a pointer to the match object
• If it does not find a match, the value of match will be None
• In this case a match was found

  >>> print(match)
  <_sre.SRE_Match object; span=(2, 5), match="man">

• We can use match in an if statement
• Because Python thinks anything that points to an object is True

  >>> if match:
  ...     print("Found match")
  ... else:
  ...      print("No match found")
  ... 
  Found match

• Here is an example of search not finding a match

  >>> match = re.search("xxxxxxxx", "A man, a plan, a canal. Panama")
  >>> print(match)
  None
  >>> if match:
  ...     print("Found match")
  ... else:
  ...     print("No match found")
  ... 
  No match found

Pattern Objects

• search is a function in the re module
• If it finds a match, it creates a match object ...
• and returns a pointer to it
• This match object is defined in the re module
• But in order to search for the match ...
• search creates another object ...
• also defined in re
• A pattern object
• Whenever I use regular expression in Python ...
• I do not use the search function
• Instead I create a pattern object from a regular expression
• To do this, I use the compile function ...
• which is also contained in the re module
• I use it in an assignment statement like this

  >>> pattern = re.compile("man")

• This pattern object has a search method ...
• which I can use to find a match

  >>> match = pattern.search("A man, a plan, a canal. Panama")
  >>> if match:
  ...     print("Found match")
  ... else:
  ...     print("No match found")
  ... 
  Found match

• You won't need to remember this for quizzes or exams
• I am showing you this so you can understand what I am doing ..
• in the code below

A Test Function for Regular Expressions

• To experiment with regular expressions we need a test function
• This function will take have two parameters
  • A regular expression string
  • A line to be matched
• The pattern string will be turned into a pattern object ...
• and the search method on this object ...
• will look for the match
• Here is the code

  def regex_test(regular_expression, line):
      pattern_object = re.compile(regular_expression )
      match_object   = pattern_object.search(line)
      if match_object :
          print("Regular expression:", regular_expression)
          print("Matches:", line)
      else:
          print("Regular expression:", regular_expression)
          print("Does NOT match", line)

• Here it is in operation

  >>> regex_test("man", "A man, a plan, a canal, Panama")
  Regular expression: man
  Matches: A man, a plan, a canal, Panama
  >>> regex_test("xxx", "A man, a plan, a canal, Panama")
  Regular expression: xxx
  Does NOT match A man, a plan, a canal, Panama

Meta-characters in Regular Expressions

• Meta-characters have special meanings in regular expressions
• The meta-characters are

      .  ^  $  *  +  ?  {  }  [  ]  \  |  (  )

• Every character that is not a meta-character
• is an ordinary character

The . Meta-character

• . matches one of any single character ...
• except newline
• It works the same way as the ? meta-character on the Unix command line
• Here is an example

  >>> regex_test("th.n", "And then I went home")
  Regular expression: th.n
  Matches: And then I went home
  >>> regex_test("th.n", "I am better than you")
  Regular expression: th.n
  Matches: I am better than you
  >>> regex_test("th.n", "I wish I were thiner")
  Regular expression: th.n
  Matches: I wish I were thiner

• . only matches a single character
• So you must use one . for every character you are trying to match

  >>> regex_test("t..n", "And then I went home")
  Regular expression: t..n
  Matches: And then I went home            
  >>> regex_test("t..n", "Is there a taint of scandal?")
  Regular expression: t..n
  Matches: Is there a taint of scandal?

The * Meta-character

• * matches zero or more occurrences of the previous character
• * in regular expressions ...
• is similar to the same character on the Unix command line ...
• but there is an important difference
• * in Unix matches 0 or more occurrences of any character ...
• but the regular expression * will only match ...
• the character come before it
• So the * in regular expressions is more selective ...
• than the * in Unix
• This makes it more powerful
• It will match multiple instances of the character that comes before it

  regex_test("t*n", "1234 tttttn abcd")
  Regular expression: t*n
  Matches: 1234 tttttn abcd 

• But it will also match no instances of the character that comes before it

  regex_test(("t*n", "1234 n abcd")
  Regular expression: t*n
  Matches: 1234 n abcd

• Notice there is no "t" in the line ...
• but it still matches the line
• You can get the same effect as * in Unix ...
• but you must use .* in regular expressions to do this

  >>> regex_test("t.*n", "abcd tan efg")
  Regular expression: t.*n
  Matches: abcd tan efg
  >>> regex_test("t.*n", "xx the zzn")
  Regular expression: t.*n
  Matches: xx the zzn
  >>> regex_test("t.*n", "123 train 456")
  Regular expression: t.*n
  Matches: 123 train 456
  >>> regex_test("t.*n", "---think---")
  Regular expression: t.*n
  Matches: ---think---

• So * means one thing in Unix ...
• and another thing in regular expressions
• This is one of the reasons it takes time to get used to regular expressions

The + Meta-character

• The + meta-character is like *
• Because it is used to indicate repetition of the previous character
• * matches zero or more occurrences ...
• but + matches one or more occurrences

  >>> regex_test("ab+c", "xxx  abccccc  yyy")
  Regular expression: ab+c
  Matches: xxx  abccccc  yyy
  >>> regex_test("ab+c", "xxx abbbbbccccc zzz")
  Regular expression: ab+c
  Matches: xxx abbbbbccccc zzz

• It will not match no occurrences of the character it follows

  >>> regex_test("ab+c", "xxx  accccc zzz")
  Regular expression: ab+c
  Does NOT match xxx  accccc zzz

• Unlike the * meta-character

  >>> regex_test("ab*c", "xxx accccc zzz")
  Regular expression: ab*c
  Matches: xxx accccc zzz

The ? Meta-character

• ? is also a repetition meta-character
• It means zero or one occurrences of the previous character
• In other words, it means the previous character is optional

  >>>  regex_test("ab?c", "qqq abc jjj")
  Regular expression: ab?c
  Matches: qqq abc jjj
  
  >>> regex_test("ab?c", "123 ac 456")
  Regular expression: ab?c
  Matches: 123 ac 456
  
  >>> regex_test("ab?c", "786 abbc vvv")
  Regular expression: ab?c
  Does NOT match 786 abbc vvv

The \ Meta-character

• The backslash, \ , is a meta-character
• It turns off the special meaning of the character that immediately follows it
• It performs the same function as the backslash on the Unix command line
• To search for a meta-character, put a \ in front of it

  >>> regex_test("a\+b", "345 a+bcde")
  Regular expression: a\+b
  Matches: 345 a+bcde

• If you don't turn off the meta-character you won't get a match

  >>> regex_test("a+b", "906 a+bcde")
  Regular expression: a+b
  Does NOT match 906 a+bcde

• To match more than one meta-character
• Put \ in front of each

  >>> regex_test( "a\+\+\+b", "567  a+++bcde")
  Regular expression: a\+\+\+b
  Matches: 567  a+++bcde

• The \ is also used in character classes

Character Classes

• A character class is a set of characters
• Character classes match a single occurence of a character within the set
• There are 6 character classes built into regular expressions
• Their names all have the same format
• A \ in front of a single letter
• If the letter following \ is lower case ...
• it will match a single character in the set
• But if it is upper case ...
• it matches a single character not in the set

\d and \D Character Classes

• \d matches a single digit

  >>> regex_test("\d", "1234")
  Regular expression: \d
  Matches: 1234

• \d can be used with a repetition meta-character
• To match many occurrences of a digit

  >>> regex_test("\d*a", "1234abc")
  Regular expression: \d*a
  Matches: 1234abc

• \D matches any single character that is not a digit

  >>> regex_test("\D", "1a234")
  Regular expression: \D
  Matches: 1a234

The \w and \W Character Classes

• \w matches any single alphanumeric character ...
• and the underscore, _
• The alphanumeric characters are the letters and the digits

  >>> regex_test("\w","---a------------")
  Regular expression: \w
  Matches: ---a------------
  
  >>> regex_test("\w+","---1234abc------")
  Regular expression: \w+
  Matches: ---1234abc------

• \W matches any single character that is not a letter ...
• or an underscore _ ...
• or a digit

  >>> regex_test("\W+","###" )
  Regular expression: \W+
  Matches: ###

• Why does \w match the underscore, _?
• Perhaps because it is a legal first character ...
• in variable and function names

The \s and \S Character Classes

• \s matches any whitespace character

  >>> regex_test("a\sb", "----a b----")
  Regular expression: a\sb
  Matches: ----a b----

• \S matches any character that is not whitespace

  >>> regex_test("\S+", "abcd")
  Regular expression: \S+
  Matches: abcd

Class Exercise

Class Quiz