Difference between revisions of "PhD Masterclass - How to Build a Web Crawler"
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#!/usr/bin/perl -w | #!/usr/bin/perl -w | ||
#Lines that start with a # are comments that aren't read by the interpreter | #Lines that start with a # are comments that aren't read by the interpreter | ||
− | + | ||
use strict; | use strict; | ||
#The strict module forces us to declare variables before we use them | #The strict module forces us to declare variables before we use them | ||
− | + | ||
my @Textfile; | my @Textfile; | ||
#Declare an array called TextFile | #Declare an array called TextFile | ||
− | + | ||
open (DATA,"Data.txt"); | open (DATA,"Data.txt"); | ||
#Open a filehandle on our file | #Open a filehandle on our file | ||
− | + | ||
while (<DATA>) { | while (<DATA>) { | ||
#Read the data from the filehandle, line by line | #Read the data from the filehandle, line by line | ||
− | + | ||
chomp $_; | chomp $_; | ||
#$_ is a special variable - it captures the line being read from the filehandle here | #$_ is a special variable - it captures the line being read from the filehandle here | ||
− | + | ||
if (!$_) {next;} | if (!$_) {next;} | ||
#if the line is undefined (i.e. blank) move to the next loop iteration | #if the line is undefined (i.e. blank) move to the next loop iteration | ||
− | + | ||
my $line = $_; | my $line = $_; | ||
#Set a local variable called line to $_ | #Set a local variable called line to $_ | ||
− | + | ||
push (@Textfile, $line); | push (@Textfile, $line); | ||
#Push the line onto the Textfile array | #Push the line onto the Textfile array | ||
} | } | ||
− | + | ||
my $Doccell; | my $Doccell; | ||
#Declare the Doccell variable | #Declare the Doccell variable | ||
− | + | ||
for (my $i=0; $i<=$#Textfile; $i++) { | for (my $i=0; $i<=$#Textfile; $i++) { | ||
#Do a for loop, starting from i=0, going while i is less than the | #Do a for loop, starting from i=0, going while i is less than the | ||
#last index of the Textfile array, and incrementing by one each time | #last index of the Textfile array, and incrementing by one each time | ||
− | + | ||
if ($Textfile[$i]=~/^Document\(s\):/) {$Doccell=$i;} | if ($Textfile[$i]=~/^Document\(s\):/) {$Doccell=$i;} | ||
#Test to see if the entry matches a regular expression, if it does record the index | #Test to see if the entry matches a regular expression, if it does record the index | ||
} | } | ||
− | + | ||
my @docs = splice(@Textfile,$Doccell); | my @docs = splice(@Textfile,$Doccell); | ||
#Create a next array by splicing out everything after the index we just found | #Create a next array by splicing out everything after the index we just found | ||
− | + | ||
shift @docs; | shift @docs; | ||
#Remove the first element of the docs array | #Remove the first element of the docs array | ||
− | + | ||
my $Firm = shift @Textfile; | my $Firm = shift @Textfile; | ||
#Set Firm equal to the first element of Textfile (which we just removed) | #Set Firm equal to the first element of Textfile (which we just removed) | ||
− | + | ||
my $Violation =shift(@Textfile); | my $Violation =shift(@Textfile); | ||
#Set Violation equal to the (new) first element of Textfile (which we just removed) | #Set Violation equal to the (new) first element of Textfile (which we just removed) | ||
− | + | ||
my $Offense={}; | my $Offense={}; | ||
#Create an anonymous hash | #Create an anonymous hash | ||
− | + | ||
foreach my $cell (@Textfile) {\ | foreach my $cell (@Textfile) {\ | ||
#Iterative over Textfile, setting the current iteration to cell | #Iterative over Textfile, setting the current iteration to cell | ||
− | + | ||
my ($name,@value)=split(":",$cell); | my ($name,@value)=split(":",$cell); | ||
#Spill the cell on : | #Spill the cell on : | ||
− | + | ||
my $value=join(":",@value); | my $value=join(":",@value); | ||
#Join the Value array on : | #Join the Value array on : | ||
− | + | ||
$Offense->{$name}=$value; | $Offense->{$name}=$value; | ||
#Set an entry in the Offense hash | #Set an entry in the Offense hash | ||
} | } | ||
− | + | ||
$Offense->{"DocList"}=\@docs; | $Offense->{"DocList"}=\@docs; | ||
#Set the doclist entry in the Offense hash to a reference to the docs array | #Set the doclist entry in the Offense hash to a reference to the docs array | ||
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my $Master=[]; | my $Master=[]; | ||
#Define an anonymous array | #Define an anonymous array | ||
− | + | ||
$Master->[0]={}; | $Master->[0]={}; | ||
#Define an anonymous hash in the zeroth cell of the anonymous array | #Define an anonymous hash in the zeroth cell of the anonymous array | ||
− | + | ||
$Master->[0]->{FirmName}=$Firm; | $Master->[0]->{FirmName}=$Firm; | ||
#Set a hash entry | #Set a hash entry | ||
− | + | ||
$Master->[0]->{Offense}=$Offense; | $Master->[0]->{Offense}=$Offense; | ||
#Set a hash entry | #Set a hash entry | ||
− | + | ||
$Master->[0]->{Violation}=$Violation; | $Master->[0]->{Violation}=$Violation; | ||
#Set a hash entry | #Set a hash entry | ||
Line 154: | Line 154: | ||
open(OUTPUT,">Result.txt"); | open(OUTPUT,">Result.txt"); | ||
#Open a filehandle for writing (overwrite the file if it exists) | #Open a filehandle for writing (overwrite the file if it exists) | ||
− | + | ||
print OUTPUT $Master->[0]->{FirmName}; | print OUTPUT $Master->[0]->{FirmName}; | ||
#Print the output file an entry from the anonymous hash in the anonymous array | #Print the output file an entry from the anonymous hash in the anonymous array | ||
− | + | ||
print OUTPUT "\t"; | print OUTPUT "\t"; | ||
#Print a tab | #Print a tab | ||
− | + | ||
print OUTPUT $Master->[0]->{Violation}."\t"; | print OUTPUT $Master->[0]->{Violation}."\t"; | ||
#Print another entry with another tab on the end | #Print another entry with another tab on the end | ||
− | + | ||
foreach my $key ( sort {$a cmp $b } (keys %{ $Master->[0]->{Offense} } )) { | foreach my $key ( sort {$a cmp $b } (keys %{ $Master->[0]->{Offense} } )) { | ||
#Iterate through the hash's keys, in alphabetical order, setting the current key to $key | #Iterate through the hash's keys, in alphabetical order, setting the current key to $key | ||
− | + | ||
print OUTPUT $Master->[0]->{Offense}->{$key}."\t"; | print OUTPUT $Master->[0]->{Offense}->{$key}."\t"; | ||
#Print an entry, with a tab | #Print an entry, with a tab | ||
} | } | ||
− | + | ||
print OUTPUT "\n"; | print OUTPUT "\n"; | ||
#Print a new line | #Print a new line | ||
− | + | ||
close OUTPUT; | close OUTPUT; | ||
#Close the output filehandle - this will flush the write buffer | #Close the output filehandle - this will flush the write buffer | ||
− | + | ||
==Modules== | ==Modules== | ||
Line 195: | Line 195: | ||
use LWP::UserAgent; | use LWP::UserAgent; | ||
#Use the LWP::UserAgent modules | #Use the LWP::UserAgent modules | ||
− | + | ||
my $ua = LWP::UserAgent->new; | my $ua = LWP::UserAgent->new; | ||
#Create a new UserAgent | #Create a new UserAgent | ||
− | + | ||
my $url="http://www.contractormisconduct.org/index.cfm/1,73,222,html?CaseID=2"; | my $url="http://www.contractormisconduct.org/index.cfm/1,73,222,html?CaseID=2"; | ||
#Set up a string containing a URL | #Set up a string containing a URL | ||
− | + | ||
my $response = $ua->get($url); | my $response = $ua->get($url); | ||
#Use the UA 'get' method to retrieve the webpage. This returns an HTTP Response object | #Use the UA 'get' method to retrieve the webpage. This returns an HTTP Response object | ||
− | + | ||
my $content=$response->decoded_content; | my $content=$response->decoded_content; | ||
#Get the response as one long text string, so we can work with it... | #Get the response as one long text string, so we can work with it... | ||
Line 212: | Line 212: | ||
use HTML::TreeBuilder; | use HTML::TreeBuilder; | ||
#Use the HTML::TreeBuilder modules | #Use the HTML::TreeBuilder modules | ||
− | + | ||
my $tree = HTML::TreeBuilder->new; # empty tree | my $tree = HTML::TreeBuilder->new; # empty tree | ||
#Create a new tree object | #Create a new tree object | ||
− | + | ||
$tree->parse($content); | $tree->parse($content); | ||
#Load up the tree from the content string (that we got using UA) | #Load up the tree from the content string (that we got using UA) | ||
− | + | ||
my $dump=$tree->as_text; | my $dump=$tree->as_text; | ||
#Dump the tree as text maybe | #Dump the tree as text maybe | ||
− | + | ||
my $incidentelement=$tree->look_down("id","primecontent"); | my $incidentelement=$tree->look_down("id","primecontent"); | ||
#Or use HTML::Element methods to look_down the tree for a tag with some properties | #Or use HTML::Element methods to look_down the tree for a tag with some properties |
Revision as of 18:53, 31 January 2011
This page provides resources for the PhD Masterclass "How to Build a Web Crawler", which I gave on Friday 28th January 2011 to interested PhD students at Haas.
Tools
- Perl - Available with a large set of useful modules for Windows from ActiveState as ActivePerl
- Komodo - An integrated development environment for Perl available from ActiveState
- Textpad - A powerful shareware text editor that supports regular expressions
You should download a trial of Komodo to help you learn. The trial is valid for 21 days (longer if you keep changing your system clock). Komodo will let you step through your code, line by line, and see the values that your variables take on.
Perl is a free and open language, with a rich history, so you will find a wealth of information on the web to help you learn and use it.
Sample Perl Code
We wrote a couple of simple scripts together to get to grips with Perl.
Running a Perl Script
The first was (save it in a file called Script1.pl in the root of your R drive):
print "Hello World";
To execute the script we can either open a command prompt and run the script:
Start->Run->"cmd.exe" R: perl Script1.pl
Or we can run it in command by going:
Debug->Go
(Under Preferences->Debugger tick the box to avoid being prompted by the debug dialog each time)
Or we can shell on to Bear and run it there:
Use PuTTY to connect to bear.haas.berkeley.edu (see here). perl Script1.pl
Processing Text Data
Next we went to:
http://www.contractormisconduct.org/index.cfm/1,73,222,html?CaseID=2
And we created a file called Data.txt (saved next to the script) that contained the following:
Accenture Potential Foreign Corrupt Practices Act Violation Date: 07/01/2003 (Date of Incident Report) Misconduct Type: Ethics Enforcement Agency: SEC Contracting Party: None Court Type: Administrative Amount: $0 Disposition: Pending Synopsis: "As previously reported in July 2003, we became aware of an incident..." Document(s): •1. SEC 10-K (p. 34 of 137)
We then wrote the following script to process the data:
#!/usr/bin/perl -w #Lines that start with a # are comments that aren't read by the interpreter use strict; #The strict module forces us to declare variables before we use them my @Textfile; #Declare an array called TextFile open (DATA,"Data.txt"); #Open a filehandle on our file while () { #Read the data from the filehandle, line by line chomp $_; #$_ is a special variable - it captures the line being read from the filehandle here if (!$_) {next;} #if the line is undefined (i.e. blank) move to the next loop iteration my $line = $_; #Set a local variable called line to $_ push (@Textfile, $line); #Push the line onto the Textfile array } my $Doccell; #Declare the Doccell variable for (my $i=0; $i<=$#Textfile; $i++) { #Do a for loop, starting from i=0, going while i is less than the #last index of the Textfile array, and incrementing by one each time if ($Textfile[$i]=~/^Document\(s\):/) {$Doccell=$i;} #Test to see if the entry matches a regular expression, if it does record the index } my @docs = splice(@Textfile,$Doccell); #Create a next array by splicing out everything after the index we just found shift @docs; #Remove the first element of the docs array my $Firm = shift @Textfile; #Set Firm equal to the first element of Textfile (which we just removed) my $Violation =shift(@Textfile); #Set Violation equal to the (new) first element of Textfile (which we just removed) my $Offense={}; #Create an anonymous hash foreach my $cell (@Textfile) {\ #Iterative over Textfile, setting the current iteration to cell my ($name,@value)=split(":",$cell); #Spill the cell on : my $value=join(":",@value); #Join the Value array on : $Offense->{$name}=$value; #Set an entry in the Offense hash } $Offense->{"DocList"}=\@docs; #Set the doclist entry in the Offense hash to a reference to the docs array my $Master=[]; #Define an anonymous array $Master->[0]={}; #Define an anonymous hash in the zeroth cell of the anonymous array $Master->[0]->{FirmName}=$Firm; #Set a hash entry $Master->[0]->{Offense}=$Offense; #Set a hash entry $Master->[0]->{Violation}=$Violation; #Set a hash entry open(OUTPUT,">Result.txt"); #Open a filehandle for writing (overwrite the file if it exists) print OUTPUT $Master->[0]->{FirmName}; #Print the output file an entry from the anonymous hash in the anonymous array print OUTPUT "\t"; #Print a tab print OUTPUT $Master->[0]->{Violation}."\t"; #Print another entry with another tab on the end foreach my $key ( sort {$a cmp $b } (keys %{ $Master->[0]->{Offense} } )) { #Iterate through the hash's keys, in alphabetical order, setting the current key to $key print OUTPUT $Master->[0]->{Offense}->{$key}."\t"; #Print an entry, with a tab } print OUTPUT "\n"; #Print a new line close OUTPUT; #Close the output filehandle - this will flush the write buffer
Modules
One of the joys of Perl is CPAN - The Comprehensive Perl Archive Network which acts as repository for perl modules (as well as scripts, distros and much else). There are modules written by people from all over the world for almost every conceivable purpose. There is usually no need to reinvent the wheel in Perl - just grab a module (e.g. Wheel::Base)!
We tested some code using LWP::UserAgent and HTML::TreeBuilder. Useful documentation is here:
- LWP::UserAgent
- WWW::Mechanize
- HTTP::Response
- HTML::TreeBuilder
- HTML::Element
- LWP::RobotUA
- XML::Simple
Below is a simple UserAgent example:
use LWP::UserAgent; #Use the LWP::UserAgent modules my $ua = LWP::UserAgent->new; #Create a new UserAgent my $url="http://www.contractormisconduct.org/index.cfm/1,73,222,html?CaseID=2"; #Set up a string containing a URL my $response = $ua->get($url); #Use the UA 'get' method to retrieve the webpage. This returns an HTTP Response object my $content=$response->decoded_content; #Get the response as one long text string, so we can work with it...
And now for a TreeBuilder example:
use HTML::TreeBuilder; #Use the HTML::TreeBuilder modules my $tree = HTML::TreeBuilder->new; # empty tree #Create a new tree object $tree->parse($content); #Load up the tree from the content string (that we got using UA) my $dump=$tree->as_text; #Dump the tree as text maybe my $incidentelement=$tree->look_down("id","primecontent"); #Or use HTML::Element methods to look_down the tree for a tag with some properties