SlideShare a Scribd company logo
1 of 10
NICAR 2010 Web Scraping Basics James Wilkerson, The Des Moines Register Jacob Fenton, The (Allentown) Morning Call Intro – James W. Basic tools – James W. Firefox extensions: DownloadThemAll Outwit Hub Yahoo Pipes Openkapow Perl tools – Jacob Python tools – James W.
Something to stare at
Pre-built scraping stuff Firefox extensions: DownloadThemAll http://www.downloadthemall.net Outwit Hub http://www.outwit.com Yahoo! Pipes http://pipes.yahoo.com  Openkapow http://www.openkapow.com/
Python with BeautifulSoup - Easily pull in and pull apart html. - Search for page elements cleanly and easily. - Python is better than perl.  Great tutorial by Ben Welsh (palewire) at LA Times: http://www.palewire.com
BeautifulSoup example #Bring in the modules necessary to grab & process pages from mechanize import Browser from BeautifulSoup import BeautifulSoup #Use mechanize to grab the page. mech = Browser() url = "http://www.palewire.com/scrape/albums/2007.html" page1 = mech.open(url) html1 = page1.read()
#Carve up the html soup1 = BeautifulSoup(html1) #Send page to function that will extract data from appropriate table extract(soup1, 2007)
#Function to extract table info def extract(soup, year): table = soup.find("table", border=1) for row in table.findAll('tr')[1:]: col = row.findAll('td') rank = col[0].string artist = col[1].string album = col[2].string cover_link = col[3].img['src'] record = (str(year), rank, artist, album, cover_link) return record
#Follow the link to 2006 data and process that page page2 = mech.follow_link(text_regex="Next") html2 = page2.read() soup2 = BeautifulSoup(html2) extract(soup2, 2006)
RESULTS: 2007|10|LCD Soundsystem|Sound of Silver|http://www.palewire.com/scrape/albums/covers/sound%20of%20silver.jpg 2007|9|Ulrich Schnauss|Goodbye|http://www.palewire.com/scrape/albums/covers/goodbye.jpg 2007|8|The Clientele|God Save The Clientele|http://www.palewire.com/scrape/albums/covers/god%20save%20the%20clientele.jpg 2007|7|The Modernist|Collectors Series Pt. 1: Popular Songs|http://www.palewire.com/scrape/albums/covers/collectors%20series.jpg 2007|6|Bebel Gilberto|Momento|http://www.palewire.com/scrape/albums/covers/memento.jpg 2007|5|Various Artists|Jay Deelicious: 1995-1998|http://www.palewire.com/scrape/albums/covers/jaydeelicious.jpg 2007|4|Lindstrom and Prins Thomas|BBC Essential Mix|http://www.palewire.com/scrape/albums/covers/lindstrom%20prins%20thomas.jpg 2007|3|Go Home Productions|This Was Pop|http://www.palewire.com/scrape/albums/covers/this%20was%20pop.jpg 2007|2|Apparat|Walls|http://www.palewire.com/scrape/albums/covers/walls.jpg 2007|1|Caribou|Andorra|http://www.palewire.com/scrape/albums/covers/andorra.jpg 2006|10|Lily Allen|Alright, Still|http://www.palewire.com/scrape/albums/covers/alright%20still.jpg 2006|9|Nouvelle Vague|Nouvelle Vague|http://www.palewire.com/scrape/albums/covers/nouvelle%20vague.jpg 2006|8|Bookashade|Movements|http://www.palewire.com/scrape/albums/covers/movements.jpg 2006|7|Charlotte Gainsbourg|5:55|http://www.palewire.com/scrape/albums/covers/555.jpg 2006|6|The Drive-By Truckers|The Blessing and the Curse|http://www.palewire.com/scrape/albums/covers/blessing%20and%20curse.jpg 2006|5|Basement Jaxx|Crazy Itch Radio|http://www.palewire.com/scrape/albums/covers/crazy%20itch%20radio.jpg 2006|4|Love is All|Nine Times The Same Song|http://www.palewire.com/scrape/albums/covers/nine%20times.jpg 2006|3|Ewan Pearson|Sci.Fi.Hi.Fi_01|http://www.palewire.com/scrape/albums/covers/sci%20fi%20hi%20fi.jpg 2006|2|Neko Case|Fox Confessor Brings The Flood|http://www.palewire.com/scrape/albums/covers/fox%20confessor.jpg 2006|1|Ellen Allien & Apparat|Orchestra of Bubbles|http://www.palewire.com/scrape/albums/covers/orchestra%20of%20bubbles.jpg
 

More Related Content

What's hot

Desymfony 2011 - Habemus Bundles
Desymfony 2011 - Habemus BundlesDesymfony 2011 - Habemus Bundles
Desymfony 2011 - Habemus Bundles
Albert Jessurum
 

What's hot (19)

alfresco-global.properties
alfresco-global.propertiesalfresco-global.properties
alfresco-global.properties
 
You're Doing It Wrong
You're Doing It WrongYou're Doing It Wrong
You're Doing It Wrong
 
Rails Antipatterns | Open Session with Chad Pytel
Rails Antipatterns | Open Session with Chad Pytel Rails Antipatterns | Open Session with Chad Pytel
Rails Antipatterns | Open Session with Chad Pytel
 
Simplifying Code: Monster to Elegant in 5 Steps
Simplifying Code: Monster to Elegant in 5 StepsSimplifying Code: Monster to Elegant in 5 Steps
Simplifying Code: Monster to Elegant in 5 Steps
 
Codementor Office Hours with Eric Chiang: Stdin, Stdout: pup, Go, and life at...
Codementor Office Hours with Eric Chiang: Stdin, Stdout: pup, Go, and life at...Codementor Office Hours with Eric Chiang: Stdin, Stdout: pup, Go, and life at...
Codementor Office Hours with Eric Chiang: Stdin, Stdout: pup, Go, and life at...
 
iOSCon
iOSConiOSCon
iOSCon
 
10x Command Line Fu
10x Command Line Fu10x Command Line Fu
10x Command Line Fu
 
External Data in Puppet 4
External Data in Puppet 4External Data in Puppet 4
External Data in Puppet 4
 
fabfile.py
fabfile.pyfabfile.py
fabfile.py
 
Phpbase
PhpbasePhpbase
Phpbase
 
Using HttpKernelInterface for Painless Integration
Using HttpKernelInterface for Painless IntegrationUsing HttpKernelInterface for Painless Integration
Using HttpKernelInterface for Painless Integration
 
Comet with Sinatra
Comet with SinatraComet with Sinatra
Comet with Sinatra
 
コードの動的生成のお話
コードの動的生成のお話コードの動的生成のお話
コードの動的生成のお話
 
Cakephpstudy5 hacks
Cakephpstudy5 hacksCakephpstudy5 hacks
Cakephpstudy5 hacks
 
Essential git fu for tech writers
Essential git fu for tech writersEssential git fu for tech writers
Essential git fu for tech writers
 
Desymfony 2011 - Habemus Bundles
Desymfony 2011 - Habemus BundlesDesymfony 2011 - Habemus Bundles
Desymfony 2011 - Habemus Bundles
 
[PHP 也有 Day] 垃圾留言守城記 - 用 Laravel 阻擋 SPAM 留言的奮鬥史
[PHP 也有 Day] 垃圾留言守城記 - 用 Laravel 阻擋 SPAM 留言的奮鬥史[PHP 也有 Day] 垃圾留言守城記 - 用 Laravel 阻擋 SPAM 留言的奮鬥史
[PHP 也有 Day] 垃圾留言守城記 - 用 Laravel 阻擋 SPAM 留言的奮鬥史
 
Getting out of Callback Hell in PHP
Getting out of Callback Hell in PHPGetting out of Callback Hell in PHP
Getting out of Callback Hell in PHP
 
Gore: Go REPL
Gore: Go REPLGore: Go REPL
Gore: Go REPL
 

Viewers also liked

Lab Management software
Lab Management softwareLab Management software
Lab Management software
Kate Manusu
 
история Demo 2011
история Demo 2011история Demo 2011
история Demo 2011
vova123367
 
AHS-592 October 2015 Facebook V1
AHS-592 October 2015 Facebook V1AHS-592 October 2015 Facebook V1
AHS-592 October 2015 Facebook V1
Erica Beimesche
 
Fickler, Tammy Ce114 Unit 9 Final
Fickler, Tammy Ce114 Unit 9 FinalFickler, Tammy Ce114 Unit 9 Final
Fickler, Tammy Ce114 Unit 9 Final
Tammy Fickler
 

Viewers also liked (20)

Poster Competition
Poster CompetitionPoster Competition
Poster Competition
 
Procuring for Innovation
Procuring for InnovationProcuring for Innovation
Procuring for Innovation
 
Lab Management software
Lab Management softwareLab Management software
Lab Management software
 
I know who iam upload
I know who iam uploadI know who iam upload
I know who iam upload
 
Exposicion fermin toro maestria
Exposicion fermin toro maestriaExposicion fermin toro maestria
Exposicion fermin toro maestria
 
Nubes de palabras sonia
Nubes de palabras soniaNubes de palabras sonia
Nubes de palabras sonia
 
New text document
New text documentNew text document
New text document
 
история Demo 2011
история Demo 2011история Demo 2011
история Demo 2011
 
Crea y cuida tu reputación online (Araba Encounter 2014)
Crea y cuida tu reputación online (Araba Encounter 2014)Crea y cuida tu reputación online (Araba Encounter 2014)
Crea y cuida tu reputación online (Araba Encounter 2014)
 
Docente Ante Las TICS
Docente Ante Las TICSDocente Ante Las TICS
Docente Ante Las TICS
 
Ruby On Grape
Ruby On GrapeRuby On Grape
Ruby On Grape
 
AHS-592 October 2015 Facebook V1
AHS-592 October 2015 Facebook V1AHS-592 October 2015 Facebook V1
AHS-592 October 2015 Facebook V1
 
Fickler, Tammy Ce114 Unit 9 Final
Fickler, Tammy Ce114 Unit 9 FinalFickler, Tammy Ce114 Unit 9 Final
Fickler, Tammy Ce114 Unit 9 Final
 
Muntatu webgune osoa 4 ordutan Worpressekin
Muntatu webgune osoa 4 ordutan WorpressekinMuntatu webgune osoa 4 ordutan Worpressekin
Muntatu webgune osoa 4 ordutan Worpressekin
 
Transcomplejidad contemporánea
Transcomplejidad contemporáneaTranscomplejidad contemporánea
Transcomplejidad contemporánea
 
Simple Web Services With Sinatra and Heroku
Simple Web Services With Sinatra and HerokuSimple Web Services With Sinatra and Heroku
Simple Web Services With Sinatra and Heroku
 
Construcción disciplinaria del saber
Construcción disciplinaria del saberConstrucción disciplinaria del saber
Construcción disciplinaria del saber
 
PwC eFörvaltningsdagarna 2010 11 18
PwC eFörvaltningsdagarna 2010 11 18PwC eFörvaltningsdagarna 2010 11 18
PwC eFörvaltningsdagarna 2010 11 18
 
Bill of exchange
Bill of exchangeBill of exchange
Bill of exchange
 
Irish currency - St Vincent Paul school
Irish currency - St Vincent Paul schoolIrish currency - St Vincent Paul school
Irish currency - St Vincent Paul school
 

Similar to Web Scraping

Similar to Web Scraping (20)

DC |> Elixir Meetup - Going off the Rails into Elixir - Dan Ivovich
DC |> Elixir Meetup - Going off the Rails into Elixir - Dan IvovichDC |> Elixir Meetup - Going off the Rails into Elixir - Dan Ivovich
DC |> Elixir Meetup - Going off the Rails into Elixir - Dan Ivovich
 
Diseño y Desarrollo de APIs
Diseño y Desarrollo de APIsDiseño y Desarrollo de APIs
Diseño y Desarrollo de APIs
 
Test legacy apps with Behat
Test legacy apps with BehatTest legacy apps with Behat
Test legacy apps with Behat
 
Best practices in museum search
 Best practices in museum search Best practices in museum search
Best practices in museum search
 
Cross Domain Web
Mashups with JQuery and Google App Engine
Cross Domain Web
Mashups with JQuery and Google App EngineCross Domain Web
Mashups with JQuery and Google App Engine
Cross Domain Web
Mashups with JQuery and Google App Engine
 
Demystifying Maven
Demystifying MavenDemystifying Maven
Demystifying Maven
 
SEMAC 2011 - Apresentando Ruby e Ruby on Rails
SEMAC 2011 - Apresentando Ruby e Ruby on RailsSEMAC 2011 - Apresentando Ruby e Ruby on Rails
SEMAC 2011 - Apresentando Ruby e Ruby on Rails
 
InnoDB Magic
InnoDB MagicInnoDB Magic
InnoDB Magic
 
Wider than rails
Wider than railsWider than rails
Wider than rails
 
Lessons Learned - Building YDN
Lessons Learned - Building YDNLessons Learned - Building YDN
Lessons Learned - Building YDN
 
Monitoring web application behaviour with cucumber-nagios
Monitoring web application behaviour with cucumber-nagiosMonitoring web application behaviour with cucumber-nagios
Monitoring web application behaviour with cucumber-nagios
 
Yahoo is open to developers
Yahoo is open to developersYahoo is open to developers
Yahoo is open to developers
 
Working With Canvas
Working With CanvasWorking With Canvas
Working With Canvas
 
Gems Of Selenium
Gems Of SeleniumGems Of Selenium
Gems Of Selenium
 
Call Execute For Everyone
Call Execute For EveryoneCall Execute For Everyone
Call Execute For Everyone
 
Writing Apps the Google-y Way
Writing Apps the Google-y WayWriting Apps the Google-y Way
Writing Apps the Google-y Way
 
Technical Introduction to YDN
Technical Introduction to YDNTechnical Introduction to YDN
Technical Introduction to YDN
 
Zero to Sixty: AWS Elastic Beanstalk (DMG204) | AWS re:Invent 2013
Zero to Sixty: AWS Elastic Beanstalk (DMG204) | AWS re:Invent 2013Zero to Sixty: AWS Elastic Beanstalk (DMG204) | AWS re:Invent 2013
Zero to Sixty: AWS Elastic Beanstalk (DMG204) | AWS re:Invent 2013
 
All That Jazz
All  That  JazzAll  That  Jazz
All That Jazz
 
RubyMotion
RubyMotionRubyMotion
RubyMotion
 

Recently uploaded

+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
Joaquim Jorge
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
 

Recently uploaded (20)

Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 

Web Scraping

  • 1. NICAR 2010 Web Scraping Basics James Wilkerson, The Des Moines Register Jacob Fenton, The (Allentown) Morning Call Intro – James W. Basic tools – James W. Firefox extensions: DownloadThemAll Outwit Hub Yahoo Pipes Openkapow Perl tools – Jacob Python tools – James W.
  • 3. Pre-built scraping stuff Firefox extensions: DownloadThemAll http://www.downloadthemall.net Outwit Hub http://www.outwit.com Yahoo! Pipes http://pipes.yahoo.com Openkapow http://www.openkapow.com/
  • 4. Python with BeautifulSoup - Easily pull in and pull apart html. - Search for page elements cleanly and easily. - Python is better than perl. Great tutorial by Ben Welsh (palewire) at LA Times: http://www.palewire.com
  • 5. BeautifulSoup example #Bring in the modules necessary to grab & process pages from mechanize import Browser from BeautifulSoup import BeautifulSoup #Use mechanize to grab the page. mech = Browser() url = "http://www.palewire.com/scrape/albums/2007.html" page1 = mech.open(url) html1 = page1.read()
  • 6. #Carve up the html soup1 = BeautifulSoup(html1) #Send page to function that will extract data from appropriate table extract(soup1, 2007)
  • 7. #Function to extract table info def extract(soup, year): table = soup.find("table", border=1) for row in table.findAll('tr')[1:]: col = row.findAll('td') rank = col[0].string artist = col[1].string album = col[2].string cover_link = col[3].img['src'] record = (str(year), rank, artist, album, cover_link) return record
  • 8. #Follow the link to 2006 data and process that page page2 = mech.follow_link(text_regex="Next") html2 = page2.read() soup2 = BeautifulSoup(html2) extract(soup2, 2006)
  • 9. RESULTS: 2007|10|LCD Soundsystem|Sound of Silver|http://www.palewire.com/scrape/albums/covers/sound%20of%20silver.jpg 2007|9|Ulrich Schnauss|Goodbye|http://www.palewire.com/scrape/albums/covers/goodbye.jpg 2007|8|The Clientele|God Save The Clientele|http://www.palewire.com/scrape/albums/covers/god%20save%20the%20clientele.jpg 2007|7|The Modernist|Collectors Series Pt. 1: Popular Songs|http://www.palewire.com/scrape/albums/covers/collectors%20series.jpg 2007|6|Bebel Gilberto|Momento|http://www.palewire.com/scrape/albums/covers/memento.jpg 2007|5|Various Artists|Jay Deelicious: 1995-1998|http://www.palewire.com/scrape/albums/covers/jaydeelicious.jpg 2007|4|Lindstrom and Prins Thomas|BBC Essential Mix|http://www.palewire.com/scrape/albums/covers/lindstrom%20prins%20thomas.jpg 2007|3|Go Home Productions|This Was Pop|http://www.palewire.com/scrape/albums/covers/this%20was%20pop.jpg 2007|2|Apparat|Walls|http://www.palewire.com/scrape/albums/covers/walls.jpg 2007|1|Caribou|Andorra|http://www.palewire.com/scrape/albums/covers/andorra.jpg 2006|10|Lily Allen|Alright, Still|http://www.palewire.com/scrape/albums/covers/alright%20still.jpg 2006|9|Nouvelle Vague|Nouvelle Vague|http://www.palewire.com/scrape/albums/covers/nouvelle%20vague.jpg 2006|8|Bookashade|Movements|http://www.palewire.com/scrape/albums/covers/movements.jpg 2006|7|Charlotte Gainsbourg|5:55|http://www.palewire.com/scrape/albums/covers/555.jpg 2006|6|The Drive-By Truckers|The Blessing and the Curse|http://www.palewire.com/scrape/albums/covers/blessing%20and%20curse.jpg 2006|5|Basement Jaxx|Crazy Itch Radio|http://www.palewire.com/scrape/albums/covers/crazy%20itch%20radio.jpg 2006|4|Love is All|Nine Times The Same Song|http://www.palewire.com/scrape/albums/covers/nine%20times.jpg 2006|3|Ewan Pearson|Sci.Fi.Hi.Fi_01|http://www.palewire.com/scrape/albums/covers/sci%20fi%20hi%20fi.jpg 2006|2|Neko Case|Fox Confessor Brings The Flood|http://www.palewire.com/scrape/albums/covers/fox%20confessor.jpg 2006|1|Ellen Allien & Apparat|Orchestra of Bubbles|http://www.palewire.com/scrape/albums/covers/orchestra%20of%20bubbles.jpg
  • 10.