DSPy a system for AI to Write Prompts and Do Fine Tuning
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.
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