1. Search and Access Technologies for Large Scale Web Archives Joseph JaJa, Sangchul Song, and Mike Smorul Institute for Advanced Computer Studies Department of Electrical and Computer Engineering University of Maryland In Collaboration with the Library of Congress and the Internet Archive

2. Web – Main publication/communication medium today, but it is an ephemeral medium. Web Archiving: –Capture, annotate, and store important web contents within their contextual and temporal characteristics; –Preserve to enable search and access in the long term; –Unprecedented scale and heterogeneity. Web Archiving NDIIPP Partners Meeting 2 June 24, 2009

3. Discovery of relevant contents based on unstructured queries involving temporal specifications Presentation of pertinent summary information in ranked order according to the temporal context Scalable search and access performance Goals NDIIPP Partners Meeting 3 June 24, 2009

4. Existing Access Methods Chronological Listing Based on URLs –Used by the Wayback Machine of the Internet Archive, arguably the leader in web archiving. Directory Organization –Typically for domain specific contents, which are organized according to some hierarchical structure. Full Text Search –Similar to current web search engines (NutchWax/WERA) NDIIPP Partners Meeting 4 June 24, 2009

5. Limitations of Current Technologies Chronological Listing –Users are expected to provide URLs. Hierarchical Listing –Not scalable. Users explore hierarchical structures, with possibly large numbers of entries. Full Text Search (NutchWax/WERA) –Ranking of returned results does not take temporal context into consideration. –A listing similar to current web search engines. –Lack in performance and scalability. NDIIPP Partners Meeting 5 June 24, 2009

6. Issue #1: Scalability and Performance For any search time span, the ENTIRE history has to be examined. (Multiple distributed indices can be maintained instead. However, all the indices still need to be searched). NDIIPP Partners Meeting time Inverted index a … z search time span 6 June 24, 2009

7. Example: Search All, and then Filter “Find web pages that contain ‘September 11 th ’ before 2001” Search all, and then Filter  Very inefficient!! September 11 attacks - Wikipedia, the free encyclopedia September 11 attacks - Wikipedia, the free encyclopedia The September 11 attacks (often referred to as nine-eleven, written 9/11) were a series of coordinated suicide attacks by al-Qaeda upon the United States on … en.wikipedia.org/wiki/September_11,_2001_attacks September 11 Digital Archive September 11 Digital Archive Uses electronic media to collect, preserve, and present the history of the September 11, 2001 attacks in New York, Virginia, and Pennsylvania and the public … 911digitalarchive.org/ 9/11 Tributes, September 11 Tributes and Memorials to the Victims … 9/11 Tributes, September 11 Tributes and Memorials to the Victims … Tributes of 9/11 - September 11th 9/11 memorials. For the Victims their Families and the many Heroes of September 11th. 2001. 9/11 World Trade Center,... www.jontzen.com/tribute.htm - 132k National Commission on Terrorist Attacks Upon the United States National Commission on Terrorist Attacks Upon the United States Commission chartered to prepare a full and complete account of the circumstances surrounding the September 11, 2001 terrorist ttacks, … www.9- 11commission.gov/ - 8k … and 4 million other pages pertaining to the September 11 th Attack … September 11 attacks - Wikipedia, the free encyclopedia September 11 attacks - Wikipedia, the free encyclopedia The September 11 attacks (often referred to as nine-eleven, written 9/11) were a series of coordinated suicide attacks by al-Qaeda upon the United States on … en.wikipedia.org/wiki/September_11,_2001_attacks September 11 Digital Archive September 11 Digital Archive Uses electronic media to collect, preserve, and present the history of the September 11, 2001 attacks in New York, Virginia, and Pennsylvania and the public … 911digitalarchive.org/ 9/11 Tributes, September 11 Tributes and Memorials to the Victims … 9/11 Tributes, September 11 Tributes and Memorials to the Victims … Tributes of 9/11 - September 11th 9/11 memorials. For the Victims their Families and the many Heroes of September 11th. 2001. 9/11 World Trade Center,... www.jontzen.com/tribute.htm - 132k National Commission on Terrorist Attacks Upon the United States National Commission on Terrorist Attacks Upon the United States Commission chartered to prepare a full and complete account of the circumstances surrounding the September 11, 2001 terrorist ttacks, … www.9- 11commission.gov/ - 8k … and 4 million other pages pertaining to the September 11 th Attack … Ethiopian calendar - Wikipedia, the free encyclopedia Ethiopian calendar - Wikipedia, the free encyclopedia Thus the first day of the Ethiopian year, 1 Mäskäräm, for years between 1901 and 2099 (inclusive), is usually September 11 (Gregorian),... en.wikipedia.org/wiki/Ethiopian_calendar - 43k APOD: September 11, 1997 - Mars Global Surveyor: Aerobraking APOD: September 11, 1997 - Mars Global Surveyor: Aerobraking September 11, 1997 See Explanation. Clicking on the picture will download the highest resolution version available. Mars Global Surveyor: Aerobraking … apod.nasa.gov/apod/ap970911.html - 5k … and only 630 other pages that are irrelevant to the September 11 th Attack Ethiopian calendar - Wikipedia, the free encyclopedia Ethiopian calendar - Wikipedia, the free encyclopedia Thus the first day of the Ethiopian year, 1 Mäskäräm, for years between 1901 and 2099 (inclusive), is usually September 11 (Gregorian),... en.wikipedia.org/wiki/Ethiopian_calendar - 43k APOD: September 11, 1997 - Mars Global Surveyor: Aerobraking APOD: September 11, 1997 - Mars Global Surveyor: Aerobraking September 11, 1997 See Explanation. Clicking on the picture will download the highest resolution version available. Mars Global Surveyor: Aerobraking … apod.nasa.gov/apod/ap970911.html - 5k … and only 630 other pages that are irrelevant to the September 11 th Attack 4 Million+ pages 600+ pages

8. Issue #2: Time-independent Ranking Regardless of the search time span, the current ranking schemes always consider the ENTIRE history. Meaning and popularity of a term changes over time, and a ranking scheme should be dependent not only on the search terms but also the search time span. NDIIPP Partners Meeting time search time span 8 June 24, 2009

9. Issue #3: Ineffective Search Result Delivery Search results are usually delivered as a list of URLs, sorted by the relevance ranks. No other grouping / sorting options available. NDIIPP Partners Meeting 9 June 24, 2009

10. Ranking that depends on the time span specified by the user. Flexible and intuitive presentations of the returned results, ordered according to user’s specification. First Step toward Scalable and efficient ‘full text + temporal’ search. Core Technologies Developed NDIIPP Partners Meeting 10 June 24, 2009

11. Scalable & Efficient Temporal Searches NDIIPP Partners Meeting time time-window Inverted Index 1 a … z Inverted Index 2 a … z Inverted Index 3 a … z Inverted Index 4 a … z Inverted Index 5 a … z t1t1 t2t2 t3t3 t4t4 search time span For a given search time span, only these two indices are involved. 11 June 24, 2009 Inverted index a … z

12. Index Distribution and Parallel Search NDIIPP Partners Meeting Search Server Inverted Index 1-4 a … z Search Server Inverted Index 5-8 a … z Search Server Inverted Index 9-12 a … z Search Server Inverted Index 13-16 a … z Search Cluster ADAPT Web Archive Search Web Server Request Broker Result Aggregator Web Interface 12 June 24, 2009

13. Time-dependent Ranking NDIIPP Partners Meeting time time-window Inverted Index 1 a … z Inverted Index 2 a … z Inverted Index 3 a … z Inverted Index 4 a … z Inverted Index 5 a … z t1t1 t2t2 t3t3 t4t4 search time span For a given search time span and terms, rankings depend on term popularity during this time span only (rather than the entire time span) 13 June 24, 2009

14. Search Result Delivery NDIIPP Partners Meeting Grouped by Time Grouped by URL Sorted by Relevance Sorted by Time 14 June 24, 2009

15. Collaboration with the Library of Congress and the Internet Archive. US 108 th Congress Web Archive: –16 monthly crawls between December 2003 and March 2005. –Web sites of Representatives, Senators, Delegates, and Committees of the 108 th US Congress (2003- 2004). –Number of sites: 582 –Number of records: 27 Millions –Total size around 2TB Archived in the Library of Congress Collection Used NDIIPP Partners Meeting 15 June 24, 2009

16. P ADAPT Web Archive Server INTERNET UMIACS Search/Return Ranked URLs Retrieve Web Documents Search Cluster Storage Cluster Processing/Indexing Cluster (Hadoop) WARCs Library of Congress Internet Archive Inverted Indices Storage Containers

17. Demo NDIIPP Partners Meeting 17 June 24, 2009

18. Screen Shots May 21, 200918 Group by Time Search Keywords Time Span Options Collapse Results Sort by Time Ungroup Sort by Relevance Retrieve Page Follow Link