National Science Foundation - Internet Archive research 2013-2018 Prof. Matthew Weber Hai Nguyen Technical support: Eric Marshall, Kristina Plazonic, Ben Bakelaar Rutgers University, School of Communication and Information ******************* External links to source data and resources: The Internet Archive (http://www.archive.org) - the largest Internet archive in the world, and a source for much of the data in this project Archives Unleashed (http://www.archivesunleashed.org) - a useful resource with tools for accessing raw data ******************* BATCH 1 (2015-2017) DATA SETS /media /newsecosystem /ows /sandy INPUT DATA ARC file format http://archive.org/web/researcher/ArcFileFormat.php WARC file format https://www.loc.gov/preservation/digital/formats/fdd/fdd000236.shtml Processed with Apache Pig script https://en.wikipedia.org/wiki/Pig_(programming_tool) Script: REGISTER /home/hdn11/Scripts/archive-commons-jar-with-dependencies.jar; REGISTER /home/hdn11/Scripts/webcrawler.jar; REGISTER /home/hdn11/Scripts/commons-validator-1.4.0.jar; *** For WARC data titles = LOAD '/nsfia/input/warc/files' USING org.archive.hadoop.ArchiveJSONViewLoader( 'Envelope.Payload-Metadata.HTTP-Response-Metadata.HTML-Metadata', 'Envelope.WARC-Header-Metadata.WARC-Target-URI', 'Envelope.WARC-Header-Metadata.WARC-Date', 'Envelope.WARC-Header-Metadata.Content-Type', 'Envelope.WARC-Header-Metadata.Content-Length') AS (links:chararray,target:chararray,date:chararray,contenttype:chararray,contentlength:chararray); *** For ARC data titles = LOAD '/nsfia/input/arc/files' USING org.archive.hadoop.ArchiveJSONViewLoader( 'Envelope.Payload-Metadata.HTTP-Response-Metadata.HTML-Metadata', 'Envelope.ARC-Header-Metadata.ARC-Target-URI', 'Envelope.ARC-Header-Metadata.ARC-Date', 'Envelope.ARC-Header-Metadata.Content-Type', 'Envelope.ARC-Header-Metadata.Content-Length') AS (links:chararray,target:chararray,date:chararray,contenttype:chararray,contentlength:chararray); nonnulls = filter titles by links is not null; paths = foreach nonnulls generate org.sci.historycrawl.parser($0,$1,$2),$2,$3,$4; i6 = foreach paths generate bagwati.url,$1,$2,$3; i7 = foreach i6 generate flatten($0) as words,org.sci.historycrawl.formatdate(SUBSTRING($1,0,10)),$2,$3; i8 = foreach i7 generate org.sci.historycrawl.getsourceURL($0),org.sci.historycrawl.getdstURL($0),org.sci.historycrawl.getText($0),$1,$2,(long)$3; i9 = group i8 by ($0,$1,$3); i10 = foreach i9 generate FLATTEN(group),FLATTEN(TOP(1,0,i8.$2)),COUNT(i8),FLATTEN(TOP(1,0,i8.$4)),SUM(i8.$5); i11 = filter i10 by $0 is not null; i12 = filter i11 by $1 is not null; store i12 INTO '/nsfia/output/bakelaar/earlyweb/2000-part2-run2' using PigStorage(); OUTPUT DATA 1 Source URL 2 Target URL (clipped) 3 Date (YYYYMMDD) 4 Text within hyperlink 5 Content-type 6 Content-length 7 # of links MEDIA SET 01 MEDIA_2008_2012_part01.tar.gz 02 MEDIA_2008_2012_part02.tar.gz 03 MEDIA_2008_2012_part03.tar.gz 04 MEDIA_2008_2012_part04.tar.gz 05 MEDIA_2008_2012_part05.tar.gz 06 MEDIA_2008_2012_part06.tar.gz 07 MEDIA_2008_2012_part07.tar.gz 08 MEDIA_2008_2012_part08.tar.gz 09 MEDIA_2008_2012_part09.tar.gz 10 MEDIA_2008_2012_part10.tar.gz 11 MEDIA_2008_2012_part11.tar.gz 12 MEDIA_2008_2012_part12.tar.gz 13 MEDIA_2008_2012_part13.tar.gz 14 MEDIA_2008_2012_part14.tar.gz 15 MEDIA_2008_2012_part15.tar.gz 16 MEDIA_2008_2012_part16.tar.gz 17 MEDIA_2008_2012_part17.tar.gz 18 MEDIA_2008_2012_part18.tar.gz NEWSECOSYSTEM SET 01 NEWSECOSYSTEM_2015_2015_part01.tar.gz 02 NEWSECOSYSTEM_2015_2015_part02.tar.gz 03 NEWSECOSYSTEM_2015_2015_part03.tar.gz 04 NEWSECOSYSTEM_2015_2015_part04.tar.gz OCCUPY WALL STREET SET 01 NSFIA_OWS_2010_2012_part01.tar.gz 02 NSFIA_OWS_2010_2012_part02.tar.gz 03 NSFIA_OWS_2010_2012_part03.tar.gz HURRICANE SANDY SET 01 NSFIA_SANDY_2003_2012-all.tar.gz ******************* SAMPLE ARC FILE FORMAT HEADER (JSON) { "Envelope":{ "Format":"ARC", "ARC-Header-Metadata":{ "Date":"20130724000000", "Content-Length":"76", "Content-Type":"text/plain", "Target-URI":"filedesc://NSF-HOUSEGOV-2006-2012-EXTRACTION-PART-00222-000109.arc.gz", "IP-Address":"0.0.0.0" }, "ARC-Header-Length":"107", "Payload-Metadata":{ "Trailing-Slop-Length":"1", "Actual-Content-Type":"alexa/filedesc", "Block-Digest":"sha1:KRKKRWMWT3AKLJMKNCQ7ROCGWVDA4YRV", "Actual-Content-Length":"76", "Filedesc-Metadata":{ "Format":"URL IP-address Archive-date Content-type Archive-length", "Organization":"InternetArchive", "Major-Version":"1", "Minor-Version":"0" } } }, "Container":{ "Compressed":true, "Gzip-Metadata":{ "Footer-Length":"8", "Deflate-Length":"170", "Header-Length":"10", "Inflated-CRC":"1680566000", "Inflated-Length":"184" }, "Offset":"0", "Filename":"NSF-HOUSEGOV-2006-2012-EXTRACTION-PART-00222-000109.arc.gz" } } ******************* SAMPLE WARC FILE FORMAT HEADER (JSON) { "Envelope":{ "Format":"WARC", "WARC-Header-Length":"286", "Block-Digest":"sha1:FJDC7W6E3472YPPWOGPCB42HZPHW54TN", "Actual-Content-Length":"349", "WARC-Header-Metadata":{ "WARC-Type":"warcinfo", "WARC-Filename":"NSF-HOUSEGOV-2006-2012-WARCS-EXTRACTION-PART-00238-000012.warc.gz", "WARC-Date":"2013-07-24T00:00:00.000Z", "Content-Length":"349", "WARC-Record-ID":"", "Content-Type":"application/warc-fields" }, "Payload-Metadata":{ "Trailing-Slop-Length":"4", "Actual-Content-Type":"application/warc-fields", "Actual-Content-Length":"345", "WARC-Info-Metadata":{ "robots":"ignore", "software":"archive-commons-0.0.1-SNAPSHOT-2011-06-28 03:04:05 Extractor", "audience":"NSF Project", "http-header-from":"archive-crawler-agent@lists.sourceforge.net", "http-header-user-agent":"Mozilla/5.0 (compatible; archive.org_bot/1.10.0 +http://www.archives.gov/crawl.html)", "format":"WARC File Format 1.0", "publisher":"Internet Archive" } } }, "Container":{ "Compressed":true, "Gzip-Metadata":{ "Footer-Length":"8", "Deflate-Length":"451", "Header-Length":"10", "Inflated-CRC":"1827023597", "Inflated-Length":"635" }, "Offset":"0", "Filename":"NSF-HOUSEGOV-2006-2012-WARCS-EXTRACTION-PART-00238-000012.warc.gz" } } ******************* File information for NSFIA_OWS_2010_2012_part01.tar.gz ows-part01/ ows-part01/OWS_2010_2012_0076.txt ows-part01/OWS_2010_2012_0089.txt ows-part01/OWS_2010_2012_0292.txt ows-part01/OWS_2010_2012_0108.txt ows-part01/OWS_2010_2012_0121.txt ows-part01/OWS_2010_2012_0241.txt ows-part01/OWS_2010_2012_0244.txt ows-part01/OWS_2010_2012_0007.txt ows-part01/OWS_2010_2012_0054.txt ows-part01/OWS_2010_2012_0375.txt ows-part01/OWS_2010_2012_0191.txt ows-part01/OWS_2010_2012_0105.txt ows-part01/OWS_2010_2012_0094.txt ows-part01/OWS_2010_2012_0071.txt ows-part01/OWS_2010_2012_0308.txt ows-part01/OWS_2010_2012_0385.txt ows-part01/OWS_2010_2012_0100.txt ows-part01/OWS_2010_2012_0084.txt ows-part01/OWS_2010_2012_0091.txt ows-part01/OWS_2010_2012_0344.txt ows-part01/OWS_2010_2012_0243.txt ows-part01/OWS_2010_2012_0200.txt ows-part01/OWS_2010_2012_0188.txt ows-part01/OWS_2010_2012_0376.txt ows-part01/OWS_2010_2012_0199.txt ows-part01/OWS_2010_2012_0086.txt ows-part01/OWS_2010_2012_0128.txt ows-part01/OWS_2010_2012_0013.txt ows-part01/OWS_2010_2012_0040.txt ows-part01/OWS_2010_2012_0173.txt ows-part01/OWS_2010_2012_0096.txt ows-part01/OWS_2010_2012_0194.txt ows-part01/OWS_2010_2012_0110.txt ows-part01/OWS_2010_2012_0111.txt ows-part01/OWS_2010_2012_0004.txt ows-part01/OWS_2010_2012_0193.txt ows-part01/OWS_2010_2012_0014.txt ows-part01/OWS_2010_2012_0093.txt ows-part01/OWS_2010_2012_0008.txt ows-part01/OWS_2010_2012_0357.txt ows-part01/OWS_2010_2012_0153.txt ows-part01/OWS_2010_2012_0211.txt ows-part01/OWS_2010_2012_0164.txt ows-part01/OWS_2010_2012_0046.txt ows-part01/OWS_2010_2012_0027.txt ows-part01/OWS_2010_2012_0215.txt ows-part01/OWS_2010_2012_0254.txt ows-part01/OWS_2010_2012_0132.txt ows-part01/OWS_2010_2012_0023.txt ows-part01/OWS_2010_2012_0314.txt ows-part01/OWS_2010_2012_0155.txt ows-part01/OWS_2010_2012_0343.txt ows-part01/OWS_2010_2012_0237.txt ows-part01/OWS_2010_2012_0395.txt ows-part01/OWS_2010_2012_0124.txt ows-part01/OWS_2010_2012_0324.txt ows-part01/OWS_2010_2012_0064.txt ows-part01/OWS_2010_2012_0047.txt ows-part01/OWS_2010_2012_0346.txt ows-part01/OWS_2010_2012_0011.txt ows-part01/OWS_2010_2012_0052.txt ows-part01/OWS_2010_2012_0372.txt ows-part01/OWS_2010_2012_0335.txt ows-part01/OWS_2010_2012_0088.txt ows-part01/OWS_2010_2012_0288.txt ows-part01/OWS_2010_2012_0222.txt ows-part01/OWS_2010_2012_0067.txt ows-part01/OWS_2010_2012_0238.txt ows-part01/OWS_2010_2012_0318.txt ows-part01/OWS_2010_2012_0098.txt ows-part01/OWS_2010_2012_0312.txt ows-part01/OWS_2010_2012_0003.txt ows-part01/OWS_2010_2012_0024.txt ows-part01/OWS_2010_2012_0249.txt ows-part01/OWS_2010_2012_0165.txt ows-part01/OWS_2010_2012_0102.txt ows-part01/OWS_2010_2012_0179.txt ows-part01/OWS_2010_2012_0062.txt ows-part01/OWS_2010_2012_0384.txt ows-part01/OWS_2010_2012_0181.txt ows-part01/OWS_2010_2012_0219.txt ows-part01/OWS_2010_2012_0383.txt ows-part01/OWS_2010_2012_0140.txt ows-part01/OWS_2010_2012_0168.txt ows-part01/OWS_2010_2012_0180.txt ows-part01/OWS_2010_2012_0393.txt ows-part01/OWS_2010_2012_0345.txt ows-part01/OWS_2010_2012_0285.txt ows-part01/OWS_2010_2012_0374.txt ows-part01/OWS_2010_2012_0019.txt ows-part01/OWS_2010_2012_0114.txt ows-part01/OWS_2010_2012_0056.txt ows-part01/OWS_2010_2012_0033.txt ows-part01/OWS_2010_2012_0323.txt ows-part01/OWS_2010_2012_0307.txt ows-part01/OWS_2010_2012_0177.txt ows-part01/OWS_2010_2012_0018.txt ows-part01/OWS_2010_2012_0030.txt ows-part01/OWS_2010_2012_0296.txt ows-part01/OWS_2010_2012_0116.txt ows-part01/OWS_2010_2012_0075.txt ows-part01/OWS_2010_2012_0240.txt ows-part01/OWS_2010_2012_0152.txt ows-part01/OWS_2010_2012_0186.txt ows-part01/OWS_2010_2012_0225.txt ows-part01/OWS_2010_2012_0304.txt ows-part01/OWS_2010_2012_0130.txt ows-part01/OWS_2010_2012_0151.txt ows-part01/OWS_2010_2012_0369.txt ows-part01/OWS_2010_2012_0048.txt ows-part01/OWS_2010_2012_0322.txt ows-part01/OWS_2010_2012_0026.txt ows-part01/OWS_2010_2012_0051.txt ows-part01/OWS_2010_2012_0250.txt ows-part01/OWS_2010_2012_0020.txt ows-part01/OWS_2010_2012_0144.txt ows-part01/OWS_2010_2012_0127.txt ows-part01/OWS_2010_2012_0360.txt ows-part01/OWS_2010_2012_0255.txt ows-part01/OWS_2010_2012_0158.txt ows-part01/OWS_2010_2012_0276.txt ows-part01/OWS_2010_2012_0379.txt ows-part01/OWS_2010_2012_0227.txt ows-part01/OWS_2010_2012_0195.txt ows-part01/OWS_2010_2012_0361.txt ows-part01/OWS_2010_2012_0197.txt ows-part01/OWS_2010_2012_0309.txt ows-part01/OWS_2010_2012_0364.txt ows-part01/OWS_2010_2012_0104.txt ows-part01/OWS_2010_2012_0135.txt ows-part01/OWS_2010_2012_0068.txt ows-part01/OWS_2010_2012_0356.txt ows-part01/OWS_2010_2012_0077.txt ows-part01/OWS_2010_2012_0115.txt ows-part01/OWS_2010_2012_0266.txt ows-part01/OWS_2010_2012_0273.txt ows-part01/OWS_2010_2012_0382.txt ows-part01/OWS_2010_2012_0216.txt ows-part01/OWS_2010_2012_0044.txt ows-part01/OWS_2010_2012_0239.txt ows-part01/OWS_2010_2012_0353.txt ows-part01/OWS_2010_2012_0333.txt ows-part01/OWS_2010_2012_0097.txt ows-part01/OWS_2010_2012_0394.txt ows-part01/OWS_2010_2012_0303.txt ows-part01/OWS_2010_2012_0117.txt ows-part01/OWS_2010_2012_0016.txt ows-part01/OWS_2010_2012_0043.txt ows-part01/OWS_2010_2012_0289.txt ows-part01/OWS_2010_2012_0268.txt ows-part01/OWS_2010_2012_0320.txt ows-part01/OWS_2010_2012_0154.txt ows-part01/OWS_2010_2012_0208.txt ows-part01/OWS_2010_2012_0156.txt ows-part01/OWS_2010_2012_0233.txt ows-part01/OWS_2010_2012_0367.txt ows-part01/OWS_2010_2012_0358.txt ows-part01/OWS_2010_2012_0012.txt ows-part01/OWS_2010_2012_0137.txt ows-part01/OWS_2010_2012_0139.txt ows-part01/OWS_2010_2012_0021.txt ows-part01/OWS_2010_2012_0286.txt ows-part01/OWS_2010_2012_0328.txt ows-part01/OWS_2010_2012_0029.txt ows-part01/OWS_2010_2012_0039.txt ows-part01/OWS_2010_2012_0354.txt ows-part01/OWS_2010_2012_0129.txt ows-part01/OWS_2010_2012_0305.txt ows-part01/OWS_2010_2012_0001.txt ows-part01/OWS_2010_2012_0202.txt ows-part01/OWS_2010_2012_0085.txt ows-part01/OWS_2010_2012_0265.txt ows-part01/OWS_2010_2012_0083.txt ows-part01/OWS_2010_2012_0073.txt ows-part01/OWS_2010_2012_0359.txt ows-part01/OWS_2010_2012_0207.txt ows-part01/OWS_2010_2012_0009.txt ows-part01/OWS_2010_2012_0196.txt ows-part01/OWS_2010_2012_0299.txt ows-part01/OWS_2010_2012_0284.txt ows-part01/OWS_2010_2012_0218.txt ows-part01/OWS_2010_2012_0347.txt ows-part01/OWS_2010_2012_0253.txt ows-part01/OWS_2010_2012_0301.txt ows-part01/OWS_2010_2012_0031.txt ows-part01/OWS_2010_2012_0069.txt ows-part01/OWS_2010_2012_0057.txt ows-part01/OWS_2010_2012_0330.txt ows-part01/OWS_2010_2012_0317.txt ows-part01/OWS_2010_2012_0145.txt ows-part01/OWS_2010_2012_0025.txt ows-part01/OWS_2010_2012_0038.txt ows-part01/OWS_2010_2012_0267.txt ows-part01/OWS_2010_2012_0010.txt ows-part01/OWS_2010_2012_0269.txt ows-part01/OWS_2010_2012_0214.txt ows-part01/OWS_2010_2012_0371.txt ows-part01/OWS_2010_2012_0306.txt ows-part01/OWS_2010_2012_0099.txt ows-part01/OWS_2010_2012_0321.txt ows-part01/OWS_2010_2012_0381.txt ows-part01/OWS_2010_2012_0192.txt ows-part01/OWS_2010_2012_0220.txt ows-part01/OWS_2010_2012_0396.txt ows-part01/OWS_2010_2012_0258.txt ows-part01/OWS_2010_2012_0182.txt ows-part01/OWS_2010_2012_0166.txt ows-part01/OWS_2010_2012_0175.txt ows-part01/OWS_2010_2012_0213.txt ows-part01/OWS_2010_2012_0281.txt ows-part01/OWS_2010_2012_0287.txt ows-part01/OWS_2010_2012_0277.txt ows-part01/OWS_2010_2012_0141.txt ows-part01/OWS_2010_2012_0242.txt ows-part01/OWS_2010_2012_0370.txt ows-part01/OWS_2010_2012_0327.txt ows-part01/OWS_2010_2012_0041.txt ows-part01/OWS_2010_2012_0232.txt ows-part01/OWS_2010_2012_0278.txt ows-part01/OWS_2010_2012_0366.txt ows-part01/OWS_2010_2012_0162.txt ows-part01/OWS_2010_2012_0150.txt ows-part01/OWS_2010_2012_0178.txt ows-part01/OWS_2010_2012_0171.txt ows-part01/OWS_2010_2012_0275.txt ows-part01/OWS_2010_2012_0090.txt ows-part01/OWS_2010_2012_0082.txt ows-part01/OWS_2010_2012_0387.txt ows-part01/OWS_2010_2012_0221.txt ows-part01/OWS_2010_2012_0293.txt ows-part01/OWS_2010_2012_0295.txt ows-part01/OWS_2010_2012_0365.txt ows-part01/OWS_2010_2012_0378.txt ows-part01/OWS_2010_2012_0032.txt ows-part01/OWS_2010_2012_0101.txt ows-part01/OWS_2010_2012_0206.txt ows-part01/OWS_2010_2012_0185.txt ows-part01/OWS_2010_2012_0092.txt ows-part01/OWS_2010_2012_0059.txt ows-part01/OWS_2010_2012_0355.txt ows-part01/OWS_2010_2012_0028.txt ows-part01/OWS_2010_2012_0176.txt ows-part01/OWS_2010_2012_0157.txt ows-part01/OWS_2010_2012_0061.txt ows-part01/OWS_2010_2012_0279.txt ows-part01/OWS_2010_2012_0248.txt ows-part01/OWS_2010_2012_0325.txt ows-part01/OWS_2010_2012_0184.txt ows-part01/OWS_2010_2012_0103.txt ows-part01/OWS_2010_2012_0149.txt ows-part01/OWS_2010_2012_0037.txt ows-part01/OWS_2010_2012_0095.txt ows-part01/OWS_2010_2012_0002.txt ows-part01/OWS_2010_2012_0112.txt ows-part01/OWS_2010_2012_0015.txt ows-part01/OWS_2010_2012_0350.txt ows-part01/OWS_2010_2012_0334.txt ows-part01/OWS_2010_2012_0123.txt ows-part01/OWS_2010_2012_0331.txt ows-part01/OWS_2010_2012_0264.txt ows-part01/OWS_2010_2012_0107.txt ows-part01/OWS_2010_2012_0282.txt ows-part01/OWS_2010_2012_0224.txt ows-part01/OWS_2010_2012_0231.txt ows-part01/OWS_2010_2012_0087.txt ows-part01/OWS_2010_2012_0133.txt ows-part01/OWS_2010_2012_0236.txt ows-part01/OWS_2010_2012_0399.txt ows-part01/OWS_2010_2012_0337.txt ows-part01/OWS_2010_2012_0230.txt ows-part01/OWS_2010_2012_0147.txt ows-part01/OWS_2010_2012_0271.txt ows-part01/OWS_2010_2012_0006.txt ows-part01/OWS_2010_2012_0300.txt ows-part01/OWS_2010_2012_0348.txt ows-part01/OWS_2010_2012_0380.txt ows-part01/OWS_2010_2012_0247.txt ows-part01/OWS_2010_2012_0065.txt ows-part01/OWS_2010_2012_0189.txt ows-part01/OWS_2010_2012_0005.txt ows-part01/OWS_2010_2012_0120.txt ows-part01/OWS_2010_2012_0389.txt ows-part01/OWS_2010_2012_0060.txt ows-part01/OWS_2010_2012_0074.txt ows-part01/OWS_2010_2012_0270.txt ows-part01/OWS_2010_2012_0291.txt ows-part01/OWS_2010_2012_0272.txt ows-part01/OWS_2010_2012_0262.txt ows-part01/OWS_2010_2012_0391.txt ows-part01/OWS_2010_2012_0280.txt ows-part01/OWS_2010_2012_0313.txt ows-part01/OWS_2010_2012_0377.txt ows-part01/OWS_2010_2012_0142.txt ows-part01/OWS_2010_2012_0342.txt ows-part01/OWS_2010_2012_0118.txt ows-part01/OWS_2010_2012_0058.txt ows-part01/OWS_2010_2012_0143.txt ows-part01/OWS_2010_2012_0055.txt ows-part01/OWS_2010_2012_0245.txt ows-part01/OWS_2010_2012_0397.txt ows-part01/OWS_2010_2012_0297.txt ows-part01/OWS_2010_2012_0363.txt ows-part01/OWS_2010_2012_0022.txt ows-part01/OWS_2010_2012_0113.txt ows-part01/OWS_2010_2012_0126.txt ows-part01/OWS_2010_2012_0201.txt ows-part01/OWS_2010_2012_0136.txt ows-part01/OWS_2010_2012_0049.txt ows-part01/OWS_2010_2012_0079.txt ows-part01/OWS_2010_2012_0106.txt ows-part01/OWS_2010_2012_0315.txt ows-part01/OWS_2010_2012_0341.txt ows-part01/OWS_2010_2012_0138.txt ows-part01/OWS_2010_2012_0339.txt 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