% 1. Title of Database: Internet advertisements
%
% 2. Sources:
%   (a) Creator & donor: Nicholas Kushmerick <nick@ucd.ie>
%   (c) Generated: April-July 1998
%
% 3. Past Usage:
%   N. Kushmerick (1999). "Learning to remove Internet advertisements",
%   3rd Int Conf Autonomous Agents.  Available at
%   www.cs.ucd.ie/staff/nick/research/download/kushmerick-aa99.ps.gz.
%   Accuracy >97% using C4.5rules in predicting whether an image is an
%   advertisement.
%
% 4. This dataset represents a set of possible advertisements on
%   Internet pages.  The features encode the geometry of the image (if
%   available) as well as phrases occuring in the URL, the image's URL and
%	   alt text, the anchor text, and words occuring near the anchor text.
%   The task is to predict whether an image is an advertisement ("ad") or
%	  not ("nonad").
%
% 5. Number of Instances: 3279 (2821 nonads, 458 ads)
%
% 6. Number of Attributes: 1558 (3 continous; others binary; this is the
%   "STANDARD encoding" mentioned in the [Kushmerick, 99].)
%   One or more of the three continous features are missing in 28%
%	  of the instances; missing values should be interpreted as "unknown".
%
%	7. See [Kushmerick, 99] for details of the attributes; in
%	".names" format:
%
%	  height: continuous. | possibly missing
%   width: continuous.  | possibly missing
%	  aratio: continuous. | possibly missing
%   local: 0,1.
%	  | 457 features from url terms, each of the form "url*term1+term2...";
%   | for example:
%	  url*images+buttons: 0,1.
%	  ...
%	  | 495 features from origurl terms, in same form; for example:
%   origurl*labyrinth: 0,1.
%	  ...
%|	   472 features from ancurl terms, in same form; for example:
%   ancurl*search+direct: 0,1.
%	  ...
%	  | 111 features from alt terms, in same form; for example:
%   alt*your: 0,1.
%	  ...
%	  | 19 features from caption terms
%   caption*and: 0,1.
%	  ...
%
%	  8. Missing Attribute Values: how many per each attribute?
%	  28% of instances are missing some of the continous attributes.
%
%	  9. Class Distribution: number of instances per class
%   2821 nonads, 458 ads.

@relation ad

@attribute height REAL
@attribute width REAL
@attribute aratio REAL
@attribute local {0,1}
@attribute url*images+buttons {0,1}
@attribute url*likesbooks.com {0,1}
@attribute url*www.slake.com {0,1}
@attribute url*hydrogeologist {0,1}
@attribute url*oso {0,1}
@attribute url*media {0,1}
@attribute url*peace+images {0,1}
@attribute url*blipverts {0,1}
@attribute url*tkaine+kats {0,1}
@attribute url*labyrinth {0,1}
@attribute url*advertising+blipverts {0,1}
@attribute url*images+oso {0,1}
@attribute url*area51+corridor {0,1}
@attribute url*ran+gifs {0,1}
@attribute url*express-scripts.com {0,1}
@attribute url*off {0,1}
@attribute url*cnet {0,1}
@attribute url*time+1998 {0,1}
@attribute url*josefina3 {0,1}
@attribute url*truluck.com {0,1}
@attribute url*clawnext+gif {0,1}
@attribute url*autopen.com {0,1}
@attribute url*tvgen.com {0,1}
@attribute url*pixs {0,1}
@attribute url*heartland+5309 {0,1}
@attribute url*meadows+9196 {0,1}
@attribute url*blue {0,1}
@attribute url*ad+gif {0,1}
@attribute url*area51 {0,1}
@attribute url*www.internauts.ca {0,1}
@attribute url*afn.org {0,1}
@attribute url*ran.org {0,1}
@attribute url*shareware.com {0,1}
@attribute url*baons+images {0,1}
@attribute url*area51+labyrinth {0,1}
@attribute url*pics {0,1}
@attribute url*image+navigate {0,1}
@attribute url*pool+images {0,1}
@attribute url*carousel.org {0,1}
@attribute url*members.accessus.net {0,1}
@attribute url*cmp+flowsoft010 {0,1}
@attribute url*smallb+gif {0,1}
@attribute url*www.FlowSoft.com {0,1}
@attribute url*kandinsky {0,1}
@attribute url*csuhayward.edu {0,1}
@attribute url*www.yahoo.co.uk {0,1}
@attribute url*ibitexas.com {0,1}
@attribute url*www.haestad.com {0,1}
@attribute url*antiwar.com {0,1}
@attribute url*www.monmouth.com {0,1}
@attribute url*infoserver.etl.vt.edu {0,1}
@attribute url*geoguideii+tour {0,1}
@attribute url*heartland+pointe {0,1}
@attribute url*romancebooks+pix {0,1}
@attribute url*468x60 {0,1}
@attribute url*ads.switchboard.com {0,1}
@attribute url*keith+dumble {0,1}
@attribute url*cqi.com {0,1}
@attribute url*images+ixfolder {0,1}
@attribute url*chat+b {0,1}
@attribute url*images+geoguideii {0,1}
@attribute url*preferences.com {0,1}
@attribute url*icsi.com {0,1}
@attribute url*pacific.net.sg {0,1}
@attribute url*monmouth.com {0,1}
@attribute url*wired.com {0,1}
@attribute url*go2net {0,1}
@attribute url*smiley+gif {0,1}
@attribute url*navigate+b {0,1}
@attribute url*sunsite.unc.edu {0,1}
@attribute url*www.pacific.net.sg {0,1}
@attribute url*home+gif {0,1}
@attribute url*library {0,1}
@attribute url*puc.edu {0,1}
@attribute url*internauts.ca {0,1}
@attribute url*www.worlddrugstore.com {0,1}
@attribute url*www.ibitexas.com {0,1}
@attribute url*ucsd.edu {0,1}
@attribute url*pitcairn+smallb {0,1}
@attribute url*kats {0,1}
@attribute url*cjackson+kandinsky {0,1}
@attribute url*tkaine+rings {0,1}
@attribute url*any+time {0,1}
@attribute url*FlowSoft.com {0,1}
@attribute url*geoguideii+nh {0,1}
@attribute url*charlie {0,1}
@attribute url*heartland+meadows {0,1}
@attribute url*home.netscape.com {0,1}
@attribute url*9439+butt2 {0,1}
@attribute url*catringn+gif {0,1}
@attribute url*martnet {0,1}
@attribute url*doubleclick.net {0,1}
@attribute url*lycos.de {0,1}
@attribute url*catringn {0,1}
@attribute url*catring1 {0,1}
@attribute url*fools+pixs {0,1}
@attribute url*logos {0,1}
@attribute url*private {0,1}
@attribute url*ng+spacedesc {0,1}
@attribute url*larx.com {0,1}
@attribute url*site {0,1}
@attribute url*pointe+1154 {0,1}
@attribute url*banners {0,1}
@attribute url*pixs+smiley {0,1}
@attribute url*www.123greetings.com {0,1}
@attribute url*www.inwap.com {0,1}
@attribute url*cjackson {0,1}
@attribute url*labyrinth+9439 {0,1}
@attribute url*generated+images {0,1}
@attribute url*image+ng {0,1}
@attribute url*lolnad+private {0,1}
@attribute url*library+pitcairn {0,1}
@attribute url*www.mei.co.jp {0,1}
@attribute url*april {0,1}
@attribute url*derived {0,1}
@attribute url*smiley {0,1}
@attribute url*home {0,1}
@attribute url*jsd {0,1}
@attribute url*sonic.net {0,1}
@attribute url*send+b {0,1}
@attribute url*website.ora.com {0,1}
@attribute url*pawbutton+gif {0,1}
@attribute url*victoria+pharmacy {0,1}
@attribute url*keith {0,1}
@attribute url*pages {0,1}
@attribute url*worlddrugstore.com {0,1}
@attribute url*geoguideii+email {0,1}
@attribute url*www.icgnet.com {0,1}
@attribute url*forum {0,1}
@attribute url*www.afn.org {0,1}
@attribute url*time {0,1}
@attribute url*www.ran.org {0,1}
@attribute url*main {0,1}
@attribute url*members+keith {0,1}
@attribute url*geoguideii+pages {0,1}
@attribute url*banner {0,1}
@attribute url*stinky+gra {0,1}
@attribute url*tkaine+buttons {0,1}
@attribute url*victoria {0,1}
@attribute url*kbell {0,1}
@attribute url*www.truluck.com {0,1}
@attribute url*img {0,1}
@attribute url*pics+cats {0,1}
@attribute url*alley {0,1}
@attribute url*claw1 {0,1}
@attribute url*pharmacy+gif {0,1}
@attribute url*www.autopen.com {0,1}
@attribute url*images+img {0,1}
@attribute url*fbox.vt.edu {0,1}
@attribute url*unc.edu {0,1}
@attribute url*ics {0,1}
@attribute url*times {0,1}
@attribute url*forums {0,1}
@attribute url*chat {0,1}
@attribute url*images.go2net.com {0,1}
@attribute url*users.aol.com {0,1}
@attribute url*malek {0,1}
@attribute url*jsd+how {0,1}
@attribute url*www.cqi.com {0,1}
@attribute url*advertising+graphics {0,1}
@attribute url*pawbutton {0,1}
@attribute url*pictures {0,1}
@attribute url*grouper.com {0,1}
@attribute url*ads+media {0,1}
@attribute url*www.martnet.com {0,1}
@attribute url*set+butt {0,1}
@attribute url*how {0,1}
@attribute url*www.wednet.com {0,1}
@attribute url*www.globec.com.au {0,1}
@attribute url*athens {0,1}
@attribute url*info {0,1}
@attribute url*www.ireland-today.ie {0,1}
@attribute url*grn+bull {0,1}
@attribute url*sjsu.edu {0,1}
@attribute url*www.antiwar.com {0,1}
@attribute url*www.puc.edu {0,1}
@attribute url*sponsor {0,1}
@attribute url*www.news.com {0,1}
@attribute url*flowsoft010 {0,1}
@attribute url*memberbanners {0,1}
@attribute url*red+ball {0,1}
@attribute url*ads.msn.com {0,1}
@attribute url*icons {0,1}
@attribute url*images {0,1}
@attribute url*access.ch {0,1}
@attribute url*irish+times {0,1}
@attribute url*media+images {0,1}
@attribute url*www.adamspharmacy.com {0,1}
@attribute url*geocities.com {0,1}
@attribute url*www.uk.lycos.de {0,1}
@attribute url*copymat.com {0,1}
@attribute url*hem1.passagen.se {0,1}
@attribute url*meadows {0,1}
@attribute url*grn {0,1}
@attribute url*gra {0,1}
@attribute url*vt.edu {0,1}
@attribute url*www.express-scripts.com {0,1}
@attribute url*imgs {0,1}
@attribute url*personal {0,1}
@attribute url*mindlink.net {0,1}
@attribute url*send {0,1}
@attribute url*pages+b {0,1}
@attribute url*accessus.net {0,1}
@attribute url*www.finest.tm.fr {0,1}
@attribute url*geoguideii+search {0,1}
@attribute url*polypkem {0,1}
@attribute url*fools {0,1}
@attribute url*www.larx.com {0,1}
@attribute url*marketplace {0,1}
@attribute url*wco.com {0,1}
@attribute url*off+gif {0,1}
@attribute url*tkaine+bars {0,1}
@attribute url*icgnet.com {0,1}
@attribute url*www.autotown.com {0,1}
@attribute url*generated {0,1}
@attribute url*9196+pawbutton {0,1}
@attribute url*geoguideii+chat {0,1}
@attribute url*www.vrn.de {0,1}
@attribute url*claw1+gif {0,1}
@attribute url*theinternetadvantage.com {0,1}
@attribute url*runofsite {0,1}
@attribute url*romancebooks {0,1}
@attribute url*foxy.net {0,1}
@attribute url*francois {0,1}
@attribute url*links {0,1}
@attribute url*athens+forum {0,1}
@attribute url*autotown.com {0,1}
@attribute url*logo {0,1}
@attribute url*members {0,1}
@attribute url*auto {0,1}
@attribute url*afn47757 {0,1}
@attribute url*gifs {0,1}
@attribute url*esi {0,1}
@attribute url*hollywood {0,1}
@attribute url*forum+8078 {0,1}
@attribute url*dept {0,1}
@attribute url*adamspharmacy.com {0,1}
@attribute url*valley {0,1}
@attribute url*www.pacificrim.net {0,1}
@attribute url*about {0,1}
@attribute url*www.likesbooks.com {0,1}
@attribute url*bossintl.com {0,1}
@attribute url*images+home {0,1}
@attribute url*wednet.com {0,1}
@attribute url*news.com {0,1}
@attribute url*arvann+images {0,1}
@attribute url*users {0,1}
@attribute url*netscape.com {0,1}
@attribute url*athens+8774 {0,1}
@attribute url*pictures+gc {0,1}
@attribute url*butt {0,1}
@attribute url*e+gif {0,1}
@attribute url*sunsetstrip+alley {0,1}
@attribute url*geoguideii+send {0,1}
@attribute url*catring1+gif {0,1}
@attribute url*ball+gif {0,1}
@attribute url*bull {0,1}
@attribute url*paul.spu.edu {0,1}
@attribute url*rank {0,1}
@attribute url*2meta.com {0,1}
@attribute url*w+gif {0,1}
@attribute url*aol.com {0,1}
@attribute url*lg+gif {0,1}
@attribute url*irish-times.com {0,1}
@attribute url*irish {0,1}
@attribute url*ad.doubleclick.net {0,1}
@attribute url*ad.preferences.com {0,1}
@attribute url*bars {0,1}
@attribute url*forums+b {0,1}
@attribute url*gc+icon {0,1}
@attribute url*www.geocities.com {0,1}
@attribute url*www.carousel.org {0,1}
@attribute url*ball {0,1}
@attribute url*spu.edu {0,1}
@attribute url*com {0,1}
@attribute url*cnm {0,1}
@attribute url*htm+images {0,1}
@attribute url*htm+cmp {0,1}
@attribute url*cmp {0,1}
@attribute url*link+pics {0,1}
@attribute url*mindspring.com {0,1}
@attribute url*geoguideii+logo {0,1}
@attribute url*psu.edu {0,1}
@attribute url*go2net+ads {0,1}
@attribute url*www.grouper.com {0,1}
@attribute url*butt2 {0,1}
@attribute url*cat {0,1}
@attribute url*www.dreamn.com {0,1}
@attribute url*vbtn+gif {0,1}
@attribute url*switchboard.com {0,1}
@attribute url*logo+b {0,1}
@attribute url*assets+images {0,1}
@attribute url*martnet.com {0,1}
@attribute url*buttons {0,1}
@attribute url*thejeep.com {0,1}
@attribute url*auto+generated {0,1}
@attribute url*search+b {0,1}
@attribute url*search {0,1}
@attribute url*pharmacy {0,1}
@attribute url*assets+auto {0,1}
@attribute url*static.wired.com {0,1}
@attribute url*cats {0,1}
@attribute url*bull+gif {0,1}
@attribute url*memberbanners+live {0,1}
@attribute url*pitcairn {0,1}
@attribute url*www.access.ch {0,1}
@attribute url*adv+images {0,1}
@attribute url*navigate {0,1}
@attribute url*runofsite+any {0,1}
@attribute url*dejay {0,1}
@attribute url*bishop {0,1}
@attribute url*email+b {0,1}
@attribute url*www.mcs.csuhayward.edu {0,1}
@attribute url*bin {0,1}
@attribute url*paris {0,1}
@attribute url*1154+graypaw {0,1}
@attribute url*stinky {0,1}
@attribute url*img+ads {0,1}
@attribute url*bds {0,1}
@attribute url*www.wco.com {0,1}
@attribute url*esi+image {0,1}
@attribute url*vrn.de {0,1}
@attribute url*www.toyotaofroswell.com {0,1}
@attribute url*www.copymat.com {0,1}
@attribute url*www.psnw.com {0,1}
@attribute url*go2net.com {0,1}
@attribute url*advertising {0,1}
@attribute url*slake.com {0,1}
@attribute url*www.theinternetadvantage.com {0,1}
@attribute url*baons {0,1}
@attribute url*geoguideii+rank {0,1}
@attribute url*butt2+gif {0,1}
@attribute url*tkaine {0,1}
@attribute url*art {0,1}
@attribute url*lovisa1 {0,1}
@attribute url*pool {0,1}
@attribute url*valley+2647 {0,1}
@attribute url*any {0,1}
@attribute url*corridor {0,1}
@attribute url*top {0,1}
@attribute url*rank+b {0,1}
@attribute url*pacificrim.net {0,1}
@attribute url*image {0,1}
@attribute url*heartland+valley {0,1}
@attribute url*tii {0,1}
@attribute url*123greetings.com {0,1}
@attribute url*adv {0,1}
@attribute url*ads {0,1}
@attribute url*hydrogeologist+imgs {0,1}
@attribute url*smallb {0,1}
@attribute url*members.tripod.com {0,1}
@attribute url*www.shareware.com {0,1}
@attribute url*images+ads {0,1}
@attribute url*banner+gif {0,1}
@attribute url*vbtn {0,1}
@attribute url*globec.com.au {0,1}
@attribute url*www.news-observer.com {0,1}
@attribute url*pointe {0,1}
@attribute url*mandypaul {0,1}
@attribute url*bds+s {0,1}
@attribute url*www.ems.psu.edu {0,1}
@attribute url*valley+2539 {0,1}
@attribute url*members.aol.com {0,1}
@attribute url*yahoo.co.uk {0,1}
@attribute url*malek+small {0,1}
@attribute url*button {0,1}
@attribute url*msn.com {0,1}
@attribute url*graypaw+gif {0,1}
@attribute url*live {0,1}
@attribute url*haestad.com {0,1}
@attribute url*sanjosesabercats.com {0,1}
@attribute url*icon+gif {0,1}
@attribute url*april+fools {0,1}
@attribute url*assets {0,1}
@attribute url*set {0,1}
@attribute url*link {0,1}
@attribute url*wc {0,1}
@attribute url*uk {0,1}
@attribute url*sj {0,1}
@attribute url*images+set {0,1}
@attribute url*www.bossintl.com {0,1}
@attribute url*nh {0,1}
@attribute url*ng {0,1}
@attribute url*counter {0,1}
@attribute url*lg {0,1}
@attribute url*spacedesc {0,1}
@attribute url*bishop+red {0,1}
@attribute url*it {0,1}
@attribute url*ie {0,1}
@attribute url*rings {0,1}
@attribute url*gc {0,1}
@attribute url*peace {0,1}
@attribute url*dreamn.com {0,1}
@attribute url*ar {0,1}
@attribute url*ad {0,1}
@attribute url*thumb {0,1}
@attribute url*clawnext {0,1}
@attribute url*dumble {0,1}
@attribute url*kandinsky+t {0,1}
@attribute url*email {0,1}
@attribute url*martnet+images {0,1}
@attribute url*uk+gif {0,1}
@attribute url*red {0,1}
@attribute url*geoguideii+forums {0,1}
@attribute url*www.2meta.com {0,1}
@attribute url*ran {0,1}
@attribute url*ukonline.co.uk {0,1}
@attribute url*passagen.se {0,1}
@attribute url*psnw.com {0,1}
@attribute url*how+htm {0,1}
@attribute url*tm.fr {0,1}
@attribute url*sunsetstrip {0,1}
@attribute url*ora.com {0,1}
@attribute url*logo+gif {0,1}
@attribute url*marketing {0,1}
@attribute url*toyotaofroswell.com {0,1}
@attribute url*heartland {0,1}
@attribute url*ixfolder+gif {0,1}
@attribute url*mcet.edu {0,1}
@attribute url*enchantedforest {0,1}
@attribute url*alley+6750 {0,1}
@attribute url*news-observer.com {0,1}
@attribute url*ireland-today.ie {0,1}
@attribute url*times+graphics {0,1}
@attribute url*madamecleo {0,1}
@attribute url*b+gif {0,1}
@attribute url*www.irish-times.com {0,1}
@attribute url*tripod.com {0,1}
@attribute url*ad+icons {0,1}
@attribute url*button+gif {0,1}
@attribute url*graypaw {0,1}
@attribute url*excite.com {0,1}
@attribute url*web.ukonline.co.uk {0,1}
@attribute url*polypkem+grn {0,1}
@attribute url*gort.ucsd.edu {0,1}
@attribute url*lolnad {0,1}
@attribute url*graphics+ad {0,1}
@attribute url*icon {0,1}
@attribute url*falcon.sonic.net {0,1}
@attribute url*picts {0,1}
@attribute url*phoenix.mcet.edu {0,1}
@attribute url*pix+b {0,1}
@attribute url*www.icsi.com {0,1}
@attribute url*ixfolder {0,1}
@attribute url*inwap.com {0,1}
@attribute url*www.cob.sjsu.edu {0,1}
@attribute url*pix {0,1}
@attribute url*www.thejeep.com {0,1}
@attribute url*tour {0,1}
@attribute url*www.sanjosesabercats.com {0,1}
@attribute url*mei.co.jp {0,1}
@attribute url*geoguideii {0,1}
@attribute url*small {0,1}
@attribute url*graphics {0,1}
@attribute url*kbell+charlie {0,1}
@attribute url*zueri.ch {0,1}
@attribute url*arvann {0,1}
@attribute origurl*labyrinth {0,1}
@attribute origurl*puc.edu {0,1}
@attribute origurl*charlie+charlie {0,1}
@attribute origurl*hevern+psychref {0,1}
@attribute origurl*and {0,1}
@attribute origurl*pterry+htm {0,1}
@attribute origurl*bishop {0,1}
@attribute origurl*ora.com {0,1}
@attribute origurl*www.nyx.net {0,1}
@attribute origurl*www.yahoo.co.uk {0,1}
@attribute origurl*www.truluck.com {0,1}
@attribute origurl*target+Žion {0,1}
@attribute origurl*tkaine+sydkat {0,1}
@attribute origurl*meadows+9196 {0,1}
@attribute origurl*top {0,1}
@attribute origurl*members.xoom.com {0,1}
@attribute origurl*0+rpp {0,1}
@attribute origurl*www.thriveonline.com {0,1}
@attribute origurl*adamspharmacy.com {0,1}
@attribute origurl*icsi.com {0,1}
@attribute origurl*tkaine+stvkat {0,1}
@attribute origurl*shareware.com {0,1}
@attribute origurl*e+html {0,1}
@attribute origurl*www.123greetings.com {0,1}
@attribute origurl*lofts+7119 {0,1}
@attribute origurl*likesbooks.com {0,1}
@attribute origurl*gort.ucsd.edu {0,1}
@attribute origurl*users.aol.com {0,1}
@attribute origurl*www.innotts.co.uk {0,1}
@attribute origurl*roll.com {0,1}
@attribute origurl*web.ukonline.co.uk {0,1}
@attribute origurl*events {0,1}
@attribute origurl*www.2meta.com {0,1}
@attribute origurl*chuck+html {0,1}
@attribute origurl*paris {0,1}
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