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Datasets:
ddrg
/
MUSES

Tasks:
Time Series Forecasting
Tabular Regression
Tabular Classification
Modalities:
Document
Tabular
Text
Formats:
parquet
Sub-tasks:
multi-class-classification
univariate-time-series-forecasting
tabular-multi-class-classification
Languages:
English
Size:
1M - 10M
ArXiv:
Tags:
timeseries
time-series
time-series-forecasting
tabular-regression
tabular-classification
univariate-time-series-forecasting
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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metadata 
annotations_creators:
  - other
language_creators:
  - other
language:
  - en
license:
  - other
size_categories:
  - 1K<n<10K
  - 10K<n<100K
  - 100K<n<1M
  - 1M<n<10M
  - 10M<n<100M
source_datasets:
  - extended
task_categories:
  - time-series-forecasting
  - tabular-regression
  - tabular-classification
task_ids:
  - multi-class-classification
  - univariate-time-series-forecasting
  - tabular-multi-class-classification
pretty_name: MUSES (benchmark for Marked Unevenly Spaced Event Sequences)
config_names:
  - earthquake
  - memetrack
  - stackoverflow
  - taxi_nyc_neighborhoods
  - synthea
  - spiketrains
  - crypto_transactions
  - human_activity
  - '911'
  - mooc
  - amazon_easytpp
  - wikipedia
  - retweet_easytpp
  - taobao_easytpp
  - taxi_easytpp
  - volcano_easytpp
  - hawkes_dependent
  - hawkes_1
tags:
  - timeseries
  - time-series
  - time-series-forecasting
  - tabular-regression
  - tabular-classification
  - univariate-time-series-forecasting
  - next-event-time-prediction
  - event-sequence-modeling
  - sequence-modeling
  - categorical-time-series
  - multi-class
  - forecasting
  - benchmark
  - temporal-point-process
  - tpp
  - medical
  - finance
  - nature
  - traffic
  - networks
  - e-commerce
  - human-behavior
  - biology
  - emergency-response
  - synthetic
  - real-world
dataset_info:
  - config_name: earthquake
    features:
      - name: datetime
        sequence: timestamp[ns]
      - name: type_event
        sequence:
          class_label:
            names:
              '0': minor
              '1': slight
              '2': light
              '3': moderate
              '4': strong
              '5': major
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 2284454
        num_examples: 1724
      - name: test
        num_bytes: 191374
        num_examples: 215
      - name: validation
        num_bytes: 292026
        num_examples: 216
  - config_name: memetrack
    features:
      - name: datetime
        sequence: timestamp[ns]
      - name: type_event
        sequence:
          class_label:
            names:
              '0': da.feedsportal.com
              '1': wik.io
              '2': news.yahoo.com
              '3': ulitzer.com
              '4': uk.news.yahoo.com
              '5': sys-con.com
              '6': virtualizationconference.com
              '7': seattletimes.nwsource.com
              '8': scribd.com
              '9': guardian.co.uk
              '10': istockanalyst.com
              '11': pressrelated.com
              '12': article.wn.com
              '13': reuters.com
              '14': huffingtonpost.com
              '15': au.news.yahoo.com
              '16': streetinsider.com
              '17': bbc.co.uk
              '18': yachtchartersmagazine.com
              '19': miamiherald.com
              '20': kansascity.com
              '21': washingtonpost.com
              '22': sports.yahoo.com
              '23': uk.reuters.com
              '24': signonsandiego.com
              '25': goerie.com
              '26': businesswire.com
              '27': kdwn.com
              '28': breitbart.com
              '29': biz.yahoo.com
              '30': prnewswire.com
              '31': newkerala.com
              '32': startribune.com
              '33': arsipberita.com
              '34': freerepublic.com
              '35': sg.news.yahoo.com
              '36': seattlepi.com
              '37': newsvine.com
              '38': msnbc.msn.com
              '39': nytimes.com
              '40': boston.com
              '41': finance.yahoo.com
              '42': brownsvilleherald.com
              '43': cbsnews.com
              '44': finanznachrichten.de
              '45': in.reuters.com
              '46': live-pr.com
              '47': fr.news.yahoo.com
              '48': fair-news.de
              '49': pr-usa.net
              '50': france24.com
              '51': marketwire.com
              '52': ibtimes.com
              '53': mail.com
              '54': ajc.com
              '55': topnews360.tmcnet.com
              '56': rd.hirkereso.hu
              '57': artesianews.com
              '58': news.smh.com.au
              '59': news.theage.com.au
              '60': pr-inside.com
              '61': sfgate.com
              '62': europapress.es
              '63': thaindian.com
              '64': chicagotribune.com
              '65': ktvn.com
              '66': ad-hoc-news.de
              '67': wattpad.com
              '68': in.news.yahoo.com
              '69': businessweek.com
              '70': telegraph.feedsportal.com
              '71': en.wikipedia.org
              '72': heraldonline.com
              '73': theolympian.com
              '74': vietbao.vn
              '75': kcbd.com
              '76': smh.com.au
              '77': findata.co.nz
              '78': thestar.com.my.feedsportal.com
              '79': americanbankingnews.com
              '80': mercurynews.com
              '81': timesofindia.feedsportal.com
              '82': taringa.net
              '83': physorg.com
              '84': lakewyliepilot.com
              '85': foxnews.com
              '86': mysanantonio.com
              '87': wten.com
              '88': patrickhenrypress.info
              '89': allafrica.com
              '90': abcnews.go.com
              '91': theglobeandmail.com
              '92': khnl.com
              '93': ca.sports.yahoo.com
              '94': usatoday.com
              '95': latimes.com
              '96': taiwannews.com.tw
              '97': archiveofourown.org
              '98': publicbroadcasting.net
              '99': whnt.com
              '100': theage.com.au
              '101': canadaeast.com
              '102': wkrn.com
              '103': wsfa.com
              '104': wandtv.com
              '105': elmundo.feedsportal.com
              '106': es.noticias.yahoo.com
              '107': wrcbtv.com
              '108': post-gazette.com
              '109': rssfeeds.usatoday.com
              '110': news9.com
              '111': statesman.com
              '112': kwqc.com
              '113': brisbanetimes.com.au
              '114': newson6.com
              '115': wral.com
              '116': bostonherald.com
              '117': moneycontrol.com
              '118': my.news.yahoo.com
              '119': olympics.thestar.com
              '120': sacbee.com
              '121': wmbfnews.com
              '122': totalcapitol.com
              '123': npr.org
              '124': pr-canada.net
              '125': news.chosun.com
              '126': firmenpresse.de
              '127': lfpress.com
              '128': sfexaminer.com
              '129': ca.biz.yahoo.com
              '130': kentucky.com
              '131': philly.com
              '132': wbay.com
              '133': denverpost.com
              '134': stuff.co.nz
              '135': bellinghamherald.com
              '136': upi.com
              '137': examiner.com
              '138': newsok.com
              '139': wistv.com
              '140': wlox.com
              '141': news.brisbanetimes.com.au
              '142': wgntv.com
              '143': independent.co.uk
              '144': rocketnews.com
              '145': cbc.ca
              '146': motorsport-total.com
              '147': kusi.com
              '148': abc.net.au
              '149': dailyindia.com
              '150': wboc.com
              '151': au.sports.yahoo.com
              '152': finanzen.net
              '153': wtvm.com
              '154': wrex.com
              '155': ria.ru
              '156': cbs3springfield.com
              '157': knoe.com
              '158': newstimes.com
              '159': thenewstribune.com
              '160': wlbt.com
              '161': klkntv.com
              '162': wric.com
              '163': kswt.com
              '164': wgem.com
              '165': noticias.terra.com.br
              '166': ktiv.com
              '167': woi-tv.com
              '168': bloomberg.com
              '169': postchronicle.com
              '170': lexpress.fr
              '171': ctv.ca
              '172': antaranews.com
              '173': presseportal.de
              '174': morgenpost.de
              '175': nydailynews.com
              '176': kwwl.com
              '177': abc40.com
              '178': indiatalkies.com
              '179': eldia.es
              '180': artikel-presse.de
              '181': elpais.com
              '182': kswo.com
              '183': nbc12.com
              '184': redorbit.com
              '185': scoop.co.nz
              '186': g1.globo.com
              '187': tin247.com
              '188': diariosigloxxi.com
              '189': waff.com
              '190': pheedo.msnbc.msn.com
              '191': inforum.com
              '192': focus.de
              '193': online.wsj.com
              '194': koamtv.com
              '195': wgnradio.com
              '196': baltimoresun.com
              '197': news.com.au
              '198': blogspan.net
              '199': weser-kurier.de
              '200': contacto-latino.com
              '201': wthr.com
              '202': chron.com
              '203': torontosun.com
              '204': nwz-online.de
              '205': ottawasun.com
              '206': thestar.com
              '207': heraldsun.com.au
              '208': wnyc.org
              '209': wbtv.com
              '210': handelsblatt.com
              '211': longislandpress.com
              '212': slumz.boxden.com
              '213': wect.com
              '214': xaluan.com
              '215': bsozd.com
              '216': haber3.com
              '217': adelaidenow.com.au
              '218': dnaindia.com
              '219': ktvz.com
              '220': tinmoi.vn
              '221': kxxv.com
              '222': ksla.com
              '223': localnews8.com
              '224': eurekalert.org
              '225': derstandard.at
              '226': live5news.com
              '227': pressebox.com
              '228': wnep.com
              '229': dailytelegraph.com.au
              '230': daytondailynews.com
              '231': wtvr.com
              '232': wkow.com
              '233': leftword.blogdig.net
              '234': news.hankooki.com
              '235': abclocal.go.com
              '236': newsblaze.com
              '237': bit.ly
              '238': justnews.com
              '239': deaf-deaf.de
              '240': andhranews.net
              '241': channelnewsasia.com
              '242': 24pr.de
              '243': wtol.com
              '244': mv-online.de
              '245': newsobserver.com
              '246': winnipegsun.com
              '247': gmx.net
              '248': indexonline.org
              '249': telegraaf.nl
              '250': pharmacychoice.com
              '251': newschannel10.com
              '252': whbf.com
              '253': wdam.com
              '254': 10news.com
              '255': handelsblatt.de
              '256': news.maktoob.com
              '257': bbv-net.de
              '258': kold.com
              '259': kesq.com
              '260': medicalnewstoday.com
              '261': newsguide.us
              '262': allnews.rss.themalaysianinsider.com
              '263': thespec.com
              '264': wcyb.com
              '265': wjimam.com
              '266': news.bbc.co.uk
              '267': wbsm.com
              '268': wsbt.com
              '269': blog2-pakatan.blogspot.com
              '270': enquirerherald.com
              '271': ksfo560.com
              '272': derwesten.de
              '273': thehindu.com
              '274': kvia.com
              '275': wgowam.com
              '276': chinapost.com.tw
              '277': economictimes.feedsportal.com
              '278': wapi1070.com
              '279': noticias.lainformacion.com
              '280': blog.mediafetcher.com
              '281': kjct8.com
              '282': clickorlando.com
              '283': blog.sina.com.cn
              '284': fnp.de
              '285': publico.es
              '286': nbcmontana.com
              '287': dalje.com
              '288': 20minutos.feedsportal.com
              '289': news24.com
              '290': ckom.com
              '291': 8newsnow.com
              '292': fortmilltimes.com
              '293': wxvt.com
              '294': wonderwall.msn.com
              '295': mirror.co.uk
              '296': grandforksherald.com
              '297': nypost.com
              '298': sott.net
              '299': ideal.es
              '300': sciencedaily.com
              '301': gpb.org
              '302': cjme.com
              '303': kmph.com
              '304': spiegel.de
              '305': cnn.com
              '306': weht.com
              '307': thesun.co.uk
              '308': lasprovincias.es
              '309': elcorreo.com
              '310': sunherald.com
              '311': goal.com
              '312': sportsillustrated.cnn.com
              '313': intrinet.de
              '314': townhall.com
              '315': itbusinessnet.com
              '316': web.de
              '317': njtamil.com
              '318': yousaytoo.com
              '319': maerkischeallgemeine.de
              '320': 7sur7.be
              '321': entertainment.msn.com
              '322': hosted.ap.org
              '323': diariosur.es
              '324': n-tv.de
              '325': wkzo.com
              '326': businessinsider.com
              '327': fox41.com
              '328': kcautv.com
              '329': f1ndex.de
              '330': q13fox.com
              '331': volksfreund.de
              '332': hindustantimes.com
              '333': 24h.com.vn
              '334': aeiou.expresso.pt
              '335': hamaraphotos.com
              '336': el-mexicano.com.mx
              '337': .tbo.com
              '338': rp-online.de
              '339': bangordailynews.com
              '340': economia-es.com
              '341': ktxs.com
              '342': emirates247.com
              '343': uk.express.feedsportal.com
              '344': timestranscript.canadaeast.com
              '345': freep.com
              '346': canadianbusiness.com
              '347': dailygleaner.canadaeast.com
              '348': emol.com
              '349': godlikeproductions.com
              '350': ocregister.com
              '351': jb.com.br
              '352': investmentwatchblog.com
              '353': walesonline.co.uk
              '354': fanfiction.net
              '355': fox13now.com
              '356': breakingnews.ie
              '357': finanztreff.de
              '358': wbap.com
              '359': wcti12.com
              '360': kunc.org
              '361': wargamarhaen.blogspot.com
              '362': zocalo.com.mx
              '363': estadao.feedsportal.com
              '364': pressebox.de
              '365': bangaindigenous.blogspot.com
              '366': laverdad.es
              '367': palashscape.blogspot.com
              '368': tsn.ca
              '369': kansas.com
              '370': naplesnews.com
              '371': lepoint.fr
              '372': blog2-politik.blogspot.com
              '373': newsru.com
              '374': unitedblackuntouchablesworldwide.blogspot.com
              '375': vanguardia.com.mx
              '376': elnuevoherald.com
              '377': twocircles.net
              '378': timesofindia.indiatimes.com
              '379': scotsman.com
              '380': detik.feedsportal.com
              '381': palashbiswaslive.blogspot.com
              '382': indianholocaustmyfatherslifeandtime.blogspot.com
              '383': openbroadcast.de
              '384': op-online.de:80
              '385': insidebayarea.com
              '386': rawstory.com
              '387': nandigramunited-banga.blogspot.com
              '388': charlotteobserver.com
              '389': thisislondon.co.uk
              '390': omg.yahoo.com
              '391': expressandstar.com
              '392': washingtontimes.com
              '393': singurrevolts.blogspot.com
              '394': af.reuters.com
              '395': ohnotheydidnt.livejournal.com
              '396': earthtimes.org
              '397': rian.ru
              '398': hoy.es
              '399': kolkatapresents.blogspot.com
              '400': standard.net
              '401': wfie.com
              '402': eldiariomontanes.es
              '403': twincities.com
              '404': kltv.com
              '405': welt.de
              '406': hutchnews.com
              '407': sltrib.com
              '408': edmontonsun.com
              '409': speroforum.com
              '410': pr.com
              '411': telegraphjournal.canadaeast.com
              '412': boursier.com
              '413': globalnews.ca
              '414': diario.com.mx
              '415': wtkr.com
              '416': swxrightnow.com
              '417': reddit.com
              '418': eurasiareview.com
              '419': community.livejournal.com
              '420': anaryadravidvangaindigenous.blogspot.com
              '421': abs-cbnnews.com
              '422': bioportfolio.com
              '423': tagesspiegel.feedsportal.com
              '424': nwzonline.de
              '425': offenes-presseportal.de
              '426': larioja.com
              '427': ots.at
              '428': burbuja.info
              '429': korrespondent.net
              '430': 1888pressrelease.com
              '431': elsiglodetorreon.com.mx
              '432': shropshirestar.com
              '433': timesleader.com
              '434': gulfnews.com
              '435': sanluisobispo.com
              '436': euroinvestor.co.uk
              '437': tagesspiegel.de
              '438': diariovasco.com
              '439': adn.es
              '440': myfoxchicago.com
              '441': dantri.com.vn
              '442': skysports.com
              '443': cnbc.com
              '444': vol.at
              '445': lavozdigital.es
              '446': trust.org
              '447': einnews.com
              '448': luxlibertas.com
              '449': dailypost.co.uk
              '450': kfvs.com
              '451': kosu.org
              '452': jnn-digital.blogspot.com
              '453': premiumpresse.de
              '454': br.extra.feedsportal.com
              '455': telegraph.co.uk
              '456': kolkatacries.blogspot.com
              '457': aktifhaber.com
              '458': ph.news.yahoo.com
              '459': lemonde.fr
              '460': sportinglife.com
              '461': noticias.com
              '462': detnews.com
              '463': espn.go.com
              '464': okezone.feedsportal.com
              '465': biobiochile.cl
              '466': calgarysun.com
              '467': stamfordmercury.co.uk
              '468': tribalfootball.com
              '469': deccanchronicle.com
              '470': wfmj.com
              '471': orlandosentinel.com
              '472': independent.ie
              '473': pakrahim.blogspot.com
              '474': wjr.net
              '475': open-report.de
              '476': rtve.es
              '477': kstc45.com
              '478': elcomercio.es
              '479': football365.com
              '480': sciencecodex.com
              '481': bleacherreport.com
              '482': granthamjournal.co.uk
              '483': esportes.terra.com.br
              '484': lalibre.be
              '485': katu.com
              '486': johnjohnsaidit.com
              '487': abc.es
              '488': vcstar.com
              '489': oneworldgroup.org
              '490': myfoxdfw.com
              '491': t.co
              '492': larazon.es
              '493': quizilla.teennick.com
              '494': as.com
              '495': kob.com
              '496': toledoblade.com
              '497': elnortedecastilla.es
              '498': sports.espn.go.com
              '499': dailycaller.com
              '500': vnexpress.net
              '501': chesterchronicle.co.uk
              '502': drudgefeed.com
              '503': nola.com
              '504': modernghana.com
              '505': francesoir.fr
              '506': politico.com
              '507': birminghammail.net
              '508': mcclatchydc.com
              '509': .canada.com
              '510': liverpoolecho.co.uk
              '511': globalsecurity.org
              '512': forum.prisonplanet.com
              '513': cleveland.com
              '514': dailystar.com.lb
              '515': edition.cnn.com
              '516': businessspectator.com.au
              '517': klfy.com
              '518': .wsls.com
              '519': newschannel5.com
              '520': 4-traders.com
              '521': lanacion.com.ar
              '522': computerworld.com.au
              '523': ecodiario.eleconomista.es
              '524': courier-journal.com
              '525': sueddeutsche.de
              '526': digitalspy.co.uk
              '527': lavanguardia.com
              '528': myspace.com
              '529': economia.uol.com.br
              '530': globalindigo.com
              '531': eluniversal.com.feedsportal.com
              '532': zeenews.india.com
              '533': eluniversal.com
              '534': urbanchristiannews.com
              '535': elmanana.com.mx
              '536': hln.be
              '537': wqad.com
              '538': sbs.com.au
              '539': onlinebingochat.com
              '540': techworld.com.au
              '541': canariasactual.com
              '542': siasat.com
              '543': kyivpost.com
              '544': celebrifi.com
              '545': lifepr.de
              '546': thestar.com.my
              '547': harrowobserver.co.uk
              '548': iinews.de
              '549': soccernews.com
              '550': truthdive.com
              '551': elcomercio.pe
              '552': femalefirst.co.uk
              '553': tempsreel.nouvelobs.com
              '554': zeenews.com
              '555': destak.pt
              '556': avaxhome.ws
              '557': tt.com
              '558': elecodiario.es
              '559': nyhetsportalen.se
              '560': dailypress.com
              '561': soccerway.com
              '562': ar.noticias.yahoo.com
              '563': prokerala.com
              '564': pressemitteilung.ws
              '565': lipstickalley.com
              '566': freemalaysiatoday.com
              '567': expresso.pt
              '568': yahoo-uk.feedsportal.com
              '569': paddocktalk.com
              '570': ktnv.com
              '571': nzherald.co.nz
              '572': rss2.focus.de
              '573': informador.com.mx
              '574': sportsnet.ca
              '575': kivitv.com
              '576': haz.de
              '577': wvpe.org
              '578': malextra.com
              '579': andalucianoticias.es
              '580': todayonline.com
              '581': mg.co.za
              '582': indystar.com
              '583': hawaiitribune-herald.com
              '584': bournelocal.co.uk
              '585': canadianblogs.net
              '586': kclu.org
              '587': aljazeera.net
              '588': fox4now.com
              '589': pagina12.com.ar
              '590': gosanangelo.com
              '591': kmtv.com
              '592': newswise.com
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              '1279': news.in.msn.com
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              '1379': syracuse.com
              '1380': intermexfreemarket.blogspot.com
              '1381': giadinh.blognhanh.com
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              '3049': prmac.com
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              '3062': br.answers.yahoo.com
              '3063': thecaucus.blogs.nytimes.com
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              '3066': indonesiamedia.com
              '3067': lavozdesanjoaquin.blogspot.com
              '3068': conservapedia.com
              '3069': wisconsinrapidstribune.com
              '3070': psychcentral.com
              '3071': witn.com
              '3072': raulken.it
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              '3075': techdirt.com
              '3076': abi.bo
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              '3078': articlemonkeys.com
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              '3166': politics.co.uk
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              '3190': universityofcalifornia.edu
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              '3621': rfa.org
              '3622': blogcritics.org
              '3623': answers.com
              '3624': en.europeonline-magazine.eu
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              '3627': blog.ningin.com
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              '4273': de.wikipedia.org
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              '4339': fotomac.com.tr
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              '4402': boards.adultswim.com
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              '4408': migazin.de
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              '4417': wall-street.ro
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              '4431': starwars.wikia.com
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              '4475': timeshighereducation.co.uk
              '4476': standardbredcanada.ca
              '4477': wordpress.org
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              '4540': patrick.net
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              '4542': melty.fr
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              '38': Sunnyside (Staten Island)
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              '47': Soundview (Bronx)
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              '56': Grasmere (Staten Island)
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              '73': Pelham Gardens (Bronx)
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              '92': Windsor Terrace (Brooklyn)
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              '94': Prospect Heights (Brooklyn)
              '95': Charleston (Staten Island)
              '96': Brownsville (Brooklyn)
              '97': Rossville (Staten Island)
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              '101': Greenridge (Staten Island)
              '102': Bedford Stuyvesant (Brooklyn)
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              '121': Civic Center (Manhattan)
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              '130': Shore Acres (Staten Island)
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              '6': neuron fire probability [0.7, 0.8)
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      - name: type_event
        sequence:
          class_label:
            names:
              '0': Meal_Preparation
              '1': Leave_Home
              '2': Enter_Home
              '3': Work
              '4': Respirate
              '5': Relax
              '6': Sleeping
              '7': Housekeeping
              '8': Eating
              '9': Bed_to_Toilet
              '10': Wash_Dishes
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 157517
        num_examples: 175
      - name: test
        num_bytes: 22378
        num_examples: 22
      - name: validation
        num_bytes: 23298
        num_examples: 22
  - config_name: '911'
    features:
      - name: datetime
        sequence: timestamp[ns]
      - name: type_event
        sequence:
          class_label:
            names:
              '0': EMS
              '1': Fire
              '2': Traffic
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 6405743
        num_examples: 1355
      - name: test
        num_bytes: 915102
        num_examples: 170
      - name: validation
        num_bytes: 1098471
        num_examples: 169
  - config_name: mooc
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': target activity id 0
              '1': target activity id 1
              '2': target activity id 2
              '3': target activity id 3
              '4': target activity id 4
              '5': target activity id 5
              '6': target activity id 6
              '7': target activity id 7
              '8': target activity id 8
              '9': target activity id 9
              '10': target activity id 10
              '11': target activity id 11
              '12': target activity id 12
              '13': target activity id 13
              '14': target activity id 14
              '15': target activity id 15
              '16': target activity id 16
              '17': target activity id 17
              '18': target activity id 18
              '19': target activity id 19
              '20': target activity id 20
              '21': target activity id 21
              '22': target activity id 22
              '23': target activity id 23
              '24': target activity id 24
              '25': target activity id 25
              '26': target activity id 26
              '27': target activity id 27
              '28': target activity id 28
              '29': target activity id 29
              '30': target activity id 30
              '31': target activity id 31
              '32': target activity id 32
              '33': target activity id 33
              '34': target activity id 34
              '35': target activity id 35
              '36': target activity id 36
              '37': target activity id 37
              '38': target activity id 38
              '39': target activity id 39
              '40': target activity id 40
              '41': target activity id 41
              '42': target activity id 42
              '43': target activity id 43
              '44': target activity id 44
              '45': target activity id 45
              '46': target activity id 46
              '47': target activity id 47
              '48': target activity id 48
              '49': target activity id 49
              '50': target activity id 50
              '51': target activity id 51
              '52': target activity id 52
              '53': target activity id 53
              '54': target activity id 54
              '55': target activity id 55
              '56': target activity id 56
              '57': target activity id 57
              '58': target activity id 58
              '59': target activity id 59
              '60': target activity id 60
              '61': target activity id 61
              '62': target activity id 62
              '63': target activity id 63
              '64': target activity id 64
              '65': target activity id 65
              '66': target activity id 66
              '67': target activity id 67
              '68': target activity id 68
              '69': target activity id 69
              '70': target activity id 70
              '71': target activity id 71
              '72': target activity id 72
              '73': target activity id 73
              '74': target activity id 74
              '75': target activity id 75
              '76': target activity id 76
              '77': target activity id 77
              '78': target activity id 78
              '79': target activity id 79
              '80': target activity id 80
              '81': target activity id 81
              '82': target activity id 82
              '83': target activity id 83
              '84': target activity id 84
              '85': target activity id 85
              '86': target activity id 86
              '87': target activity id 87
              '88': target activity id 88
              '89': target activity id 89
              '90': target activity id 90
              '91': target activity id 91
              '92': target activity id 92
              '93': target activity id 93
              '94': target activity id 94
              '95': target activity id 95
              '96': target activity id 96
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 3150860
        num_examples: 5638
      - name: test
        num_bytes: 403599
        num_examples: 705
      - name: validation
        num_bytes: 415178
        num_examples: 704
  - config_name: amazon_easytpp
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': product category 0
              '1': product category 1
              '2': product category 2
              '3': product category 3
              '4': product category 4
              '5': product category 5
              '6': product category 6
              '7': product category 7
              '8': product category 8
              '9': product category 9
              '10': product category 10
              '11': product category 11
              '12': product category 12
              '13': product category 13
              '14': product category 14
              '15': product category 15
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 6128037
        num_examples: 7382
      - name: test
        num_bytes: 849241
        num_examples: 923
      - name: validation
        num_bytes: 830971
        num_examples: 922
  - config_name: wikipedia
    features:
      - name: datetime
        sequence: timestamp[ns]
      - name: type_event
        sequence:
          class_label:
            names:
              - '0': 1st most active user
              - '1': 2nd most active user
              - '2': 3rd most active user
              - '3': 4th most active user
              - '4': 5th most active user
              - '5': 6th most active user
              - '6': 7th most active user
              - '7': 8th most active user
              - '8': 9th most active user
              - '9': 10th most active user
              - '10': 11th most active user
              - '11': 12th most active user
              - '12': 13th most active user
              - '13': 14th most active user
              - '14': 15th most active user
              - '15': 16th most active user
              - '16': 17th most active user
              - '17': 18th most active user
              - '18': 19th most active user
              - '19': 20th most active user
              - '20': 21st most active user
              - '21': 22nd most active user
              - '22': 23rd most active user
              - '23': 24th most active user
              - '24': 25th most active user
              - '25': 26th most active user
              - '26': 27th most active user
              - '27': 28th most active user
              - '28': 29th most active user
              - '29': 30th most active user
              - '30': 31st most active user
              - '31': 32nd most active user
              - '32': 33rd most active user
              - '33': 34th most active user
              - '34': 35th most active user
              - '35': 36th most active user
              - '36': 37th most active user
              - '37': 38th most active user
              - '38': 39th most active user
              - '39': 40th most active user
              - '40': 41st most active user
              - '41': 42nd most active user
              - '42': 43rd most active user
              - '43': 44th most active user
              - '44': 45th most active user
              - '45': 46th most active user
              - '46': 47th most active user
              - '47': 48th most active user
              - '48': 49th most active user
              - '49': 50th most active user
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 100490434
        num_examples: 907765
      - name: test
        num_bytes: 13276700
        num_examples: 113471
      - name: validation
        num_bytes: 13427975
        num_examples: 113470
  - config_name: retweet_easytpp
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': User with <120 Followers
              '1': User with 120-1362 Followers
              '2': User with >1362 Followers
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 12155637
        num_examples: 19200
      - name: test
        num_bytes: 1482572
        num_examples: 2400
      - name: validation
        num_bytes: 1483960
        num_examples: 2400
  - config_name: taobao_easytpp
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': Item click category 0
              '1': Item click category 1
              '2': Item click category 2
              '3': Item click category 3
              '4': Item click category 4
              '5': Item click category 5
              '6': Item click category 6
              '7': Item click category 7
              '8': Item click category 8
              '9': Item click category 9
              '10': Item click category 10
              '11': Item click category 11
              '12': Item click category 12
              '13': Item click category 13
              '14': Item click category 14
              '15': Item click category 15
              '16': Item click category 16
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 1264973
        num_examples: 1600
      - name: test
        num_bytes: 166371
        num_examples: 200
      - name: validation
        num_bytes: 165725
        num_examples: 200
  - config_name: taxi_easytpp
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': borough pick-up-or-drop-off combination 0
              '1': borough pick-up-or-drop-off combination 1
              '2': borough pick-up-or-drop-off combination 2
              '3': borough pick-up-or-drop-off combination 3
              '4': borough pick-up-or-drop-off combination 4
              '5': borough pick-up-or-drop-off combination 5
              '6': borough pick-up-or-drop-off combination 6
              '7': borough pick-up-or-drop-off combination 7
              '8': borough pick-up-or-drop-off combination 8
              '9': borough pick-up-or-drop-off combination 9
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 425735
        num_examples: 1600
      - name: test
        num_bytes: 81859
        num_examples: 200
      - name: validation
        num_bytes: 82275
        num_examples: 200
  - config_name: volcano_easytpp
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': eruption
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 114218
        num_examples: 333
      - name: test
        num_bytes: 17979
        num_examples: 41
      - name: validation
        num_bytes: 18309
        num_examples: 42
  - config_name: hawkes_dependent
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': simulated event type 0
              '1': simulated event type 1
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 8642638
        num_examples: 19661
      - name: test
        num_bytes: 1224355
        num_examples: 2457
      - name: validation
        num_bytes: 1232289
        num_examples: 2458
  - config_name: hawkes_1
    features:
      - name: type_event
        sequence:
          class_label:
            names:
              '0': simulated event
      - name: time_since_last_event
        sequence: float64
      - name: time_since_start
        sequence: float64
      - name: seq_idx
        dtype: int64
      - name: dim_process
        dtype: int64
      - name: seq_len
        dtype: int64
    splits:
      - name: train
        num_bytes: 1656093
        num_examples: 800
      - name: test
        num_bytes: 194623
        num_examples: 100
      - name: validation
        num_bytes: 191069
        num_examples: 100
configs:
  - config_name: earthquake
    data_files:
      - split: train
        path: earthquake/train*
      - split: validation
        path: earthquake/validation*
      - split: test
        path: earthquake/test*
  - config_name: memetrack
    data_files:
      - split: train
        path: memetrack/train*
      - split: validation
        path: memetrack/validation*
      - split: test
        path: memetrack/test*
  - config_name: stackoverflow
    data_files:
      - split: train
        path: stackoverflow/train*
      - split: validation
        path: stackoverflow/validation*
      - split: test
        path: stackoverflow/test*
  - config_name: taxi_nyc_neighborhoods
    data_files:
      - split: train
        path: taxi_nyc_neighborhoods/train*
      - split: validation
        path: taxi_nyc_neighborhoods/validation*
      - split: test
        path: taxi_nyc_neighborhoods/test*
      - split: extra
        path: taxi_nyc_neighborhoods/extra*
  - config_name: synthea
    data_files:
      - split: train
        path: synthea/train*
      - split: validation
        path: synthea/validation*
      - split: test
        path: synthea/test*
  - config_name: spiketrains
    data_files:
      - split: train
        path: spiketrains/train*
      - split: validation
        path: spiketrains/validation*
      - split: test
        path: spiketrains/test*
  - config_name: crypto_transactions
    data_files:
      - split: train
        path: crypto_transactions/train*
      - split: validation
        path: crypto_transactions/validation*
      - split: test
        path: crypto_transactions/test*
  - config_name: human_activity
    data_files:
      - split: train
        path: human_activity/train*
      - split: validation
        path: human_activity/validation*
      - split: test
        path: human_activity/test*
  - config_name: '911'
    data_files:
      - split: train
        path: 911/train*
      - split: validation
        path: 911/validation*
      - split: test
        path: 911/test*
  - config_name: mooc
    data_files:
      - split: train
        path: mooc/train*
      - split: validation
        path: mooc/validation*
      - split: test
        path: mooc/test*
  - config_name: amazon_easytpp
    data_files:
      - split: train
        path: amazon_easytpp/train*
      - split: validation
        path: amazon_easytpp/validation*
      - split: test
        path: amazon_easytpp/test*
  - config_name: wikipedia
    data_files:
      - split: train
        path: wikipedia/train*
      - split: validation
        path: wikipedia/validation*
      - split: test
        path: wikipedia/test*
  - config_name: retweet_easytpp
    data_files:
      - split: train
        path: retweet_easytpp/train*
      - split: validation
        path: retweet_easytpp/validation*
      - split: test
        path: retweet_easytpp/test*
  - config_name: taobao_easytpp
    data_files:
      - split: train
        path: taobao_easytpp/train*
      - split: validation
        path: taobao_easytpp/validation*
      - split: test
        path: taobao_easytpp/test*
  - config_name: taxi_easytpp
    data_files:
      - split: train
        path: taxi_easytpp/train*
      - split: validation
        path: taxi_easytpp/validation*
      - split: test
        path: taxi_easytpp/test*
  - config_name: volcano_easytpp
    data_files:
      - split: train
        path: volcano_easytpp/train*
      - split: validation
        path: volcano_easytpp/validation*
      - split: test
        path: volcano_easytpp/test*
  - config_name: hawkes_dependent
    data_files:
      - split: train
        path: hawkes_dependent/train*
      - split: validation
        path: hawkes_dependent/validation*
      - split: test
        path: hawkes_dependent/test*
  - config_name: hawkes_1
    data_files:
      - split: train
        path: hawkes_1/train*
      - split: validation
        path: hawkes_1/validation*
      - split: test
        path: hawkes_1/test*

MUSES: a benchmark for Marked Unevenly Spaced Event Sequences

MUSES, a benchmark for Marked Unevenly Spaced Event Sequences, is a collection of unevenly spaced time series datasets from various domains, containing marked events for training and evaluating prediction approaches.

Table of Contents

Dataset Description

Languages

All the columns and classes (when textual) in MUSES are in English (BCP-47 en)

Dataset Structure

Data Instances

All datasets formatting follows a similar structure.

{
    "datetime": [2020-06-10T14:27:37.963000000, 2020-06-20T21:23:06.980000000, 2020-10-15T13:36:16.687000000],
    "type_event": [7, 2, 15],
    "time_since_last_event": [0.0, 246.92472694444444, 2800.2193630555557],
    "time_since_start": [0.0, 246.92472694444444, 3047.14409],
    "seq_idx": 1,
    "dim_process": 50,
    "seq_len": 3
}

earthquake

  • Size of downloaded dataset files: 2.77 MB
  • Size of the generated dataset: 3.06 MB
  • Total amount of disk used: 5.83 MB

memetrack

  • Size of downloaded dataset files: 569.01 MB
  • Size of the generated dataset: 993.72 MB
  • Total amount of disk used: 1562.72 MB

stackoverflow

  • Size of downloaded dataset files: 110.71 MB
  • Size of the generated dataset: 143.91 MB
  • Total amount of disk used: 254.62 MB

taxi_nyc_neighborhoods

  • Size of downloaded dataset files: 968.44 MB
  • Size of the generated dataset: 2031.69 MB
  • Total amount of disk used: 3000.14 MB

synthea

  • Size of downloaded dataset files: 7.65 MB
  • Size of the generated dataset: 14.56 MB
  • Total amount of disk used: 22.21 MB

spiketrains

  • Size of downloaded dataset files: 8.14 MB
  • Size of the generated dataset: 20.57 MB
  • Total amount of disk used: 28.71 MB

crypto_transactions

  • Size of downloaded dataset files: 393.35 MB
  • Size of the generated dataset: 748.14 MB
  • Total amount of disk used: 1141.49 MB

human_activity

  • Size of downloaded dataset files: 0.20 MB
  • Size of the generated dataset: 0.22 MB
  • Total amount of disk used: 0.42 MB

911

  • Size of downloaded dataset files: 8.42 MB
  • Size of the generated dataset: 21.63 MB
  • Total amount of disk used: 30.05 MB

mooc

  • Size of downloaded dataset files: 3.97 MB
  • Size of the generated dataset: 10.29 MB
  • Total amount of disk used: 14.26 MB

amazon_easytpp

  • Size of downloaded dataset files: 7.81 MB
  • Size of the generated dataset: 10.41 MB
  • Total amount of disk used: 18.22 MB

wikipedia

  • Size of downloaded dataset files: 127.20 MB
  • Size of the generated dataset: 238.24 MB
  • Total amount of disk used: 365.43 MB

retweet_easytpp

  • Size of downloaded dataset files: 15.12 MB
  • Size of the generated dataset: 64.49 MB
  • Total amount of disk used: 79.62 MB

taobao_easytpp

  • Size of downloaded dataset files: 1.60 MB
  • Size of the generated dataset: 2.84 MB
  • Total amount of disk used: 4.43 MB

taxi_easytpp

  • Size of downloaded dataset files: 0.59 MB
  • Size of the generated dataset: 1.88 MB
  • Total amount of disk used: 2.47 MB

volcano_easytpp

  • Size of downloaded dataset files: 0.15 MB
  • Size of the generated dataset: 0.23 MB
  • Total amount of disk used: 0.38 MB

hawkes_dependent

  • Size of downloaded dataset files: 11.10 MB
  • Size of the generated dataset: 15.84 MB
  • Total amount of disk used: 26.94 MB

hawkes_1

  • Size of downloaded dataset files: 2.04 MB
  • Size of the generated dataset: 2.49 MB
  • Total amount of disk used: 4.54 MB

Data Fields

The data fields are the same among all datasets and splits. The datetime column is optional and left out when no data is available.

  • type_event: a classification label (int64) sequence.
  • time_since_last_event: a float64 sequence of inter-event times.
  • time_since_start: a float64 sequence of event timestamps since sequence start.
  • seq_idx: an int64 feature uniquely identifying sequences in the split.
  • dim_process: an int64 feature representing total number of classes in the dataset.
  • seq_len: an int64 feature containing sequence length.
  • datetime: (if avail.) a timestamp[ns] sequence, containing event datetime if available.

The classification labels differ for each dataset. The corresponding labels for each event type can be read from metadata like this 

>>> import datasets as ds
>>> meta_data = ds.load_dataset_builder("ddrg/MUSES", "DATASET-NAME")
>>> [label for label in enumerate(meta_data.info.features["type_event"].feature.names)]

Data Splits

train validation test
earthquake 1724 216 215
memetrack 1264794 158100 158099
stackoverflow 42838 5354 5355
synthea 9198 1150 1149
spiketrains 480 60 60
crypto_transactions 1408527 176066 176066
human_activity 175 22 22
911 1355 169 170
mooc 5638 704 705
amazon_easytpp 7382 922 923
wikipedia 907765 113470 113471
retweet_easytpp 19200 2400 2400
taobao_easytpp 1600 200 200
taxi_easytpp 1600 200 200
volcano_easytpp 333 42 41
hawkes_dependent 19661 2458 2457
hawkes_1 800 100 100

taxi_nyc_neighborhoods

train validation test extra
taxi_nyc_neighborhoods 273060 34132 34133 106020

Dataset Creation

Curation Rationale

A dataset has to comply with the following hard requirements to be eligible for MUSES.

  1. Inherently unevenly spaced
  2. Time series minimum length of 2
  3. Known license
  4. Used in Literature
  5. Replicably described data collection and processing
  6. Dataset has practical relevance or is commonly used for evaluation
  7. Maximum of 100 M events
  8. Nominal classes or common class analogy
  9. Commonly used in unevenly spaced time or TPP forecasting

Further, we aim to fulfull the following variety constraints by dataset composition.

  1. Coverage of many different domains
  2. Variety in dataset sizes
  3. Variety in sequence lengths
  4. Variety in problem difficulties
  5. Variety in problem complexity
  6. Variety in class balances

See our paper for further information.

Source Data

Initial Data Collection and Normalization

Data was sourced and preprocessed like in other works, unless explicitly stated otherwise in our paper. See Citation Information for details.

Personal and Sensitive Information

Data is deidentified or all personal and sensitive information was removed.

Considerations for Using the Data

Discussion of Biases

There are no ethical biases we are aware of.

Other Known Limitations

Class imbalances are common in event sequences. See the following paper for further information. TODO JIMMY

Additional Information

Dataset Curators

More Information Needed

Licensing Information

The primary MUSES tasks are built on and derived from existing datasets. We refer users to the original licenses accompanying each dataset.

License Other
earthquake Public Domain
memetrack 3-Clause BSD see LICENSE/memetrack
stackoverflow CC BY-SA see LICENSE/stackoverflow
taxi_nyc_neighborhoods Public Domain
synthea Apache 2.0 see LICENSE/synthea
spiketrains CC0 see LICENSE/spiketrains
crypto_transactions 3-Clause BSD see LICENSE/crypto_transactions
human_activity CC-BY see LICENSE/human_activity
911 ODC ODbL see LICENSE/911
mooc Scientific Use Only see LICENSE/mooc
amazon_easytpp Apache 2.0 see LICENSE/amazon_easytpp
wikipedia CC BY-SA see LICENSE/wikipedia
retweet_easytpp Apache 2.0 see LICENSE/retweet_easytpp
taobao_easytpp Apache 2.0 see LICENSE/taobao_easytpp
taxi_easytpp Apache 2.0 see LICENSE/taxi_easytpp
volcano_easytpp Apache 2.0 see LICENSE/volcano_easytpp
hawkes_dependent Public Domain
hawkes_1 Public Domain

Citation Information

We encourage you to use the following BibTeX citation for MUSES itself:

# TODO @Jimmy Add here Final Paper

If you use MUSES, please also cite all the individual datasets you use, both to give the original authors their due credit and because venues will expect papers to describe the data they evaluate on. The following provides BibTeX for all of the MUSES tasks.

earthquake 

@article{stockman2024earthquakenpp,
  title={EarthquakeNPP: A Benchmark for Earthquake Forecasting with Neural Point Processes},
  author={Stockman, Samuel and Lawson, Daniel and Werner, Maximilian},
  journal={arXiv preprint arXiv:2410.08226},
  year={2024}
}

memetrack 

@inproceedings{leskovec2009meme,
  title={Meme-tracking and the dynamics of the news cycle},
  author={Leskovec, Jure and Backstrom, Lars and Kleinberg, Jon},
  booktitle={Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages={497--506},
  year={2009}
}
@article{mei2017neural,
  title={The neural hawkes process: A neurally self-modulating multivariate point process},
  author={Mei, Hongyuan and Eisner, Jason M},
  journal={Advances in neural information processing systems},
  volume={30},
  year={2017}
}

stackoverflow 

@inproceedings{du2016recurrent,
  title={Recurrent marked temporal point processes: Embedding event history to vector},
  author={Du, Nan and Dai, Hanjun and Trivedi, Rakshit and Upadhyay, Utkarsh and Gomez-Rodriguez, Manuel and Song, Le},
  booktitle={Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining},
  pages={1555--1564},
  year={2016}
}

taxi_nyc_neighborhoods 

@inproceedings{du2016recurrent,
  title={Recurrent marked temporal point processes: Embedding event history to vector},
  author={Du, Nan and Dai, Hanjun and Trivedi, Rakshit and Upadhyay, Utkarsh and Gomez-Rodriguez, Manuel and Song, Le},
  booktitle={Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining},
  pages={1555--1564},
  year={2016}
}

synthea 

@article{walonoski2018synthea,
  title={Synthea: An approach, method, and software mechanism for generating synthetic patients and the synthetic electronic health care record},
  author={Walonoski, Jason and Kramer, Mark and Nichols, Joseph and Quina, Andre and Moesel, Chris and Hall, Dylan and Duffett, Carlton and Dube, Kudakwashe and Gallagher, Thomas and McLachlan, Scott},
  journal={Journal of the American Medical Informatics Association},
  volume={25},
  number={3},
  pages={230--238},
  year={2018},
  publisher={Oxford University Press}
}
@inproceedings{enguehard2020neural,
  title={Neural temporal point processes for modelling electronic health records},
  author={Enguehard, Joseph and Busbridge, Dan and Bozson, Adam and Woodcock, Claire and Hammerla, Nils},
  booktitle={Machine Learning for Health},
  pages={85--113},
  year={2020},
  organization={PMLR}
}

spiketrains 

@article{stetter2012model,
  title={Model-free reconstruction of excitatory neuronal connectivity from calcium imaging signals},
  author={Stetter, Olav and Battaglia, Demian and Soriano, Jordi and Geisel, Theo},
  year={2012},
  publisher={Public Library of Science San Francisco, USA}
}
@article{linderman2015scalable,
  title={Scalable bayesian inference for excitatory point process networks},
  author={Linderman, Scott W and Adams, Ryan P},
  journal={arXiv preprint arXiv:1507.03228},
  year={2015}
}

crypto_transactions 

@article{shamsi2022chartalist,
  title={Chartalist: Labeled graph datasets for utxo and account-based blockchains},
  author={Shamsi, Kiarash and Victor, Friedhelm and Kantarcioglu, Murat and Gel, Yulia and Akcora, Cuneyt G},
  journal={Advances in Neural Information Processing Systems},
  volume={35},
  pages={34926--34939},
  year={2022}
}
@inproceedings{du2016recurrent,
  title={Recurrent marked temporal point processes: Embedding event history to vector},
  author={Du, Nan and Dai, Hanjun and Trivedi, Rakshit and Upadhyay, Utkarsh and Gomez-Rodriguez, Manuel and Song, Le},
  booktitle={Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining},
  pages={1555--1564},
  year={2016}
}

human_activity 

@article{cook2012casas,
  title={CASAS: A smart home in a box},
  author={Cook, Diane J and Crandall, Aaron S and Thomas, Brian L and Krishnan, Narayanan C},
  journal={Computer},
  volume={46},
  number={7},
  pages={62--69},
  year={2012},
  publisher={IEEE}
}
@article{fortino2021predicting,
  title={Predicting activities of daily living via temporal point processes: Approaches and experimental results},
  author={Fortino, Giancarlo and Guzzo, Antonella and Ianni, Michele and Leotta, Francesco and Mecella, Massimo},
  journal={Computers \& Electrical Engineering},
  volume={96},
  pages={107567},
  year={2021},
  publisher={Elsevier}
}

911 

@inproceedings{zuo2020transformer,
  title={Transformer hawkes process},
  author={Zuo, Simiao and Jiang, Haoming and Li, Zichong and Zhao, Tuo and Zha, Hongyuan},
  booktitle={International conference on machine learning},
  pages={11692--11702},
  year={2020},
  organization={PMLR}
}

mooc 

@inproceedings{kumar2019predicting,
  title={Predicting dynamic embedding trajectory in temporal interaction networks},
  author={Kumar, Srijan and Zhang, Xikun and Leskovec, Jure},
  booktitle={Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery \& data mining},
  pages={1269--1278},
  year={2019}
}
@article{shchur2019intensity,
  title={Intensity-free learning of temporal point processes},
  author={Shchur, Oleksandr and Bilo{\v{s}}, Marin and G{\"u}nnemann, Stephan},
  journal={arXiv preprint arXiv:1909.12127},
  year={2019}
}

amazon_easytpp 

@inproceedings{ni2019justifying,
  title={Justifying recommendations using distantly-labeled reviews and fine-grained aspects},
  author={Ni, Jianmo and Li, Jiacheng and McAuley, Julian},
  booktitle={Proceedings of the 2019 conference on empirical methods in natural language processing and the 9th international joint conference on natural language processing (EMNLP-IJCNLP)},
  pages={188--197},
  year={2019}
}
@article{xue2023easytpp,
  title={Easytpp: Towards open benchmarking temporal point processes},
  author={Xue, Siqiao and Shi, Xiaoming and Chu, Zhixuan and Wang, Yan and Hao, Hongyan and Zhou, Fan and Jiang, Caigao and Pan, Chen and Zhang, James Y and Wen, Qingsong and others},
  journal={arXiv preprint arXiv:2307.08097},
  year={2023}
}

wikipedia 

@inproceedings{kumar2019predicting,
  title={Predicting dynamic embedding trajectory in temporal interaction networks},
  author={Kumar, Srijan and Zhang, Xikun and Leskovec, Jure},
  booktitle={Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery \& data mining},
  pages={1269--1278},
  year={2019}
}
@article{bosser2023predictive,
  title={On the predictive accuracy of neural temporal point process models for continuous-time event data},
  author={Bosser, Tanguy and Taieb, Souhaib Ben},
  journal={arXiv preprint arXiv:2306.17066},
  year={2023}
}

retweet_easytpp 

@inproceedings{zhao2015seismic,
  title={Seismic: A self-exciting point process model for predicting tweet popularity},
  author={Zhao, Qingyuan and Erdogdu, Murat A and He, Hera Y and Rajaraman, Anand and Leskovec, Jure},
  booktitle={Proceedings of the 21th ACM SIGKDD international conference on knowledge discovery and data mining},
  pages={1513--1522},
  year={2015}
}
@article{xue2023easytpp,
  title={Easytpp: Towards open benchmarking temporal point processes},
  author={Xue, Siqiao and Shi, Xiaoming and Chu, Zhixuan and Wang, Yan and Hao, Hongyan and Zhou, Fan and Jiang, Caigao and Pan, Chen and Zhang, James Y and Wen, Qingsong and others},
  journal={arXiv preprint arXiv:2307.08097},
  year={2023}
}

taobao_easytpp 

@article{xue2022hypro,
  title={Hypro: A hybridly normalized probabilistic model for long-horizon prediction of event sequences},
  author={Xue, Siqiao and Shi, Xiaoming and Zhang, James and Mei, Hongyuan},
  journal={Advances in Neural Information Processing Systems},
  volume={35},
  pages={34641--34650},
  year={2022}
}
@article{xue2023easytpp,
  title={Easytpp: Towards open benchmarking temporal point processes},
  author={Xue, Siqiao and Shi, Xiaoming and Chu, Zhixuan and Wang, Yan and Hao, Hongyan and Zhou, Fan and Jiang, Caigao and Pan, Chen and Zhang, James Y and Wen, Qingsong and others},
  journal={arXiv preprint arXiv:2307.08097},
  year={2023}
}

taxi_easytpp 

@article{xue2023easytpp,
  title={Easytpp: Towards open benchmarking temporal point processes},
  author={Xue, Siqiao and Shi, Xiaoming and Chu, Zhixuan and Wang, Yan and Hao, Hongyan and Zhou, Fan and Jiang, Caigao and Pan, Chen and Zhang, James Y and Wen, Qingsong and others},
  journal={arXiv preprint arXiv:2307.08097},
  year={2023}
}

volcano_easytpp 

@article{bebbington2014long,
  title={Long-term forecasting of volcanic explosivity},
  author={Bebbington, MS},
  journal={Geophysical Journal International},
  volume={197},
  number={3},
  pages={1500--1515},
  year={2014},
  publisher={Oxford University Press}
}
@misc{easytpp-github-volcano,
  title = {EasyTemporalPointProcess GitHub Volcano Preprocessing},
  author = {Xue, Siqiao and Shi, Xiaoming and Chu, Zhixuan and Wang, Yan and Hao, Hongyan and Zhou, Fan and Jiang, Caigao and Pan, Chen and Zhang, James Y and Wen, Qingsong and others},
  url = {https://github.com/ant-research/EasyTemporalPointProcess/blob/main/examples/script_data_processing/volcano.py}
}

hawkes_dependent 

@inproceedings{enguehard2020neural,
  title={Neural temporal point processes for modelling electronic health records},
  author={Enguehard, Joseph and Busbridge, Dan and Bozson, Adam and Woodcock, Claire and Hammerla, Nils},
  booktitle={Machine Learning for Health},
  pages={85--113},
  year={2020},
  organization={PMLR}
}

hawkes_1 

@article{omi2019fully,
  title={Fully neural network based model for general temporal point processes},
  author={Omi, Takahiro and Aihara, Kazuyuki and others},
  journal={Advances in neural information processing systems},
  volume={32},
  year={2019}
}

Contributions

Thanks to @Moritz Tschöpe and @Jimmy Pöhlmann for adding this dataset.