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It,,,,is,,,,an,,,,adaptation,,,,of,,,,Students,,,,t-test,,,,,but,,,,is,,,,more,,,,reliable,,,,when,,,,the,,,,two,,,,samples,,,,have,,,,unequal,,,,variances,,,,and,,,,sample,,,,sizes:sunny:,,:umbrella:,,:cloud:,,:snowflake:,,:snowman:,,:zap:,,:cyclone:,,:foggy:,,:ocean:,,:cat:,,:dog:,,:mouse:,,:hamster:,,:rabbit:,,:wolf:,,:frog:,,:tiger:,,:koala:,,:bear:,,:pig:,,:pignose:,,:cow:,,:boar:,,:monkeyface:,,:monkey:,,:horse:,,:racehorse:,,:camel:,,:sheep:,,:elephant:,,:pandaface:,,:snake:,,:bird:,,:babychick:,,:hatchedchick:,,:hatchingchick:,,:chicken:,,:penguin:,,:turtle:,,:bug:,,:honeybee:,,:ant:,,:beetle:,,:snail:,,:octopus:,,:tropicalfish:,,:fish:,,:whale:,,:whale2:,,:dolphin:,,:cow2:,,:ram:,,:rat:,,:waterbuffalo:,,:tiger2:,,:rabbit2:,,:dragon:,,:goat:,,:rooster:,,:dog2:,,:pig2:,,:mouse2:,,:ox:,,:dragonface:,,:blowfish:,,:crocodile:,,:dromedarycamel:,,:leopard:,,:cat2:,,:poodle:,,:pawprints:,,:bouquet:,,:cherryblossom:,,:tulip:,,:fourleafclover:,,:rose:,,:sunflower:,,:hibiscus:,,:mapleleaf:,,:leaves:,,:fallenleaf:,,:herb:,,:mushroom:,,:cactus:,,:palmtree:,,:evergreentree:,,:deciduoustree:,,:chestnut:,,:seedling:,,:blossom:,,:earofrice:,,:shell:,,:globewithmeridians:,,:sunwithface:,,:fullmoonwithface:,,:newmoonwithface:,,:newmoon:,,:waxingcrescentmoon:,,:firstquartermoon:,,:waxinggibbousmoon:,,:fullmoon:,,:waninggibbousmoon:,,:lastquartermoon:,,:waningcrescentmoon:,,:lastquartermoonwithface:,,:firstquartermoonwithface:,,:crescentmoon:,,:earthafrica:,,:earthamericas:,,:earthasia:,,:volcano:,,:milkyway:,,:partlysunny:,,:octocat:,,:squirrel:,,View,,,,Article,,,,PubMed/NCBI,,,,Google,,,,Scholar,,,,18Hogenboom,,,A,,,,Bal,,,D,,,,Frasincar,,,F,,,,Bal,,,M,,,,de,,,Jong,,,F,,,,Kaymak,,,UNext,,,,we,,,compare,,,the,,,agreement,,,of,,,the,,,human,,,annotators,,,on,,,the,,,tweets,,,with,,,and,,,without,,,emojisEmojitracker,,,on,,the,,other,,hand,,,also,,tracks,,some,,double-character,,symbols,,(10,,Country,,Flags,,,and,,11,,Combining,,Enclosing,,Keycaps),,,but,,does,,not,,track,,all,,the,,[So],,symbols,,that,,appear,,in,,our,,dataAdditional,,,descriptions,,,are,,,copyright,,,Emojipedia.Emoji,,,character,,,artwork,,,and,,,copyright,,,belong,,,to,,,their,,,respective,,,creators345350Negativity,,,,neutrality,,,,and,,,positivity,,,regressed,,,with,,,position,,,(from,,,left,,,to,,,right).The,,,trendlines,,,are,,,functions,,,pc(d),,,of,,,the,,,distance,,,d,,,from,,,the,,,beginning,,,of,,,the,,,tweetsp\r \r ACM;,,,2008Two,,,,example,,,,matrices,,,,are,,,,shown,,,,in,,,,Tables,,,,9,,,,and,,,,10View,,Article,,PubMed/NCBI,,Google,,Scholar,,7Available,,,,from:,,,,14Liu,,,,KL,,,,,Li,,,,WJ,,,,,Guo,,,,M\r \r The,,,top,,,ones,,,,with,,,high,,,p0,,,,are,,,neutral,,,indeed,,,,symbolized,,,by,,,the,,,yin,,,yang,,,symbol,,,at,,,the,,,very,,,topWordNet:,,,,A,,,,lexical,,,,database,,,,for,,,,EnglishIt,,is,,symmetrical,,around,,the,,diagonal,,,which,,contains,,all,,the,,perfect,,matchesIt,,,also,,,means,,,that,,,each,,,company,,,has,,,to,,,provide,,,its,,,own,,,interpretations,,,of,,,what,,,the,,,emoji,,,descriptions,,,should,,,actually,,,look,,,like,,,,,,and,,,they,,,dont,,,always,,,agreeIn,,,a,,,single,,,image,,,,it,,,captures,,,all,,,the,,,sentiment,,,properties,,,,computed,,,from,,,the,,,sentiment,,,distribution,,,of,,,the,,,emoji,,,occurrences:,,,,,,,and,,,(the,,,95%,,,confidence,,,interval)An,,,,emoji,,,,is,,,,assigned,,,,a,,,,sentiment,,,,from,,,,all,,,,the,,,,tweets,,,,in,,,,which,,,,it,,,,occurs\r \r The,,,lexicon,,,was,,,constructed,,,from,,,over,,,1.6,,,million,,,tweets,,,in,,,13,,,European,,,languages,,,,annotated,,,for,,,sentiment,,,by,,,human,,,annotatorsConfAlternatively,,,,,an,,,,emoji,,,,with,,,,already-known,,,,sentiment,,,,can,,,,act,,,,as,,,,a,,,,seed,,,,to,,,,transfer,,,,the,,,,sentiment,,,,to,,,,the,,,,words,,,,in,,,,proximityData,,,,collection,,,,The,,,,main,,,,source,,,,of,,,,the,,,,data,,,,used,,,,in,,,,this,,,,study,,,,is,,,,a,,,,collection,,,,of,,,,tweets,,,,,in,,,,13,,,,European,,,,languages,,,,,collected,,,,between,,,,April,,,,2013,,,,and,,,,February,,,,20152015;10(9):e138441pmid:20287819,,,View,,,Article,,,PubMed/NCBI,,,Google,,,Scholar,,,32Instagram,,Instagram,,uses,,the,,standard,,emoji,,keyboard,,built,,into,,iOS,,or,,Android.When,,in,,theStoriesinterface,,,swiping,,up,,from,,the,,middle,,of,,the,,screen,,reveals,,a,,set,,of,,stickers,,,and,,under,,that,,,recent,,emojisIn,,,the,,,past,,,two,,,years,,,,Emojitracker,,,has,,,detected,,,almost,,,10,,,billion,,,emojis,,,on,,,Twitter!,,,From,,,the,,,ratio,,,of,,,the,,,number,,,of,,,emoji,,,occurrences,,,and,,,tweets,,,in,,,our,,,dataset,,,(2.3),,,,we,,,estimate,,,that,,,there,,,were,,,about,,,4,,,billion,,,tweets,,,with,,,emojisThe,,column,,color,,indicates,,the,,sentiment,,scoreWelch,,,,BL 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