{-# LANGUAGE OverloadedStrings #-}
module Duckling.Ranking.Classifiers.EN_US (classifiers) where
import Data.String
import Prelude
import qualified Data.HashMap.Strict as HashMap
import Duckling.Ranking.Types
classifiers :: Classifiers
classifiers
= HashMap.fromList
[("Military Spouse Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Bhai Dooj",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> to|till|before <hour-of-day>",
Classifier{okData =
ClassData{prior = -2.0794415416798357, unseen = -1.791759469228055,
likelihoods =
HashMap.fromList
[("integer (numeric)noon|midnight|EOD|end of day",
-0.916290731874155),
("hour", -0.916290731874155)],
n = 1},
koData =
ClassData{prior = -0.13353139262452263,
unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("hour", -0.7537718023763802),
("integer (numeric)time-of-day (latent)", -0.7537718023763802)],
n = 7}}),
("<time> timezone",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.4657359027997265,
likelihoods =
HashMap.fromList
[("at <time-of-day>", -1.824549292051046),
("<time-of-day> am|pm", -1.6422277352570913),
("hh:mm", -1.824549292051046), ("hour", -1.1314021114911006),
("minute", -1.824549292051046)],
n = 13},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("Thursday",
Classifier{okData =
ClassData{prior = -8.961215868968717e-2,
unseen = -3.5263605246161616,
likelihoods = HashMap.fromList [("", 0.0)], n = 32},
koData =
ClassData{prior = -2.456735772821304, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("integer (numeric)",
Classifier{okData =
ClassData{prior = -0.5682888691888516, unseen = -5.799092654460526,
likelihoods = HashMap.fromList [("", 0.0)], n = 328},
koData =
ClassData{prior = -0.8358495384412113, unseen = -5.53338948872752,
likelihoods = HashMap.fromList [("", 0.0)], n = 251}}),
("<year> (bc|ad)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<duration> hence|ago",
Classifier{okData =
ClassData{prior = -0.10536051565782628,
unseen = -3.784189633918261,
likelihoods =
HashMap.fromList
[("week", -1.563975538357343), ("day", -1.8152899666382492),
("year", -2.662587827025453),
("<integer> <unit-of-duration>", -1.0531499145913523),
("a <unit-of-duration>", -2.662587827025453),
("month", -2.662587827025453),
("fortnight", -2.662587827025453)],
n = 18},
koData =
ClassData{prior = -2.3025850929940455,
unseen = -2.4849066497880004,
likelihoods =
HashMap.fromList
[("year", -1.2992829841302609),
("<integer> <unit-of-duration>", -1.2992829841302609)],
n = 2}}),
("noon|midnight|EOD|end of day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("quarter to|till|before <hour-of-day>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("noon|midnight|EOD|end of day", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Father's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<cycle> after|before <time>",
Classifier{okData =
ClassData{prior = -0.6931471805599453, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("day (grain)tomorrow", -1.6739764335716716),
("dayday", -1.1631508098056809),
("day (grain)yesterday", -1.6739764335716716)],
n = 4},
koData =
ClassData{prior = -0.6931471805599453, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("dayhour", -1.6739764335716716),
("year (grain)Christmas", -2.0794415416798357),
("dayday", -2.0794415416798357),
("day (grain)intersect", -1.6739764335716716),
("day (grain)Easter Sunday", -2.0794415416798357),
("yearday", -2.0794415416798357)],
n = 4}}),
("Easter Monday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Navaratri",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Martin Luther King's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("integer (20..90)",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("Shemini Atzeret",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Ramadan",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Lazarus Saturday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("intersect 2 numbers",
Classifier{okData =
ClassData{prior = -0.6931471805599453, unseen = -1.791759469228055,
likelihoods =
HashMap.fromList
[("compose by multiplicationinteger (0..19)",
-0.2231435513142097)],
n = 3},
koData =
ClassData{prior = -0.6931471805599453, unseen = -1.791759469228055,
likelihoods =
HashMap.fromList
[("powers of tensinteger (0..19)", -0.2231435513142097)],
n = 3}}),
("mm/yyyy",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("from|since|after <time>",
Classifier{okData =
ClassData{prior = -1.540445040947149, unseen = -4.248495242049359,
likelihoods =
HashMap.fromList
[("<day-of-month> (ordinal or number) <named-month>",
-3.5409593240373143),
("July", -3.5409593240373143),
("year (latent)", -3.1354942159291497),
("day", -3.1354942159291497),
("time-of-day (latent)", -2.624668592163159),
("year", -3.1354942159291497),
("<time-of-day> am|pm", -2.624668592163159),
("hh:mm", -2.624668592163159),
("<day-of-month> (ordinal)", -3.5409593240373143),
("hour", -2.03688192726104), ("month", -3.1354942159291497),
("minute", -2.624668592163159),
("August", -3.5409593240373143)],
n = 18},
koData =
ClassData{prior = -0.2411620568168881, unseen = -5.111987788356543,
likelihoods =
HashMap.fromList
[("<integer> to|till|before <hour-of-day>", -4.007333185232471),
("week", -4.412798293340635),
("<day-of-month> (ordinal or number) <named-month>",
-4.412798293340635),
("today", -4.412798293340635),
("intersect", -2.540996116439044),
("<time> for <duration>", -4.412798293340635),
("second", -4.412798293340635), ("now", -3.71965111278069),
("tomorrow", -4.007333185232471),
("this|last|next <cycle>", -4.412798293340635),
("day", -1.927891643552635),
("time-of-day (latent)", -2.6210388241125804),
("<time-of-day> am|pm", -4.007333185232471),
("nograin", -3.71965111278069),
("<named-month>|<named-day> <day-of-month> (ordinal)",
-4.412798293340635),
("<day-of-month> (ordinal)", -4.007333185232471),
("Easter Sunday", -4.412798293340635),
("Christmas", -3.71965111278069), ("hour", -2.3978952727983707),
("month", -4.412798293340635),
("<datetime> - <datetime> (interval)", -3.1600353248452673),
("<time-of-day> - <time-of-day> (interval)",
-2.908720896564361),
("<named-month> <day-of-month> (non ordinal)",
-4.007333185232471),
("minute", -1.927891643552635),
("right now", -4.412798293340635),
("<month> dd-dd (interval)", -3.71965111278069),
("part of days", -4.412798293340635),
("dd-dd <month> (interval)", -4.007333185232471)],
n = 66}}),
("integer after|past <hour-of-day>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("hour", -0.8109302162163288),
("integer (numeric)time-of-day (latent)", -1.0986122886681098),
("integer (20..90)time-of-day (latent)", -1.5040773967762742)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("<ordinal> last <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.4011973816621555,
likelihoods =
HashMap.fromList
[("ordinals (first..twentieth,thirtieth,...)week (grain)year (latent)",
-2.268683541318364),
("daymonth", -2.268683541318364),
("ordinal (digits)day (grain)May", -2.6741486494265287),
("ordinals (first..twentieth,thirtieth,...)week (grain)intersect",
-2.6741486494265287),
("weekmonth", -1.7578579175523736),
("ordinal (digits)week (grain)October", -2.6741486494265287),
("ordinal (digits)week (grain)intersect", -2.6741486494265287),
("ordinal (digits)week (grain)year (latent)",
-2.6741486494265287),
("weekyear", -1.9810014688665833),
("ordinals (first..twentieth,thirtieth,...)week (grain)October",
-2.6741486494265287),
("ordinals (first..twentieth,thirtieth,...)day (grain)May",
-2.6741486494265287)],
n = 9},
koData =
ClassData{prior = -infinity, unseen = -2.4849066497880004,
likelihoods = HashMap.fromList [], n = 0}}),
("Yom HaShoah",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<day-of-month> (ordinal or number) <named-month>",
Classifier{okData =
ClassData{prior = -1.0296194171811581,
unseen = -3.0910424533583156,
likelihoods =
HashMap.fromList
[("ordinal (digits)December", -1.6582280766035324),
("ordinal (digits)February", -2.3513752571634776),
("integer (numeric)April", -2.3513752571634776),
("month", -1.252762968495368)],
n = 5},
koData =
ClassData{prior = -0.4418327522790392,
unseen = -3.4011973816621555,
likelihoods =
HashMap.fromList
[("ordinal (digits)October", -2.6741486494265287),
("ordinal (digits)July", -2.6741486494265287),
("integer (numeric)September", -2.268683541318364),
("ordinal (digits)August", -2.6741486494265287),
("integer (numeric)August", -2.6741486494265287),
("ordinal (digits)April", -2.6741486494265287),
("month", -1.0647107369924282),
("integer (numeric)July", -2.268683541318364)],
n = 9}}),
("<time> <part-of-day>",
Classifier{okData =
ClassData{prior = -9.237332013101517e-2,
unseen = -4.48863636973214,
likelihoods =
HashMap.fromList
[("<day-of-month> (ordinal)in|during the <part-of-day>",
-3.784189633918261),
("dayhour", -1.4816045409242156),
("Mondayearly morning", -3.378724525810097),
("time-of-day (latent)tonight", -3.378724525810097),
("hourhour", -2.3978952727983707),
("<time-of-day> o'clockin|during the <part-of-day>",
-3.784189633918261),
("todaypart of days", -3.784189633918261),
("minutehour", -2.6855773452501515),
("at <time-of-day>in|during the <part-of-day>",
-3.378724525810097),
("time-of-day (latent)this <part-of-day>", -3.784189633918261),
("Mondayin|during the <part-of-day>", -3.784189633918261),
("intersectpart of days", -3.784189633918261),
("intersectin|during the <part-of-day>", -3.784189633918261),
("<day-of-month> (ordinal or number) of <named-month>in|during the <part-of-day>",
-3.784189633918261),
("the <day-of-month> (ordinal)in|during the <part-of-day>",
-3.784189633918261),
("tomorrowpart of days", -2.3978952727983707),
("hh:mmin|during the <part-of-day>", -3.0910424533583156),
("time-of-day (latent)in|during the <part-of-day>",
-3.784189633918261),
("hhmm (latent)in|during the <part-of-day>",
-3.784189633918261),
("yesterdaypart of days", -3.378724525810097),
("<day-of-month> (ordinal or number) of <month>in|during the <part-of-day>",
-3.784189633918261),
("Mondaypart of days", -3.784189633918261)],
n = 31},
koData =
ClassData{prior = -2.4277482359480516,
unseen = -3.4965075614664802,
likelihoods =
HashMap.fromList
[("yearhour", -2.772588722239781),
("monthhour", -2.772588722239781),
("hourhour", -2.772588722239781),
("year (latent)in|during the <part-of-day>",
-2.772588722239781),
("Februaryin|during the <part-of-day>", -2.772588722239781),
("time-of-day (latent)in|during the <part-of-day>",
-2.772588722239781)],
n = 3}}),
("Cyber Monday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("today",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("mm/dd",
Classifier{okData =
ClassData{prior = -1.2729656758128873,
unseen = -2.1972245773362196,
likelihoods = HashMap.fromList [("", 0.0)], n = 7},
koData =
ClassData{prior = -0.3285040669720361, unseen = -2.995732273553991,
likelihoods = HashMap.fromList [("", 0.0)], n = 18}}),
("at <time-of-day>",
Classifier{okData =
ClassData{prior = -8.4557388028063e-2, unseen = -5.003946305945459,
likelihoods =
HashMap.fromList
[("<time> timezone", -3.898599985096005),
("noon|midnight|EOD|end of day", -3.898599985096005),
("integer after|past <hour-of-day>", -3.898599985096005),
("half after|past <hour-of-day>", -4.304065093204169),
("time-of-day (latent)", -1.6650077635889111),
("hhmm (latent)", -3.6109179126442243),
("<time-of-day> am|pm", -1.7783364488959144),
("hh:mm", -3.3877743613300146),
("about|exactly <time-of-day>", -3.898599985096005),
("hour", -1.0459685551826876),
("<time-of-day> sharp|exactly", -4.304065093204169),
("minute", -2.10684051586795)],
n = 68},
koData =
ClassData{prior = -2.512305623976115, unseen = -3.2188758248682006,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -1.2321436812926323),
("hour", -1.2321436812926323)],
n = 6}}),
("December",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("absorption of , after named day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.332204510175204,
likelihoods =
HashMap.fromList
[("on <date>", -2.1972245773362196),
("Wednesday", -2.6026896854443837),
("Saturday", -2.6026896854443837),
("Monday", -2.1972245773362196),
("Friday", -1.9095425048844386), ("day", -0.8979415932059586),
("Sunday", -2.6026896854443837)],
n = 10},
koData =
ClassData{prior = -infinity, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("September",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("tonight",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("last|past|next <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -4.2626798770413155,
likelihoods =
HashMap.fromList
[("week", -2.456735772821304), ("second", -2.639057329615259),
("day", -2.3025850929940455), ("year", -2.639057329615259),
("<integer> <unit-of-duration>", -0.7827593392496325),
("hour", -2.639057329615259), ("month", -2.639057329615259),
("minute", -2.639057329615259)],
n = 31},
koData =
ClassData{prior = -infinity, unseen = -2.1972245773362196,
likelihoods = HashMap.fromList [], n = 0}}),
("the ides of <named-month>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("March", -0.6931471805599453), ("month", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("on <date>",
Classifier{okData =
ClassData{prior = -0.13353139262452263,
unseen = -4.204692619390966,
likelihoods =
HashMap.fromList
[("Thursday", -1.4816045409242156),
("mm/dd", -3.4965075614664802),
("absorption of , after named day", -3.0910424533583156),
("intersect", -3.0910424533583156),
("Saturday", -2.803360380906535),
("Friday", -3.4965075614664802), ("day", -0.8574502318512216),
("the <day-of-month> (ordinal)", -3.0910424533583156),
("intersect by \",\", \"of\", \"from\", \"'s\"",
-2.803360380906535),
("hour", -3.4965075614664802)],
n = 28},
koData =
ClassData{prior = -2.0794415416798357,
unseen = -2.9444389791664407,
likelihoods =
HashMap.fromList
[("intersect", -1.791759469228055), ("day", -1.2809338454620642),
("intersect by \",\", \"of\", \"from\", \"'s\"",
-1.791759469228055)],
n = 4}}),
("integer (0..19)",
Classifier{okData =
ClassData{prior = -0.10919929196499197,
unseen = -3.9889840465642745,
likelihoods = HashMap.fromList [("", 0.0)], n = 52},
koData =
ClassData{prior = -2.268683541318364, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6}}),
("between <time-of-day> and <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("minuteminute", -0.7884573603642702),
("hh:mmhh:mm", -0.7884573603642702)],
n = 9},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -0.7884573603642702),
("minutehour", -0.7884573603642702)],
n = 9}}),
("Halloween",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Passover",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("from <month> dd-dd (interval)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("Julyinteger (numeric)integer (numeric)", -1.6094379124341003),
("Augustordinal (digits)integer (numeric)",
-1.6094379124341003),
("month", -0.916290731874155),
("Augustordinal (digits)ordinal (digits)",
-1.6094379124341003)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("October",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.995732273553991,
likelihoods = HashMap.fromList [("", 0.0)], n = 18},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("month (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.833213344056216,
likelihoods = HashMap.fromList [("", 0.0)], n = 15},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> more <unit-of-duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("integer (numeric)minute (grain)", -0.6931471805599453),
("minute", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("<time-of-day> o'clock",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Vesak",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Earth Hour",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("in|within|after <duration>",
Classifier{okData =
ClassData{prior = -0.12516314295400605,
unseen = -4.6913478822291435,
likelihoods =
HashMap.fromList
[("week", -3.295836866004329),
("<integer> more <unit-of-duration>", -3.9889840465642745),
("three-quarters of an hour", -3.0726933146901194),
("<integer> + '\"", -3.295836866004329),
("number.number hours", -3.9889840465642745),
("second", -3.58351893845611),
("half a <time-grain>", -3.0726933146901194),
("day", -3.295836866004329), ("year", -3.9889840465642745),
("<integer> <unit-of-duration>", -1.6376087894007967),
("a <unit-of-duration>", -3.0726933146901194),
("quarter of an hour", -3.0726933146901194),
("hour", -2.6026896854443837),
("about|exactly <duration>", -3.9889840465642745),
("half an hour (abbrev).", -3.58351893845611),
("<integer> and an half hour", -3.9889840465642745),
("minute", -1.2809338454620642)],
n = 45},
koData =
ClassData{prior = -2.1400661634962708,
unseen = -3.4339872044851463,
likelihoods =
HashMap.fromList
[("quarter", -2.3025850929940455), ("year", -1.791759469228055),
("<integer> <unit-of-duration>", -1.791759469228055),
("a <unit-of-duration>", -2.3025850929940455)],
n = 6}}),
("January",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("three-quarters of an hour",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Mattu Pongal",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Wednesday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("half after|past <hour-of-day>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> + '\"",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("half <integer> (UK style hour-of-day)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("July",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.833213344056216,
likelihoods = HashMap.fromList [("", 0.0)], n = 15},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("hour (grain)",
Classifier{okData =
ClassData{prior = -0.48550781578170077,
unseen = -2.890371757896165,
likelihoods = HashMap.fromList [("", 0.0)], n = 16},
koData =
ClassData{prior = -0.9555114450274363,
unseen = -2.4849066497880004,
likelihoods = HashMap.fromList [("", 0.0)], n = 10}}),
("Shavuot",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<day> <duration> hence|ago",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("dayyear", -0.8472978603872037),
("Tax Day<integer> <unit-of-duration>", -1.252762968495368),
("Diwali<integer> <unit-of-duration>", -1.252762968495368)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("<ordinal> quarter",
Classifier{okData =
ClassData{prior = -0.4700036292457356, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)", -1.1786549963416462),
("ordinals (first..twentieth,thirtieth,...)quarter (grain)",
-1.466337068793427),
("quarter", -0.7731898882334817)],
n = 5},
koData =
ClassData{prior = -0.9808292530117262,
unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)", -0.8109302162163288),
("quarter", -0.8109302162163288)],
n = 3}}),
("Boss's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Orthodox Easter Sunday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("one twenty two",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("May",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("intersect",
Classifier{okData =
ClassData{prior = -0.4479425363752806, unseen = -6.806829360392176,
likelihoods =
HashMap.fromList
[("Navaratriyear (latent)", -6.11257537285704),
("Father's Dayyear (latent)", -6.11257537285704),
("Ramadanyear (latent)", -6.11257537285704),
("<datetime> - <datetime> (interval)on <date>",
-4.859812404361672),
("Military Spouse Dayyear (latent)", -6.11257537285704),
("Bhai Doojyear (latent)", -6.11257537285704),
("<time-of-day> - <time-of-day> (interval)on <date>",
-4.859812404361672),
("hourday", -4.407827280618615),
("dayhour", -3.309214991950505),
("Martin Luther King's Dayyear (latent)", -5.707110264748875),
("Shemini Atzeretyear (latent)", -6.11257537285704),
("daymonth", -5.196284640982885),
("monthday", -5.707110264748875),
("monthyear", -4.3208159036289855),
("Yom Ha'atzmautyear (latent)", -6.11257537285704),
("Vijayadashamiyear (latent)", -6.11257537285704),
("Administrative Professionals' Dayyear (latent)",
-4.726281011737149),
("Thanksgiving Dayyear (latent)", -5.01396308418893),
("Thai Pongalyear (latent)", -5.419428192297095),
("Thiru Onamyear (latent)", -5.419428192297095),
("Tuesdaythe <day-of-month> (ordinal)", -6.11257537285704),
("from <datetime> - <datetime> (interval)July",
-6.11257537285704),
("houryear", -5.419428192297095),
("this|next <day-of-week>hh(:mm) - <time-of-day> am|pm",
-6.11257537285704),
("Christmas<time-of-day> am|pm", -6.11257537285704),
("last <day-of-week> of <time>year (latent)",
-6.11257537285704),
("<time-of-day> am|pmintersect by \",\", \"of\", \"from\", \"'s\"",
-5.419428192297095),
("<time-of-day> am|pmintersect", -4.859812404361672),
("Earth Houryear (latent)", -6.11257537285704),
("Octoberyear (latent)", -4.608497976080766),
("intersect<time-of-day> am|pm", -6.11257537285704),
("Mattu Pongalyear (latent)", -6.11257537285704),
("Shavuotyear (latent)", -6.11257537285704),
("Dhanterasin <named-month>|year", -6.11257537285704),
("at <time-of-day>in|within|after <duration>",
-6.11257537285704),
("Thursdayhh(:mm) - <time-of-day> am|pm", -6.11257537285704),
("<named-month>|<named-day> <day-of-month> (ordinal)year (latent)",
-5.707110264748875),
("Marchyear (latent)", -6.11257537285704),
("Sukkotyear (latent)", -5.707110264748875),
("intersect by \",\", \"of\", \"from\", \"'s\"year (latent)",
-6.11257537285704),
("Clean Mondayyear (latent)", -5.707110264748875),
("monthhour", -5.707110264748875),
("todayat <time-of-day>", -6.11257537285704),
("Thursday<time> timezone", -4.407827280618615),
("from|since|after <time>December", -6.11257537285704),
("Emergency Medical Services for Children Dayyear (latent)",
-6.11257537285704),
("this <time>hh(:mm) - <time-of-day> am|pm", -6.11257537285704),
("Palm SundaySunday", -5.707110264748875),
("Tax Daythis|last|next <cycle>", -6.11257537285704),
("dayday", -3.915350795520821),
("<time> <part-of-day>at <time-of-day>", -6.11257537285704),
("mm/ddat <time-of-day>", -6.11257537285704),
("tonightat <time-of-day>", -6.11257537285704),
("<time-of-day> am|pmabsorption of , after named day",
-5.419428192297095),
("today<time-of-day> am|pm", -6.11257537285704),
("Februarythe <day-of-month> (ordinal)", -5.707110264748875),
("at <time-of-day><time> <part-of-day>", -6.11257537285704),
("mm/dd<time-of-day> am|pm", -6.11257537285704),
("hourhour", -4.859812404361672),
("<time-of-day> am|pmon <date>", -4.097672352314775),
("Wednesdaythis|last|next <cycle>", -6.11257537285704),
("Lentyear (latent)", -6.11257537285704),
("intersect<named-month> <day-of-month> (non ordinal)",
-4.608497976080766),
("Boghiyear (latent)", -6.11257537285704),
("dayyear", -1.8712486202862937),
("Thursdayfrom|since|after <time>", -5.707110264748875),
("<time-of-day> o'clockin|during the <part-of-day>",
-6.11257537285704),
("Thursdayat <time-of-day>", -5.707110264748875),
("Islamic New Yearyear (latent)", -5.707110264748875),
("Laylat al-Qadryear (latent)", -5.196284640982885),
("Chhathin <named-month>|year", -6.11257537285704),
("Vasant Panchamiin <named-month>|year", -6.11257537285704),
("Diwaliin <named-month>|year", -6.11257537285704),
("Shrove Tuesdayyear (latent)", -6.11257537285704),
("intersect by \",\", \"of\", \"from\" for year<time-of-day> am|pm",
-5.419428192297095),
("<time-of-day> am|pmtomorrow", -5.419428192297095),
("Yom Kippuryear (latent)", -6.11257537285704),
("<part-of-day> of <time>year (latent)", -6.11257537285704),
("minutehour", -5.196284640982885),
("Kaanum Pongalyear (latent)", -5.707110264748875),
("Maha Saptamiyear (latent)", -6.11257537285704),
("at <time-of-day>in|during the <part-of-day>",
-5.707110264748875),
("absorption of , after named day<named-month> <day-of-month> (non ordinal)",
-4.407827280618615),
("for <duration> from <time>December", -6.11257537285704),
("tomorrow<time-of-day> sharp|exactly", -6.11257537285704),
("Thursdayfrom <datetime> - <datetime> (interval)",
-5.196284640982885),
("on <date><named-month> <day-of-month> (non ordinal)",
-5.707110264748875),
("Pentecostyear (latent)", -6.11257537285704),
("Thursdayfrom <time-of-day> - <time-of-day> (interval)",
-5.196284640982885),
("Eid al-Fitryear (latent)", -6.11257537285704),
("Mondayin|during the <part-of-day>", -6.11257537285704),
("Raksha Bandhanyear (latent)", -6.11257537285704),
("tomorrowfrom <time-of-day> - <time-of-day> (interval)",
-5.707110264748875),
("Emancipation Dayyear (latent)", -5.419428192297095),
("Navaratriin <named-month>|year", -6.11257537285704),
("Ashurayear (latent)", -6.11257537285704),
("Chinese New Yearyear (latent)", -6.11257537285704),
("Sundayyear (latent)", -6.11257537285704),
("Lag BaOmeryear (latent)", -6.11257537285704),
("last weekend of <named-month>year (latent)",
-6.11257537285704),
("Eid al-Adhayear (latent)", -5.196284640982885),
("intersectin|during the <part-of-day>", -6.11257537285704),
("Christmasat <time-of-day>", -6.11257537285704),
("Passoveryear (latent)", -6.11257537285704),
("Lazarus Saturdayyear (latent)", -6.11257537285704),
("<day-of-month> (ordinal or number) <named-month>year (latent)",
-6.11257537285704),
("Cyber Mondayyear (latent)", -5.707110264748875),
("Yom HaShoahyear (latent)", -5.707110264748875),
("Thursday<datetime> - <datetime> (interval)",
-5.707110264748875),
("<day-of-month> (ordinal or number) of <named-month>in|during the <part-of-day>",
-6.11257537285704),
("Thai Pongalin <named-month>|year", -6.11257537285704),
("Septemberyear (latent)", -5.707110264748875),
("mm/ddyear (latent)", -6.11257537285704),
("Thursday<time-of-day> - <time-of-day> (interval)",
-4.859812404361672),
("Halloweenyear (latent)", -6.11257537285704),
("<ordinal> last <cycle> of <time>year (latent)",
-5.707110264748875),
("from <time-of-day> - <time-of-day> (interval)on <date>",
-5.419428192297095),
("intersect by \",\", \"of\", \"from\", \"'s\"<time-of-day> am|pm",
-6.11257537285704),
("at <time-of-day>intersect", -5.707110264748875),
("Rosh Hashanahyear (latent)", -5.419428192297095),
("Dhanterasyear (latent)", -6.11257537285704),
("Tu BiShvatyear (latent)", -6.11257537285704),
("Holiyear (latent)", -5.419428192297095),
("<time-of-day> - <time-of-day> (interval)tomorrow",
-6.11257537285704),
("Holika Dahanyear (latent)", -5.419428192297095),
("at <time-of-day>intersect by \",\", \"of\", \"from\", \"'s\"",
-6.11257537285704),
("dayminute", -3.4735180432417816),
("Mawlidyear (latent)", -6.11257537285704),
("from <datetime> - <datetime> (interval)on <date>",
-5.707110264748875),
("<datetime> - <datetime> (interval)tomorrow",
-6.11257537285704),
("Jumu'atul-Widayear (latent)", -5.196284640982885),
("minuteday", -2.4749892131306543),
("absorption of , after named dayintersect", -6.11257537285704),
("intersectyear (latent)", -6.11257537285704),
("Orthodox Easter Sundayyear (latent)", -6.11257537285704),
("<ordinal> <cycle> of <time>year (latent)", -6.11257537285704),
("the <day-of-month> (ordinal)in|during the <part-of-day>",
-6.11257537285704),
("Boss's Dayyear (latent)", -5.707110264748875),
("Global Youth Service Dayyear (latent)", -6.11257537285704),
("Tisha B'Avyear (latent)", -6.11257537285704),
("Isra and Mi'rajyear (latent)", -5.196284640982885),
("at <time-of-day>absorption of , after named day",
-6.11257537285704),
("Christmasyear (latent)", -5.707110264748875),
("Naraka Chaturdashiyear (latent)", -5.707110264748875),
("at <time-of-day>on <date>", -5.01396308418893),
("Emergency Medical Services Weekyear (latent)",
-6.11257537285704),
("between <time-of-day> and <time-of-day> (interval)on <date>",
-4.5031374604229395),
("dayweek", -6.11257537285704),
("Easter Sundayyear (latent)", -5.419428192297095),
("weekyear", -5.01396308418893),
("hh:mmin|during the <part-of-day>", -5.419428192297095),
("<cycle> after|before <time><time-of-day> am|pm",
-5.707110264748875),
("Hanukkahyear (latent)", -5.419428192297095),
("February<time> <part-of-day>", -6.11257537285704),
("National Grandparents Dayyear (latent)", -6.11257537285704),
("Tuesdayin <named-month>|year", -6.11257537285704),
("Great Lentyear (latent)", -6.11257537285704),
("tomorrowat <time-of-day>", -5.419428192297095),
("Labor Dayyear (latent)", -6.11257537285704),
("between <time> and <time>on <date>", -4.5031374604229395),
("absorption of , after named dayintersect by \",\", \"of\", \"from\" for year",
-6.11257537285704),
("last <cycle> of <time>year (latent)", -5.419428192297095),
("at <time-of-day>tomorrow", -5.707110264748875),
("tomorrow<time-of-day> am|pm", -6.11257537285704),
("President's Dayyear (latent)", -6.11257537285704),
("<named-month> <day-of-month> (non ordinal)year (latent)",
-6.11257537285704),
("Diwaliyear (latent)", -6.11257537285704),
("Black Fridayyear (latent)", -5.707110264748875),
("the <ordinal> last <cycle> of <time>year (latent)",
-6.11257537285704),
("in|during the <part-of-day>at <time-of-day>",
-6.11257537285704),
("Chhathyear (latent)", -5.707110264748875),
("Vasant Panchamiyear (latent)", -6.11257537285704),
("Palm Sundayintersect", -6.11257537285704),
("Tax Dayyear (latent)", -5.196284640982885),
("<day-of-month> (ordinal or number) of <month>in|during the <part-of-day>",
-6.11257537285704),
("Februaryintersect", -6.11257537285704),
("Mother's Dayyear (latent)", -6.11257537285704),
("Simchat Torahyear (latent)", -6.11257537285704),
("minuteyear", -6.11257537285704)],
n = 338},
koData =
ClassData{prior = -1.0187150038116695, unseen = -6.413458957167357,
likelihoods =
HashMap.fromList
[("<time-of-day> - <time-of-day> (interval)on <date>",
-4.802380355275797),
("hourday", -4.802380355275797),
("<named-month> <day-of-month> (non ordinal)July",
-5.718671087149952),
("dayhour", -3.153721729688415),
("Tuesdayfrom|since|after <time>", -5.718671087149952),
("daymonth", -3.578604923653681),
("monthday", -5.313205979041787),
("monthyear", -4.465908118654584),
("<time-of-day> am|pmyear (latent)", -5.313205979041787),
("Thai Pongalyear (latent)", -5.025523906590006),
("intersecthh:mm", -5.718671087149952),
("from <datetime> - <datetime> (interval)July",
-5.718671087149952),
("houryear", -4.802380355275797),
("from <time-of-day> - <time-of-day> (interval)July",
-5.718671087149952),
("<time-of-day> am|pmintersect by \",\", \"of\", \"from\", \"'s\"",
-5.025523906590006),
("<time-of-day> am|pmintersect", -4.465908118654584),
("until <time>on <date>", -5.025523906590006),
("Octoberyear (latent)", -5.718671087149952),
("July<day-of-month> (ordinal or number) <named-month>",
-5.718671087149952),
("<named-month>|<named-day> <day-of-month> (ordinal)year (latent)",
-4.465908118654584),
("about|exactly <time-of-day>year (latent)",
-5.718671087149952),
("absorption of , after named dayJuly", -5.313205979041787),
("from|since|after <time>July", -5.718671087149952),
("intersect by \",\", \"of\", \"from\", \"'s\"year (latent)",
-4.802380355275797),
("Clean Mondayyear (latent)", -5.718671087149952),
("monthhour", -5.718671087149952),
("hourmonth", -4.802380355275797),
("todayat <time-of-day>", -5.718671087149952),
("from|since|after <time>December", -5.718671087149952),
("from|since|after <time><time-of-day> am|pm",
-5.718671087149952),
("Mondayyear (latent)", -4.620058798481842),
("dayday", -5.313205979041787),
("mm/ddat <time-of-day>", -5.313205979041787),
("<time-of-day> am|pmon <date>", -4.465908118654584),
("dayyear", -2.698246201005589),
("Thursdaymm/dd", -5.718671087149952),
("New Year's Dayyear (latent)", -5.313205979041787),
("Thursdayfrom|since|after <time>", -4.0139229949115265),
("Thursdayat <time-of-day>", -4.465908118654584),
("<integer> to|till|before <hour-of-day>September",
-5.718671087149952),
("Aprilyear (latent)", -5.718671087149952),
("monthminute", -5.718671087149952),
("<time-of-day> am|pmtomorrow", -5.718671087149952),
("Thursdayhh:mm", -4.802380355275797),
("August<day-of-month> (ordinal or number) <named-month>",
-5.718671087149952),
("minutemonth", -3.926911617921897),
("week-endin <named-month>|year", -5.718671087149952),
("Augustyear (latent)", -5.313205979041787),
("Thursdayfrom <datetime> - <datetime> (interval)",
-5.313205979041787),
("Thursdayfrom <time-of-day> - <time-of-day> (interval)",
-5.313205979041787),
("mm/dd<time-of-day> - <time-of-day> (interval)",
-5.313205979041787),
("tomorrowfrom <time-of-day> - <time-of-day> (interval)",
-5.718671087149952),
("Sundayyear (latent)", -5.025523906590006),
("Christmasat <time-of-day>", -5.718671087149952),
("from|since|after <time>year (latent)", -4.465908118654584),
("<duration> after|before|from <time>December",
-5.718671087149952),
("yesterday<time-of-day> am|pm", -5.718671087149952),
("intersect by \",\", \"of\", \"from\", \"'s\"hh:mm",
-5.718671087149952),
("mm/ddyear (latent)", -5.718671087149952),
("Thursday<time-of-day> - <time-of-day> (interval)",
-5.025523906590006),
("<named-month> <day-of-month> (non ordinal)August",
-5.718671087149952),
("at <time-of-day>intersect", -5.313205979041787),
("hh:mmyear (latent)", -4.620058798481842),
("Holiyear (latent)", -5.718671087149952),
("until <time><time-of-day> am|pm", -5.718671087149952),
("at <time-of-day>intersect by \",\", \"of\", \"from\", \"'s\"",
-5.718671087149952),
("dayminute", -3.192942442841696),
("intersectSeptember", -4.214593690373678),
("minuteday", -2.6506181520163348),
("absorption of , after named dayintersect",
-5.718671087149952),
("Februaryin|during the <part-of-day>", -5.718671087149952),
("hh:mmon <date>", -3.703768066607687),
("Saturdayyear (latent)", -5.718671087149952),
("from|since|after <time>on <date>", -4.802380355275797),
("absorption of , after named daySeptember",
-4.802380355275797),
("Naraka Chaturdashiyear (latent)", -5.718671087149952),
("on <date>September", -5.313205979041787),
("at <time-of-day>on <date>", -5.313205979041787),
("in <named-month>|yearyear (latent)", -5.718671087149952),
("dayweek", -5.718671087149952),
("Easter Sundayyear (latent)", -5.313205979041787),
("Thursday<time-of-day> am|pm", -5.025523906590006),
("weekyear", -5.313205979041787),
("<named-month> <day-of-month> (non ordinal)until <time>",
-5.718671087149952),
("intersect by \",\", \"of\", \"from\" for yearhh:mm",
-5.025523906590006),
("Sundayfrom|since|after <time>", -5.718671087149952),
("absorption of , after named dayFebruary", -4.802380355275797),
("July<integer> to|till|before <hour-of-day>",
-5.718671087149952),
("tomorrowat <time-of-day>", -5.718671087149952),
("<integer> to|till|before <hour-of-day>July",
-5.718671087149952),
("last <cycle> of <time>year (latent)", -5.313205979041787),
("tomorrow<time-of-day> am|pm", -5.718671087149952),
("<named-month> <day-of-month> (non ordinal)year (latent)",
-5.025523906590006),
("Diwaliyear (latent)", -5.313205979041787),
("<time-of-day> - <time-of-day> (interval)July",
-5.718671087149952),
("Fridayyear (latent)", -5.313205979041787),
("minuteyear", -4.465908118654584)],
n = 191}}),
("one eleven",
Classifier{okData =
ClassData{prior = -1.3862943611198906,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -0.2876820724517809,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("after lunch/work/school",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("early morning",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("in <number> (implicit minutes)",
Classifier{okData =
ClassData{prior = -1.2685113254635072,
unseen = -2.4849066497880004,
likelihoods =
HashMap.fromList
[("integer (numeric)", -0.3184537311185346),
("integer (0..19)", -1.2992829841302609)],
n = 9},
koData =
ClassData{prior = -0.33024168687057687,
unseen = -3.258096538021482,
likelihoods =
HashMap.fromList
[("integer (numeric)", -0.1743533871447778),
("integer (0..19)", -1.8325814637483102)],
n = 23}}),
("<ordinal> <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.9444389791664407,
likelihoods =
HashMap.fromList
[("daymonth", -1.791759469228055),
("ordinal (digits)quarter (grain)year (latent)",
-2.1972245773362196),
("quarteryear", -2.1972245773362196),
("ordinals (first..twentieth,thirtieth,...)day (grain)October",
-2.1972245773362196),
("ordinal (digits)day (grain)this|last|next <cycle>",
-2.1972245773362196),
("ordinals (first..twentieth,thirtieth,...)week (grain)intersect",
-2.1972245773362196),
("weekmonth", -1.791759469228055),
("ordinals (first..twentieth,thirtieth,...)week (grain)October",
-2.1972245773362196)],
n = 5},
koData =
ClassData{prior = -infinity, unseen = -2.1972245773362196,
likelihoods = HashMap.fromList [], n = 0}}),
("year (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.4657359027997265,
likelihoods = HashMap.fromList [("", 0.0)], n = 30},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("from <datetime> - <datetime> (interval)",
Classifier{okData =
ClassData{prior = -1.0116009116784799,
unseen = -3.6375861597263857,
likelihoods =
HashMap.fromList
[("minuteminute", -2.001480000210124),
("<day-of-month> (ordinal)<day-of-month> (ordinal)",
-2.917770732084279),
("hh:mmhh:mm", -2.001480000210124),
("dayday", -2.512305623976115),
("<named-month>|<named-day> <day-of-month> (ordinal)<day-of-month> (ordinal)",
-2.917770732084279),
("<time-of-day> am|pmtime-of-day (latent)", -2.917770732084279),
("hourhour", -2.512305623976115),
("<time-of-day> am|pm<time-of-day> am|pm", -2.917770732084279)],
n = 8},
koData =
ClassData{prior = -0.45198512374305727,
unseen = -3.912023005428146,
likelihoods =
HashMap.fromList
[("hourday", -3.1986731175506815),
("dayhour", -2.793208009442517),
("<day-of-month> (ordinal)time-of-day (latent)",
-3.1986731175506815),
("<named-month>|<named-day> <day-of-month> (ordinal)year (latent)",
-3.1986731175506815),
("hh:mmtime-of-day (latent)", -2.2823823856765264),
("minuteminute", -2.793208009442517),
("time-of-day (latent)time-of-day (latent)",
-2.793208009442517),
("dayday", -3.1986731175506815),
("hourhour", -2.505525936990736),
("dayyear", -3.1986731175506815),
("minutehour", -2.2823823856765264),
("hh:mmintersect", -2.793208009442517),
("<day-of-month> (ordinal)<day-of-month> (ordinal or number) <named-month>",
-3.1986731175506815),
("time-of-day (latent)<time-of-day> am|pm",
-3.1986731175506815),
("time-of-day (latent)<day-of-month> (ordinal or number) <named-month>",
-3.1986731175506815),
("<named-month> <day-of-month> (non ordinal)time-of-day (latent)",
-3.1986731175506815)],
n = 14}}),
("Saturday",
Classifier{okData =
ClassData{prior = -0.15415067982725836,
unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -1.9459101490553135,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("the <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("week (grain)<named-month>|<named-day> <day-of-month> (ordinal)",
-1.7346010553881064),
("weekmonth", -1.7346010553881064),
("week (grain)October", -1.7346010553881064),
("week (grain)<named-month> <day-of-month> (non ordinal)",
-1.7346010553881064),
("weekday", -1.2237754316221157)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("number.number hours",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("from <time-of-day> - <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -3.4339872044851463,
likelihoods =
HashMap.fromList
[("minuteminute", -1.6094379124341003),
("hh:mmhh:mm", -1.6094379124341003),
("<time-of-day> am|pmtime-of-day (latent)", -2.70805020110221),
("hourhour", -2.3025850929940455),
("hourminute", -2.3025850929940455),
("time-of-day (latent)<time-of-day> sharp|exactly",
-2.70805020110221),
("time-of-day (latent)hh:mm", -2.70805020110221),
("<time-of-day> am|pm<time-of-day> am|pm", -2.70805020110221)],
n = 9},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -3.4339872044851463,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.6094379124341003),
("time-of-day (latent)time-of-day (latent)",
-2.0149030205422647),
("hourhour", -1.791759469228055),
("minutehour", -1.6094379124341003),
("time-of-day (latent)<time-of-day> am|pm", -2.70805020110221)],
n = 9}}),
("integer 21..99",
Classifier{okData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("integer (numeric)integer (numeric)", -0.6931471805599453),
("integer (20..90)integer (0..19)", -0.6931471805599453)],
n = 4}}),
("Global Youth Service Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Tisha B'Av",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("yyyy-mm-dd",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("year (latent)",
Classifier{okData =
ClassData{prior = -0.13580154115906176,
unseen = -5.135798437050262,
likelihoods =
HashMap.fromList
[("integer (numeric)", -3.614851411631109e-2),
("intersect 2 numbers", -3.7436043538031827)],
n = 165},
koData =
ClassData{prior = -2.063693184711697, unseen = -3.367295829986474,
likelihoods =
HashMap.fromList
[("integer (numeric)", -1.1349799328389845),
("negative numbers", -0.6931471805599453),
("compose by multiplication", -1.9459101490553135)],
n = 24}}),
("mm/dd/yyyy",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<time> for <duration>",
Classifier{okData =
ClassData{prior = -0.40546510810816444, unseen = -2.70805020110221,
likelihoods =
HashMap.fromList
[("dayday", -1.0296194171811581),
("intersect<integer> <unit-of-duration>", -1.9459101490553135),
("<day-of-month> (ordinal or number) <named-month><integer> <unit-of-duration>",
-1.540445040947149),
("from|since|after <time><integer> <unit-of-duration>",
-1.9459101490553135)],
n = 4},
koData =
ClassData{prior = -1.0986122886681098,
unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("monthday", -1.2039728043259361),
("December<integer> <unit-of-duration>", -1.2039728043259361)],
n = 2}}),
("Memorial Day",
Classifier{okData =
ClassData{prior = -0.1823215567939546,
unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -1.791759469228055, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("Monday",
Classifier{okData =
ClassData{prior = -0.5108256237659907, unseen = -2.639057329615259,
likelihoods = HashMap.fromList [("", 0.0)], n = 12},
koData =
ClassData{prior = -0.916290731874155, unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8}}),
("yesterday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<ordinal> quarter <year>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)year (latent)",
-0.6931471805599453),
("quarteryear", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Lincoln's Birthday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("hh:mm:ss",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Emergency Medical Services for Children Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Hanukkah",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Siblings Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<hour-of-day> <integer>",
Classifier{okData =
ClassData{prior = -0.40546510810816444,
unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("at <time-of-day>integer (20..90)", -1.3862943611198906),
("hour", -0.9808292530117262),
("at <time-of-day>integer (numeric)", -1.3862943611198906)],
n = 2},
koData =
ClassData{prior = -1.0986122886681098,
unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("about|exactly <time-of-day>integer (numeric)",
-1.0986122886681098),
("hour", -1.0986122886681098)],
n = 1}}),
("nth <time> of <time>",
Classifier{okData =
ClassData{prior = -0.4700036292457356, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("daymonth", -0.9808292530117262),
("ordinals (first..twentieth,thirtieth,...)Tuesdayintersect",
-2.0794415416798357),
("ordinals (first..twentieth,thirtieth,...)Wednesdayintersect",
-1.6739764335716716),
("ordinals (first..twentieth,thirtieth,...)TuesdayOctober",
-1.6739764335716716)],
n = 5},
koData =
ClassData{prior = -0.9808292530117262,
unseen = -2.5649493574615367,
likelihoods =
HashMap.fromList
[("daymonth", -1.0986122886681098),
("ordinals (first..twentieth,thirtieth,...)TuesdaySeptember",
-1.791759469228055),
("ordinals (first..twentieth,thirtieth,...)WednesdayOctober",
-1.3862943611198906)],
n = 3}}),
("National Grandparents Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("half a <time-grain>",
Classifier{okData =
ClassData{prior = -0.1823215567939546,
unseen = -2.5649493574615367,
likelihoods =
HashMap.fromList
[("hour (grain)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 5},
koData =
ClassData{prior = -1.791759469228055, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("hour (grain)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 1}}),
("Valentine's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("April",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Maha Saptami",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("end of month",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.4849066497880004,
likelihoods = HashMap.fromList [("", 0.0)], n = 10},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("week (grain)",
Classifier{okData =
ClassData{prior = -3.822121282019774e-2,
unseen = -4.3694478524670215,
likelihoods = HashMap.fromList [("", 0.0)], n = 77},
koData =
ClassData{prior = -3.283414346005772, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("<part-of-day> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.0910424533583156,
likelihoods =
HashMap.fromList
[("part of daysintersect by \",\", \"of\", \"from\", \"'s\"",
-2.3513752571634776),
("part of daysintersect", -2.3513752571634776),
("hourday", -0.9650808960435872),
("part of daysthe <day-of-month> (ordinal)",
-2.3513752571634776),
("part of daysthe <day-of-month> (number)",
-2.3513752571634776),
("part of daysthis <time>", -2.3513752571634776),
("part of daysChristmas", -1.9459101490553135)],
n = 7},
koData =
ClassData{prior = -infinity, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("from <time> for <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("dayday", -0.6931471805599453),
("<day-of-month> (ordinal or number) <named-month><integer> <unit-of-duration>",
-0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("six thirty six a.m.",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("integer (numeric)", -1.252762968495368),
("one twenty two", -0.8472978603872037),
("one eleven", -1.252762968495368)],
n = 4},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("Loyalty Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Shrove Tuesday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("now",
Classifier{okData =
ClassData{prior = -0.15415067982725836,
unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -1.9459101490553135,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("<day-of-month> (ordinal or number) of <named-month>",
Classifier{okData =
ClassData{prior = -0.13353139262452263,
unseen = -3.0910424533583156,
likelihoods =
HashMap.fromList
[("ordinal (digits)July", -2.3513752571634776),
("ordinals (first..twentieth,thirtieth,...)March",
-2.3513752571634776),
("ordinal (digits)February", -2.3513752571634776),
("integer (numeric)February", -1.9459101490553135),
("month", -0.9650808960435872),
("ordinal (digits)March", -2.3513752571634776),
("integer (numeric)July", -2.3513752571634776)],
n = 7},
koData =
ClassData{prior = -2.0794415416798357,
unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("ordinal (digits)February", -1.5040773967762742),
("month", -1.5040773967762742)],
n = 1}}),
("this <part-of-day>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("hour", -0.6931471805599453),
("part of days", -0.6931471805599453)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Kaanum Pongal",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Yom Kippur",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Tax Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("powers of tens",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Friday",
Classifier{okData =
ClassData{prior = -0.3677247801253174,
unseen = -2.3978952727983707,
likelihoods = HashMap.fromList [("", 0.0)], n = 9},
koData =
ClassData{prior = -1.1786549963416462, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4}}),
("in|during the <part-of-day>",
Classifier{okData =
ClassData{prior = -8.701137698962981e-2,
unseen = -3.258096538021482,
likelihoods =
HashMap.fromList
[("early morning", -2.5257286443082556),
("hour", -0.7339691750802004),
("part of days", -0.8209805520698302)],
n = 11},
koData =
ClassData{prior = -2.4849066497880004, unseen = -1.791759469228055,
likelihoods =
HashMap.fromList
[("hour", -0.916290731874155),
("part of days", -0.916290731874155)],
n = 1}}),
("tomorrow",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.9444389791664407,
likelihoods = HashMap.fromList [("", 0.0)], n = 17},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("hh(:mm) - <time-of-day> am|pm",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.70805020110221,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Groundhog Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("this|last|next <cycle>",
Classifier{okData =
ClassData{prior = -0.15234072458201878,
unseen = -5.1298987149230735,
likelihoods =
HashMap.fromList
[("week", -1.153672065851137),
("month (grain)", -2.8213788864092133),
("year (grain)", -2.4159137783010487),
("week (grain)", -1.153672065851137),
("quarter", -3.5145260669691587), ("year", -2.4159137783010487),
("month", -2.8213788864092133),
("quarter (grain)", -3.5145260669691587)],
n = 79},
koData =
ClassData{prior = -1.9568392195875037,
unseen = -3.6109179126442243,
likelihoods =
HashMap.fromList
[("week", -1.2809338454620642),
("week (grain)", -1.2809338454620642),
("day", -1.9740810260220096),
("day (grain)", -1.9740810260220096)],
n = 13}}),
("Mother's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Simchat Torah",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("New Year's Eve",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("the <ordinal> <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)year (latent)",
-0.6931471805599453),
("quarteryear", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Raksha Bandhan",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Ashura",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Palm Sunday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Eid al-Adha",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("by <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.70805020110221,
likelihoods =
HashMap.fromList
[("noon|midnight|EOD|end of day", -1.9459101490553135),
("time-of-day (latent)", -1.9459101490553135),
("<time-of-day> am|pm", -1.9459101490553135),
("hh:mm", -1.9459101490553135), ("hour", -1.540445040947149),
("minute", -1.540445040947149)],
n = 4},
koData =
ClassData{prior = -infinity, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [], n = 0}}),
("the <day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = -0.5108256237659907,
unseen = -2.4849066497880004,
likelihoods =
HashMap.fromList
[("ordinals (first..twentieth,thirtieth,...)",
-1.7047480922384253),
("ordinal (digits)", -0.2006706954621511)],
n = 9},
koData =
ClassData{prior = -0.916290731874155, unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("ordinals (first..twentieth,thirtieth,...)",
-0.9808292530117262),
("ordinal (digits)", -0.4700036292457356)],
n = 6}}),
("last weekend of <named-month>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("October", -0.9555114450274363), ("July", -1.8718021769015913),
("month", -0.7731898882334817)],
n = 5},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("the <day-of-month> (number)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Lag BaOmer",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("fractional number",
Classifier{okData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -2.9444389791664407,
likelihoods = HashMap.fromList [("", 0.0)], n = 17}}),
("Sunday",
Classifier{okData =
ClassData{prior = -0.262364264467491, unseen = -2.4849066497880004,
likelihoods = HashMap.fromList [("", 0.0)], n = 10},
koData =
ClassData{prior = -1.466337068793427, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("Chinese New Year",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("February",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.70805020110221,
likelihoods = HashMap.fromList [("", 0.0)], n = 13},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Emancipation Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("minute (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.833213344056216,
likelihoods = HashMap.fromList [("", 0.0)], n = 15},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("last|this|next <season>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("the <ordinal> quarter",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)", -0.6931471805599453),
("quarter", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)", -0.6931471805599453),
("quarter", -0.6931471805599453)],
n = 1}}),
("time-of-day (latent)",
Classifier{okData =
ClassData{prior = -0.635159922909596, unseen = -4.31748811353631,
likelihoods =
HashMap.fromList
[("integer (numeric)", -0.11441035117774422),
("integer (0..19)", -2.3581549441488563)],
n = 71},
koData =
ClassData{prior = -0.7547050735593787, unseen = -4.204692619390966,
likelihoods =
HashMap.fromList
[("integer (numeric)", -7.878087785311434e-2),
("integer (0..19)", -3.0910424533583156),
("integer 21..99", -3.4965075614664802)],
n = 63}}),
("beginning of year",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("last <day-of-week> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("daymonth", -0.916290731874155),
("SundayMarch", -1.6094379124341003),
("MondayMarch", -1.6094379124341003),
("Sundayintersect", -1.6094379124341003)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> <unit-of-duration>",
Classifier{okData =
ClassData{prior = -0.13192754304254806, unseen = -5.19295685089021,
likelihoods =
HashMap.fromList
[("week", -2.5483284762254965),
("integer (0..19)year (grain)", -2.9901612285045354),
("integer (numeric)day (grain)", -2.622436448379218),
("integer (0..19)second (grain) ", -3.801091444720864),
("integer (0..19)hour (grain)", -3.107944264160919),
("second", -3.3956263366127),
("integer (numeric)second (grain) ", -4.088773517172645),
("integer (numeric)year (grain)", -3.2414756567854415),
("day", -2.3541724617845388), ("year", -2.479335604738545),
("integer (numeric)week (grain)", -3.107944264160919),
("integer (0..19)month (grain)", -3.577947893406655),
("hour", -2.7024791560527546), ("month", -3.2414756567854415),
("integer (numeric)minute (grain)", -3.2414756567854415),
("integer (0..19)minute (grain)", -3.107944264160919),
("integer (numeric)month (grain)", -4.088773517172645),
("minute", -2.5483284762254965),
("integer (numeric)hour (grain)", -3.577947893406655),
("integer (0..19)day (grain)", -3.577947893406655),
("integer (0..19)week (grain)", -3.2414756567854415)],
n = 78},
koData =
ClassData{prior = -2.0907410969337694, unseen = -3.828641396489095,
likelihoods =
HashMap.fromList
[("quarter", -3.1135153092103742), ("hour", -1.4087672169719492),
("integer (numeric)hour (grain)", -1.4087672169719492),
("integer (0..19)quarter (grain)", -3.1135153092103742)],
n = 11}}),
("hhmm (latent)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<time-of-day> am|pm",
Classifier{okData =
ClassData{prior = -0.2546422183735807, unseen = -5.37989735354046,
likelihoods =
HashMap.fromList
[("from|since|after <time>", -3.765840495250065),
("integer after|past <hour-of-day>", -3.9889840465642745),
("at <time-of-day>", -2.1564025828159643),
("<time-of-day> o'clock", -4.276666119016055),
("half after|past <hour-of-day>", -4.276666119016055),
("time-of-day (latent)", -1.7117167615545186),
("hhmm (latent)", -4.68213122712422),
("hh:mm", -2.330755969960742),
("quarter after|past <hour-of-day>", -4.68213122712422),
("until <time>", -3.9889840465642745),
("about|exactly <time-of-day>", -4.68213122712422),
("hour", -1.1856236656577395),
("<time-of-day> sharp|exactly", -4.68213122712422),
("minute", -1.791759469228055)],
n = 100},
koData =
ClassData{prior = -1.492516574375198, unseen = -4.31748811353631,
likelihoods =
HashMap.fromList
[("<integer> to|till|before <hour-of-day>", -3.20545280453606),
("from|since|after <time>", -3.20545280453606),
("<hour-of-day> <integer>", -3.6109179126442243),
("time-of-day (latent)", -1.085189268335969),
("hour", -1.0459685551826876), ("minute", -2.6946271807700692)],
n = 29}}),
("Yom Ha'atzmaut",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("from <day-of-month> (ordinal or number) to <day-of-month> (ordinal or number) <named-month> (interval)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("ordinal (digits)ordinal (digits)July", -1.252762968495368),
("integer (numeric)integer (numeric)July", -1.252762968495368),
("month", -0.8472978603872037)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("Thiru Onam",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Thai Pongal",
Classifier{okData =
ClassData{prior = -0.5596157879354228, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -0.8472978603872037,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("Vijayadashami",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Administrative Professionals' Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Thanksgiving Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.5649493574615367,
likelihoods = HashMap.fromList [("", 0.0)], n = 11},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("part of <named-month>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("March", -0.6931471805599453), ("month", -0.6931471805599453)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("a <unit-of-duration>",
Classifier{okData =
ClassData{prior = -0.5306282510621704,
unseen = -3.5553480614894135,
likelihoods =
HashMap.fromList
[("week", -2.1400661634962708),
("year (grain)", -2.4277482359480516),
("second", -2.833213344056216),
("week (grain)", -2.1400661634962708),
("day", -2.1400661634962708),
("minute (grain)", -2.833213344056216),
("year", -2.4277482359480516),
("second (grain) ", -2.833213344056216),
("minute", -2.833213344056216),
("day (grain)", -2.1400661634962708)],
n = 10},
koData =
ClassData{prior = -0.8873031950009028, unseen = -3.367295829986474,
likelihoods =
HashMap.fromList
[("hour (grain)", -1.7227665977411035),
("quarter", -1.9459101490553135), ("hour", -1.7227665977411035),
("quarter (grain)", -1.9459101490553135)],
n = 7}}),
("at the beginning|end of <year>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("year (latent)", -0.6931471805599453),
("year", -0.6931471805599453)],
n = 4},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Dhanteras",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Tu BiShvat",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Whit Monday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("hh:mm",
Classifier{okData =
ClassData{prior = -5.6352936551131744e-2,
unseen = -4.2626798770413155,
likelihoods = HashMap.fromList [("", 0.0)], n = 69},
koData =
ClassData{prior = -2.9041650800285006, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4}}),
("Holi",
Classifier{okData =
ClassData{prior = -0.2876820724517809,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -1.3862943611198906,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("Rosh Hashanah",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> <named-day> ago|back",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("integer (numeric)Thursday", -0.6931471805599453),
("day", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("Holika Dahan",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("quarter of an hour",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("second (grain) ",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("ordinals (first..twentieth,thirtieth,...)",
Classifier{okData =
ClassData{prior = -5.406722127027582e-2,
unseen = -2.995732273553991,
likelihoods = HashMap.fromList [("", 0.0)], n = 18},
koData =
ClassData{prior = -2.9444389791664407,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("Mawlid",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Jumu'atul-Wida",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("quarter after|past <hour-of-day>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.6931471805599453),
("hour", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("until <time>",
Classifier{okData =
ClassData{prior = -1.1786549963416462, unseen = -3.295836866004329,
likelihoods =
HashMap.fromList
[("year (latent)", -2.159484249353372),
("time-of-day (latent)", -2.5649493574615367),
("year", -2.159484249353372),
("<time-of-day> am|pm", -1.8718021769015913),
("hh:mm", -2.159484249353372), ("hour", -2.159484249353372),
("minute", -1.6486586255873816)],
n = 8},
koData =
ClassData{prior = -0.3677247801253174,
unseen = -3.8501476017100584,
likelihoods =
HashMap.fromList
[("intersect", -2.2192034840549946),
("yesterday", -2.7300291078209855),
("day", -2.7300291078209855),
("time-of-day (latent)", -1.6314168191528755),
("hh:mm", -2.2192034840549946), ("hour", -1.5260563034950494),
("minute", -1.749199854809259)],
n = 18}}),
("the <cycle> after|before <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("day (grain)tomorrow", -1.252762968495368),
("dayday", -0.8472978603872037),
("day (grain)yesterday", -1.252762968495368)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("about|exactly <time-of-day>",
Classifier{okData =
ClassData{prior = -0.15415067982725836,
unseen = -3.6109179126442243,
likelihoods =
HashMap.fromList
[("week", -1.791759469228055),
("hh(:mm) - <time-of-day> am|pm", -2.890371757896165),
("this|last|next <cycle>", -1.791759469228055),
("day", -2.4849066497880004),
("time-of-day (latent)", -2.890371757896165),
("hhmm (latent)", -2.4849066497880004),
("<time-of-day> am|pm", -2.890371757896165),
("hour", -2.1972245773362196),
("next <time>", -2.890371757896165),
("this|next <day-of-week>", -2.890371757896165),
("minute", -2.4849066497880004)],
n = 12},
koData =
ClassData{prior = -1.9459101490553135, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("mm/dd", -2.0794415416798357), ("day", -2.0794415416798357),
("time-of-day (latent)", -2.0794415416798357),
("hour", -2.0794415416798357)],
n = 2}}),
("Sukkot",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<day> in <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.70805020110221,
likelihoods =
HashMap.fromList
[("monthyear", -1.540445040947149),
("Marcha <unit-of-duration>", -1.9459101490553135),
("March<integer> <unit-of-duration>", -1.9459101490553135),
("Vijayadashami<integer> <unit-of-duration>",
-1.9459101490553135),
("dayyear", -1.540445040947149),
("Tax Day<integer> <unit-of-duration>", -1.9459101490553135)],
n = 4},
koData =
ClassData{prior = -infinity, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [], n = 0}}),
("World Vegan Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("intersect by \",\", \"of\", \"from\", \"'s\"",
Classifier{okData =
ClassData{prior = -0.5198754592859085, unseen = -4.990432586778736,
likelihoods =
HashMap.fromList
[("Wednesday<named-month> <day-of-month> (non ordinal)",
-4.290459441148391),
("dayhour", -3.884994333040227),
("daymonth", -3.0376964726530233),
("<named-month> <day-of-month> (non ordinal)Friday",
-4.290459441148391),
("Friday<named-month> <day-of-month> (non ordinal)",
-3.597312260588446),
("Wednesdayintersect", -4.290459441148391),
("Labor Daythis|last|next <cycle>", -4.290459441148391),
("Black Fridaythis|last|next <cycle>", -4.290459441148391),
("<part-of-day> of <time>February", -4.290459441148391),
("Saturday<time-of-day> am|pm", -4.290459441148391),
("Martin Luther King's Daythis|last|next <cycle>",
-3.884994333040227),
("on <date><time-of-day> am|pm", -4.290459441148391),
("hourmonth", -4.290459441148391),
("Fridayintersect by \",\", \"of\", \"from\" for year",
-4.290459441148391),
("dayday", -2.4186572642467996),
("the <day-of-month> (ordinal)February", -3.884994333040227),
("WednesdayOctober", -4.290459441148391),
("Wednesdaythis|last|next <cycle>", -3.884994333040227),
("intersect<named-month> <day-of-month> (non ordinal)",
-3.3741687092742363),
("dayyear", -3.0376964726530233),
("Saturday<named-month> <day-of-month> (non ordinal)",
-4.290459441148391),
("Thursdayhh:mm", -3.884994333040227),
("Thanksgiving Daythis|last|next <cycle>", -4.290459441148391),
("Memorial Daythis|last|next <cycle>", -4.290459441148391),
("on <date><named-month> <day-of-month> (non ordinal)",
-3.884994333040227),
("TuesdayOctober", -4.290459441148391),
("the <day-of-month> (ordinal)March", -4.290459441148391),
("Mondaythis|last|next <cycle>", -4.290459441148391),
("Fridayintersect", -4.290459441148391),
("Thursday<datetime> - <datetime> (interval)",
-3.884994333040227),
("Thursday<time-of-day> - <time-of-day> (interval)",
-3.884994333040227),
("Tuesdaythis|last|next <cycle>", -4.290459441148391),
("Sunday<named-month> <day-of-month> (non ordinal)",
-4.290459441148391),
("dayminute", -2.9041650800285006),
("minuteday", -3.3741687092742363),
("this|last|next <cycle>Sunday", -4.290459441148391),
("Sundaythis|last|next <cycle>", -4.290459441148391),
("weekday", -4.290459441148391),
("dayweek", -3.1918471524802814),
("Monday<named-month> <day-of-month> (non ordinal)",
-3.884994333040227)],
n = 44},
koData =
ClassData{prior = -0.9028677115420143, unseen = -4.77912349311153,
likelihoods =
HashMap.fromList
[("week-endJuly", -4.07753744390572),
("week-endOctober", -3.3843902633457743),
("daymonth", -1.8803128665695),
("TuesdaySeptember", -4.07753744390572),
("Wednesdayintersect", -4.07753744390572),
("hourmonth", -2.9789251552376097),
("Fridaythis|last|next <cycle>", -4.07753744390572),
("SundayFebruary", -4.07753744390572),
("WednesdayOctober", -4.07753744390572),
("week-endintersect", -4.07753744390572),
("dayyear", -4.07753744390572),
("FridayJuly", -3.672072335797555),
("FridaySeptember", -4.07753744390572),
("WednesdayFebruary", -4.07753744390572),
("minutemonth", -3.1612467120315646),
("SundayMarch", -4.07753744390572),
("MondayFebruary", -3.672072335797555),
("Fridayintersect", -4.07753744390572),
("Thursday<time-of-day> - <time-of-day> (interval)",
-3.672072335797555),
("dayminute", -3.3843902633457743),
("SaturdaySeptember", -4.07753744390572),
("intersectSeptember", -3.1612467120315646),
("MondayMarch", -4.07753744390572),
("on <date>September", -3.672072335797555),
("Tuesdayintersect", -4.07753744390572),
("Sundayintersect", -4.07753744390572)],
n = 30}}),
("last <time>",
Classifier{okData =
ClassData{prior = -0.4595323293784402,
unseen = -3.6635616461296463,
likelihoods =
HashMap.fromList
[("Father's Day", -2.9444389791664407),
("Martin Luther King's Day", -2.9444389791664407),
("Cyber Monday", -2.9444389791664407),
("Memorial Day", -2.9444389791664407),
("Mother's Day", -2.9444389791664407),
("day", -1.1526795099383855), ("Sunday", -2.9444389791664407),
("Chinese New Year", -2.538973871058276),
("Thanksgiving Day", -2.9444389791664407),
("Easter Sunday", -2.9444389791664407),
("hour", -2.9444389791664407), ("Tuesday", -2.9444389791664407),
("week-end", -2.9444389791664407)],
n = 12},
koData =
ClassData{prior = -0.9985288301111273, unseen = -3.367295829986474,
likelihoods =
HashMap.fromList
[("Monday", -2.639057329615259), ("day", -2.2335922215070942),
("Sunday", -2.639057329615259), ("hour", -1.540445040947149),
("week-end", -1.540445040947149)],
n = 7}}),
("March",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.044522437723423,
likelihoods = HashMap.fromList [("", 0.0)], n = 19},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<named-month>|<named-day> <day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = -0.2231435513142097, unseen = -3.258096538021482,
likelihoods =
HashMap.fromList
[("Octoberordinal (digits)", -2.120263536200091),
("Thursdayordinal (digits)", -2.5257286443082556),
("day", -2.120263536200091),
("Augustordinal (digits)", -2.5257286443082556),
("Marchordinals (first..twentieth,thirtieth,...)",
-2.120263536200091),
("Tuesdayordinal (digits)", -2.5257286443082556),
("month", -1.2729656758128873),
("Marchordinal (digits)", -2.5257286443082556)],
n = 8},
koData =
ClassData{prior = -1.6094379124341003, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("from|since|after <time>ordinal (digits)",
-1.8718021769015913),
("Augustordinal (digits)", -1.8718021769015913),
("month", -1.466337068793427)],
n = 2}}),
("Labor Day weekend",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Clean Monday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("ordinal (digits)", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Emergency Medical Services Week",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Veterans Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Easter Sunday",
Classifier{okData =
ClassData{prior = -0.2876820724517809,
unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -1.3862943611198906,
unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2}}),
("Christmas",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.4849066497880004,
likelihoods = HashMap.fromList [("", 0.0)], n = 10},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("mm.dd.yyyy",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Isra and Mi'raj",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<duration> after|before|from <time>",
Classifier{okData =
ClassData{prior = -0.3184537311185346,
unseen = -3.5263605246161616,
likelihoods =
HashMap.fromList
[("a <unit-of-duration>now", -2.803360380906535),
("a <unit-of-duration>Christmas", -2.803360380906535),
("dayday", -2.803360380906535),
("<integer> <unit-of-duration>today", -2.803360380906535),
("daysecond", -2.803360380906535),
("a <unit-of-duration>right now", -2.803360380906535),
("minutenograin", -2.803360380906535),
("<integer> <unit-of-duration>Christmas", -2.803360380906535),
("<integer> <unit-of-duration>Easter Sunday",
-2.803360380906535),
("secondnograin", -2.803360380906535),
("yearday", -2.1102132003465894),
("daynograin", -2.803360380906535),
("<integer> <unit-of-duration>now", -2.3978952727983707)],
n = 8},
koData =
ClassData{prior = -1.2992829841302609,
unseen = -3.1780538303479458,
likelihoods =
HashMap.fromList
[("dayhour", -2.4423470353692043),
("<integer> <unit-of-duration><day-of-month> (ordinal)",
-2.4423470353692043),
("dayday", -2.03688192726104),
("<integer> <unit-of-duration>time-of-day (latent)",
-2.4423470353692043),
("<integer> <unit-of-duration><day-of-month> (ordinal or number) <named-month>",
-2.4423470353692043)],
n = 3}}),
("<day-of-month> (ordinal or number) of <month>",
Classifier{okData =
ClassData{prior = -8.004270767353637e-2,
unseen = -3.5263605246161616,
likelihoods =
HashMap.fromList
[("ordinal (digits)July", -2.803360380906535),
("ordinals (first..twentieth,thirtieth,...)March",
-2.803360380906535),
("ordinal (digits)this|last|next <cycle>", -2.1102132003465894),
("integer (numeric)this|last|next <cycle>",
-2.3978952727983707),
("ordinal (digits)February", -2.803360380906535),
("integer (numeric)February", -2.3978952727983707),
("month", -0.9315582040049435),
("ordinal (digits)March", -2.803360380906535),
("integer (numeric)July", -2.803360380906535)],
n = 12},
koData =
ClassData{prior = -2.5649493574615367,
unseen = -2.4849066497880004,
likelihoods =
HashMap.fromList
[("ordinal (digits)February", -1.7047480922384253),
("month", -1.7047480922384253)],
n = 1}}),
("Independence Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("decimal number",
Classifier{okData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("Naraka Chaturdashi",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("beginning of month",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("next <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.6888794541139363,
likelihoods =
HashMap.fromList
[("Martin Luther King's Day", -2.9704144655697013),
("Halloween", -2.9704144655697013),
("Wednesday", -2.9704144655697013),
("Boss's Day", -2.9704144655697013),
("Memorial Day", -2.9704144655697013),
("Monday", -2.9704144655697013),
("Tax Day", -2.9704144655697013),
("Mother's Day", -2.9704144655697013),
("day", -1.0986122886681098),
("Thanksgiving Day", -2.9704144655697013),
("March", -2.9704144655697013), ("month", -2.9704144655697013),
("Tuesday", -2.277267285009756)],
n = 13},
koData =
ClassData{prior = -infinity, unseen = -2.639057329615259,
likelihoods = HashMap.fromList [], n = 0}}),
("<time-of-day> sharp|exactly",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("at <time-of-day>", -2.1400661634962708),
("time-of-day (latent)", -2.1400661634962708),
("hhmm (latent)", -2.1400661634962708),
("<time-of-day> am|pm", -2.1400661634962708),
("hh:mm", -2.1400661634962708), ("hour", -1.7346010553881064),
("minute", -1.4469189829363254)],
n = 5},
koData =
ClassData{prior = -infinity, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("in <named-month>|year",
Classifier{okData =
ClassData{prior = -0.2719337154836418,
unseen = -3.6635616461296463,
likelihoods =
HashMap.fromList
[("<year> (bc|ad)", -1.845826690498331),
("October", -2.9444389791664407),
("year (latent)", -1.3350010667323402),
("year", -0.9295359586241757), ("March", -2.9444389791664407),
("month", -2.538973871058276)],
n = 16},
koData =
ClassData{prior = -1.4350845252893227, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("October", -1.6739764335716716),
("year (latent)", -1.3862943611198906),
("year", -1.3862943611198906), ("month", -1.6739764335716716)],
n = 5}}),
("Islamic New Year",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Lent",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("negative numbers",
Classifier{okData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -3.332204510175204,
likelihoods =
HashMap.fromList
[("integer (numeric)", -7.696104113612832e-2),
("integer (0..19)", -2.6026896854443837)],
n = 25}}),
("about|exactly <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("half a <time-grain>", -0.6931471805599453),
("minute", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("<time> before last|after next",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("Wednesday", -1.8718021769015913),
("Friday", -1.466337068793427), ("day", -1.1786549963416462),
("March", -1.8718021769015913), ("month", -1.8718021769015913)],
n = 4},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("by the end of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("this|last|next <cycle>", -0.6931471805599453),
("month", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("half an hour (abbrev).",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("hhmm (military) am|pm",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<datetime> - <datetime> (interval)",
Classifier{okData =
ClassData{prior = -0.5596157879354228, unseen = -4.127134385045092,
likelihoods =
HashMap.fromList
[("intersecthh:mm", -3.012261575505202),
("from|since|after <time>hh:mm", -2.501435951739211),
("minuteminute", -1.2776605201170952),
("hh:mmhh:mm", -1.9136492868370918),
("dayday", -3.012261575505202),
("hourhour", -3.012261575505202),
("<named-month> <day-of-month> (non ordinal)<named-month> <day-of-month> (non ordinal)",
-3.012261575505202),
("intersect by \",\", \"of\", \"from\", \"'s\"hh:mm",
-3.012261575505202),
("<time-of-day> am|pm<time-of-day> am|pm", -3.012261575505202)],
n = 20},
koData =
ClassData{prior = -0.8472978603872037, unseen = -3.951243718581427,
likelihoods =
HashMap.fromList
[("hourday", -3.2386784521643803),
("<named-month> <day-of-month> (non ordinal)July",
-3.2386784521643803),
("daymonth", -2.833213344056216),
("<time-of-day> am|pmintersect", -3.2386784521643803),
("hh:mm<time-of-day> am|pm", -2.833213344056216),
("minuteminute", -1.9859154836690123),
("from|since|after <time><time-of-day> am|pm",
-3.2386784521643803),
("dayday", -3.2386784521643803),
("from|since|after <time><day-of-month> (ordinal or number) <named-month>",
-2.833213344056216),
("hourhour", -2.5455312716044354),
("minutehour", -2.833213344056216),
("hh:mmintersect", -2.322387720290225),
("<named-month> <day-of-month> (non ordinal)August",
-3.2386784521643803),
("about|exactly <time-of-day><time-of-day> am|pm",
-3.2386784521643803),
("from|since|after <time>intersect", -2.833213344056216)],
n = 15}}),
("Tuesday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.639057329615259,
likelihoods = HashMap.fromList [("", 0.0)], n = 12},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("New Year's Day",
Classifier{okData =
ClassData{prior = -1.6094379124341003,
unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -0.2231435513142097,
unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8}}),
("fortnight",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Memorial Day weekend",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> and an half hour",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Laylat al-Qadr",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Boghi",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("at the beginning|end of <named-month>",
Classifier{okData =
ClassData{prior = -0.2231435513142097,
unseen = -2.5649493574615367,
likelihoods =
HashMap.fromList
[("January", -1.3862943611198906),
("April", -1.3862943611198906), ("month", -0.8754687373538999)],
n = 4},
koData =
ClassData{prior = -1.6094379124341003,
unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("October", -1.0986122886681098),
("month", -1.0986122886681098)],
n = 1}}),
("<time-of-day> - <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = -1.0296194171811581, unseen = -4.110873864173311,
likelihoods =
HashMap.fromList
[("from|since|after <time>hh:mm", -2.4849066497880004),
("minuteminute", -1.529395204760564),
("from|since|after <time><time-of-day> am|pm",
-3.4011973816621555),
("hh:mmhh:mm", -1.8971199848858813),
("<time-of-day> am|pmtime-of-day (latent)", -2.70805020110221),
("hourhour", -1.8971199848858813),
("from|since|after <time>time-of-day (latent)",
-3.4011973816621555),
("<time-of-day> am|pm<time-of-day> am|pm", -2.70805020110221)],
n = 20},
koData =
ClassData{prior = -0.4418327522790392, unseen = -4.532599493153256,
likelihoods =
HashMap.fromList
[("about|exactly <time-of-day>time-of-day (latent)",
-3.828641396489095),
("until <time>time-of-day (latent)", -2.575878427993727),
("hh:mmtime-of-day (latent)", -2.12389330425067),
("hh:mm<time-of-day> am|pm", -3.4231762883809305),
("from|since|after <time><time-of-day> am|pm",
-3.828641396489095),
("<time-of-day> am|pmtime-of-day (latent)", -3.828641396489095),
("at <time-of-day><time-of-day> am|pm", -3.828641396489095),
("hourhour", -1.6314168191528755),
("from|since|after <time><integer> to|till|before <hour-of-day>",
-3.828641396489095),
("hourminute", -3.828641396489095),
("minutehour", -1.5773495978825998),
("until <time><time-of-day> am|pm", -3.4231762883809305),
("about|exactly <time-of-day><time-of-day> am|pm",
-3.828641396489095),
("from|since|after <time>time-of-day (latent)",
-2.575878427993727),
("at <time-of-day>time-of-day (latent)", -3.4231762883809305),
("<integer> to|till|before <hour-of-day>time-of-day (latent)",
-3.4231762883809305)],
n = 36}}),
("military spelled out numbers am|pm",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods =
HashMap.fromList [("integer (0..19)integer (20..90)", 0.0)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("winter",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("nth <time> after <time>",
Classifier{okData =
ClassData{prior = -0.6931471805599453, unseen = -1.791759469228055,
likelihoods =
HashMap.fromList
[("dayday", -0.916290731874155),
("ordinals (first..twentieth,thirtieth,...)Tuesdayintersect",
-0.916290731874155)],
n = 1},
koData =
ClassData{prior = -0.6931471805599453, unseen = -1.791759469228055,
likelihoods =
HashMap.fromList
[("dayday", -0.916290731874155),
("ordinals (first..twentieth,thirtieth,...)TuesdayChristmas",
-0.916290731874155)],
n = 1}}),
("<named-month> <day-of-month> (non ordinal)",
Classifier{okData =
ClassData{prior = -0.42121346507630353,
unseen = -3.951243718581427,
likelihoods =
HashMap.fromList
[("Augustinteger (numeric)", -2.5455312716044354),
("Marchinteger (numeric)", -2.833213344056216),
("Aprilinteger (numeric)", -3.2386784521643803),
("month", -0.8407831793660099),
("Februaryinteger (numeric)", -1.9859154836690123),
("Septemberinteger (numeric)", -2.833213344056216),
("Octoberinteger (numeric)", -2.833213344056216),
("Julyinteger (numeric)", -2.1400661634962708)],
n = 21},
koData =
ClassData{prior = -1.067840630001356, unseen = -3.4657359027997265,
likelihoods =
HashMap.fromList
[("Augustinteger (numeric)", -2.3353749158170367),
("Marchinteger (numeric)", -2.740840023925201),
("Aprilinteger (numeric)", -2.740840023925201),
("month", -0.9490805546971459),
("from|since|after <time>integer (numeric)",
-2.3353749158170367),
("Julyinteger (numeric)", -1.6422277352570913)],
n = 11}}),
("President's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [("", 0.0)], n = 5},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Diwali",
Classifier{okData =
ClassData{prior = -0.2876820724517809,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -1.3862943611198906,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("last night",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("this|next <day-of-week>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.995732273553991,
likelihoods =
HashMap.fromList
[("Thursday", -2.2512917986064953),
("Wednesday", -2.2512917986064953),
("Monday", -1.845826690498331), ("day", -0.8649974374866046),
("Tuesday", -1.55814461804655)],
n = 7},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("ordinal (digits)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.784189633918261,
likelihoods = HashMap.fromList [("", 0.0)], n = 42},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("quarter (grain)",
Classifier{okData =
ClassData{prior = -0.2876820724517809, unseen = -2.639057329615259,
likelihoods = HashMap.fromList [("", 0.0)], n = 12},
koData =
ClassData{prior = -1.3862943611198906, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4}}),
("last <cycle> of <time>",
Classifier{okData =
ClassData{prior = -0.916290731874155, unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("day (grain)October", -1.9924301646902063),
("daymonth", -1.4816045409242156),
("day (grain)intersect", -1.9924301646902063),
("weekmonth", -1.9924301646902063),
("week (grain)intersect", -2.3978952727983707),
("week (grain)September", -2.3978952727983707)],
n = 6},
koData =
ClassData{prior = -0.5108256237659907, unseen = -3.367295829986474,
likelihoods =
HashMap.fromList
[("daymonth", -2.2335922215070942),
("day (grain)May", -2.2335922215070942),
("week (grain)year (latent)", -1.9459101490553135),
("weekmonth", -1.7227665977411035),
("week (grain)October", -2.2335922215070942),
("weekyear", -1.9459101490553135),
("week (grain)intersect", -2.2335922215070942)],
n = 9}}),
("Chhath",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Vasant Panchami",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("<day-of-month>(ordinal) <named-month> year",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("ordinal (digits)April", -0.6931471805599453),
("month", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("the <ordinal> last <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.9444389791664407,
likelihoods =
HashMap.fromList
[("ordinals (first..twentieth,thirtieth,...)week (grain)year (latent)",
-2.1972245773362196),
("daymonth", -2.1972245773362196),
("ordinal (digits)day (grain)May", -2.1972245773362196),
("ordinals (first..twentieth,thirtieth,...)week (grain)intersect",
-2.1972245773362196),
("weekmonth", -1.791759469228055),
("ordinal (digits)week (grain)year (latent)",
-2.1972245773362196),
("weekyear", -1.791759469228055),
("ordinals (first..twentieth,thirtieth,...)week (grain)October",
-2.1972245773362196)],
n = 5},
koData =
ClassData{prior = -infinity, unseen = -2.1972245773362196,
likelihoods = HashMap.fromList [], n = 0}}),
("Black Friday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Labor Day",
Classifier{okData =
ClassData{prior = -0.2876820724517809,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -1.3862943611198906,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("week-end",
Classifier{okData =
ClassData{prior = -1.5040773967762742,
unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -0.25131442828090605,
unseen = -2.1972245773362196,
likelihoods = HashMap.fromList [("", 0.0)], n = 7}}),
("Great Lent",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Maundy Thursday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("day (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.4339872044851463,
likelihoods = HashMap.fromList [("", 0.0)], n = 29},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("right now",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("for <duration> from <time>",
Classifier{okData =
ClassData{prior = -0.40546510810816444,
unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("<integer> <unit-of-duration><day-of-month> (ordinal)",
-1.5040773967762742),
("dayday", -1.0986122886681098),
("<integer> <unit-of-duration><day-of-month> (ordinal or number) <named-month>",
-1.5040773967762742)],
n = 2},
koData =
ClassData{prior = -1.0986122886681098,
unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("dayhour", -1.252762968495368),
("<integer> <unit-of-duration>time-of-day (latent)",
-1.252762968495368)],
n = 1}}),
("compose by multiplication",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList [("integer (0..19)powers of tens", 0.0)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("end of year",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.4849066497880004,
likelihoods = HashMap.fromList [("", 0.0)], n = 10},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("between <time> and <time>",
Classifier{okData =
ClassData{prior = -1.0986122886681098,
unseen = -3.1780538303479458,
likelihoods =
HashMap.fromList
[("minuteminute", -0.832909122935104),
("hh:mmhh:mm", -0.832909122935104)],
n = 9},
koData =
ClassData{prior = -0.40546510810816444,
unseen = -3.7376696182833684,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.410986973710262),
("minuteminute", -1.410986973710262),
("minutehour", -1.410986973710262),
("hh:mmintersect", -1.410986973710262)],
n = 18}}),
("<month> dd-dd (interval)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.4657359027997265,
likelihoods =
HashMap.fromList
[("from|since|after <time>integer (numeric)integer (numeric)",
-2.740840023925201),
("from|since|after <time>ordinal (digits)ordinal (digits)",
-2.740840023925201),
("Julyinteger (numeric)integer (numeric)", -1.6422277352570913),
("Augustordinal (digits)integer (numeric)",
-2.3353749158170367),
("from|since|after <time>ordinal (digits)integer (numeric)",
-2.740840023925201),
("month", -0.8690378470236094),
("Augustordinal (digits)ordinal (digits)",
-2.3353749158170367)],
n = 12},
koData =
ClassData{prior = -infinity, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("intersect by \",\", \"of\", \"from\" for year",
Classifier{okData =
ClassData{prior = -8.701137698962981e-2,
unseen = -3.5263605246161616,
likelihoods =
HashMap.fromList
[("Labor Daythis|last|next <cycle>", -2.803360380906535),
("Administrative Professionals' Dayyear (latent)",
-2.803360380906535),
("Black Fridaythis|last|next <cycle>", -2.803360380906535),
("Martin Luther King's Daythis|last|next <cycle>",
-2.3978952727983707),
("intersect by \",\", \"of\", \"from\", \"'s\"year (latent)",
-2.803360380906535),
("dayyear", -1.0116009116784799),
("Thanksgiving Daythis|last|next <cycle>", -2.803360380906535),
("Memorial Daythis|last|next <cycle>", -2.803360380906535),
("intersectyear (latent)", -2.803360380906535),
("<named-month> <day-of-month> (non ordinal)year (latent)",
-2.3978952727983707)],
n = 11},
koData =
ClassData{prior = -2.4849066497880004, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("Fridaythis|last|next <cycle>", -1.8718021769015913),
("dayyear", -1.8718021769015913)],
n = 1}}),
("part of days",
Classifier{okData =
ClassData{prior = -6.899287148695143e-2,
unseen = -3.4011973816621555,
likelihoods = HashMap.fromList [("", 0.0)], n = 28},
koData =
ClassData{prior = -2.70805020110221, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2}}),
("at the beginning|end of <week>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -4.330733340286331,
likelihoods =
HashMap.fromList
[("week", -0.706570200892086),
("this|last|next <cycle>", -0.8209805520698302),
("about|exactly <time-of-day>", -2.70805020110221)],
n = 36},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("Eid al-Fitr",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("summer",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Trinity Sunday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("dd-dd <month> (interval)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.9444389791664407,
likelihoods =
HashMap.fromList
[("integer (numeric)integer (numeric)September",
-1.791759469228055),
("ordinal (digits)ordinal (digits)July", -2.1972245773362196),
("ordinal (digits)ordinal (digits)October",
-2.1972245773362196),
("integer (numeric)integer (numeric)July", -2.1972245773362196),
("month", -0.9444616088408514),
("ordinal (digits)ordinal (digits)August",
-2.1972245773362196)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [], n = 0}}),
("Pentecost",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("this <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.367295829986474,
likelihoods =
HashMap.fromList
[("Thursday", -2.639057329615259),
("Martin Luther King's Day", -2.639057329615259),
("Monday", -2.639057329615259), ("day", -1.1349799328389845),
("Thanksgiving Day", -2.639057329615259),
("Christmas", -2.639057329615259), ("hour", -2.639057329615259),
("winter", -2.639057329615259),
("week-end", -2.639057329615259),
("summer", -2.2335922215070942)],
n = 9},
koData =
ClassData{prior = -infinity, unseen = -2.3978952727983707,
likelihoods = HashMap.fromList [], n = 0}}),
("August",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}})]