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
[("<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 = 2.4849066497880004,
likelihoods =
HashMap.fromList
[("at <time-of-day>", 1.7047480922384253),
("<time-of-day> am|pm", 1.7047480922384253),
("hh:mm", 1.7047480922384253), ("hour", 1.2992829841302609),
("minute", 1.7047480922384253)],
n = 3},
koData =
ClassData{prior = infinity, unseen = 1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("Thursday",
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}}),
("integer (numeric)",
Classifier{okData =
ClassData{prior = 0.7740538191727457, unseen = 5.19295685089021,
likelihoods = HashMap.fromList [("", 0.0)], n = 178},
koData =
ClassData{prior = 0.6182992897635128,
unseen = 5.3471075307174685,
likelihoods = HashMap.fromList [("", 0.0)], n = 208}}),
("<duration> hence|ago",
Classifier{okData =
ClassData{prior = 0.0, 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 = infinity, unseen = 2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("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 = 0.5596157879354228, unseen = 2.772588722239781,
likelihoods =
HashMap.fromList
[("day (grain)tomorrow", 1.6094379124341003),
("dayday", 1.0986122886681098),
("day (grain)yesterday", 1.6094379124341003)],
n = 4},
koData =
ClassData{prior = 0.8472978603872037, unseen = 2.639057329615259,
likelihoods =
HashMap.fromList
[("dayhour", 1.466337068793427),
("year (grain)Christmas", 1.8718021769015913),
("day (grain)intersect", 1.466337068793427),
("yearday", 1.8718021769015913)],
n = 3}}),
("Martin Luther King's Day",
Classifier{okData =
ClassData{prior = 0.0, unseen = 2.1972245773362196,
likelihoods = HashMap.fromList [("", 0.0)], n = 7},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("integer (20..90)",
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}}),
("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}}),
("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}}),
("<day-of-month> (ordinal or number) <named-month>",
Classifier{okData =
ClassData{prior = 1.3862943611198906, unseen = 2.890371757896165,
likelihoods =
HashMap.fromList
[("ordinal (digits)December", 2.1400661634962708),
("ordinal (digits)February", 2.1400661634962708),
("integer (numeric)April", 2.1400661634962708),
("month", 1.4469189829363254)],
n = 3},
koData =
ClassData{prior = 0.2876820724517809,
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 = 9.844007281325252e-2,
unseen = 4.430816798843313,
likelihoods =
HashMap.fromList
[("<day-of-month> (ordinal)in|during the <part-of-day>",
3.7256934272366524),
("dayhour", 1.5284688499004333),
("Mondayearly morning", 3.3202283191284883),
("time-of-day (latent)tonight", 3.3202283191284883),
("hourhour", 2.339399066116762),
("<time-of-day> o'clockin|during the <part-of-day>",
3.7256934272366524),
("todaypart of days", 3.7256934272366524),
("minutehour", 2.627081138568543),
("at <time-of-day>in|during the <part-of-day>",
3.3202283191284883),
("time-of-day (latent)this <part-of-day>", 3.7256934272366524),
("Mondayin|during the <part-of-day>", 3.7256934272366524),
("intersectpart of days", 3.7256934272366524),
("intersectin|during the <part-of-day>", 3.7256934272366524),
("<day-of-month> (ordinal or number) of <named-month>in|during the <part-of-day>",
3.7256934272366524),
("the <day-of-month> (ordinal)in|during the <part-of-day>",
3.7256934272366524),
("tomorrowpart of days", 2.339399066116762),
("hh:mmin|during the <part-of-day>", 3.0325462466767075),
("time-of-day (latent)in|during the <part-of-day>",
3.7256934272366524),
("hhmm (latent)in|during the <part-of-day>",
3.7256934272366524),
("yesterdaypart of days", 3.7256934272366524),
("Mondaypart of days", 3.7256934272366524)],
n = 29},
koData =
ClassData{prior = 2.367123614131617, unseen = 3.4657359027997265,
likelihoods =
HashMap.fromList
[("yearhour", 2.740840023925201),
("monthhour", 2.740840023925201),
("hourhour", 2.740840023925201),
("past year (latent)in|during the <part-of-day>",
2.740840023925201),
("Februaryin|during the <part-of-day>", 2.740840023925201),
("time-of-day (latent)in|during the <part-of-day>",
2.740840023925201)],
n = 3}}),
("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 = 1.4271163556401458,
unseen = 2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = 0.2744368457017603, unseen = 3.044522437723423,
likelihoods = HashMap.fromList [("", 0.0)], n = 19}}),
("at <time-of-day>",
Classifier{okData =
ClassData{prior = 0.10536051565782628,
unseen = 4.787491742782046,
likelihoods =
HashMap.fromList
[("noon|midnight|EOD|end of day", 3.6805112044434196),
("integer after|past <hour-of-day>", 3.6805112044434196),
("half after|past <hour-of-day>", 4.085976312551584),
("time-of-day (latent)", 1.7346010553881064),
("hhmm (latent)", 3.392829131991639),
("<time-of-day> am|pm", 1.7833912195575383),
("hh:mm", 3.169685580677429),
("about|exactly <time-of-day>", 3.6805112044434196),
("hour", 1.1415373333851437),
("<time-of-day> sharp|exactly", 4.085976312551584),
("minute", 1.8887517352153647)],
n = 54},
koData =
ClassData{prior = 2.3025850929940455,
unseen = 3.1780538303479458,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", 1.1895840668738362),
("hour", 1.1895840668738362)],
n = 6}}),
("December",
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}}),
("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 = 1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
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 = 0.1670540846631662, unseen = 4.007333185232471,
likelihoods =
HashMap.fromList
[("Thursday", 1.791759469228055), ("mm/dd", 3.295836866004329),
("absorption of , after named day", 2.890371757896165),
("intersect", 2.890371757896165),
("Saturday", 2.6026896854443837),
("Friday", 3.295836866004329), ("day", 0.8979415932059586),
("the <day-of-month> (ordinal)", 2.890371757896165),
("intersect by \",\", \"of\", \"from\", \"'s\"",
2.6026896854443837),
("hour", 3.295836866004329)],
n = 22},
koData =
ClassData{prior = 1.8718021769015913,
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 = 2.409755157906053e-2,
unseen = 3.7612001156935624,
likelihoods = HashMap.fromList [("", 0.0)], n = 41},
koData =
ClassData{prior = 3.7376696182833684,
unseen = 1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("between <time-of-day> and <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = 0.6931471805599453,
unseen = 2.3978952727983707,
likelihoods =
HashMap.fromList
[("minuteminute", 0.916290731874155),
("hh:mmhh:mm", 0.916290731874155)],
n = 3},
koData =
ClassData{prior = 0.6931471805599453,
unseen = 2.3978952727983707,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", 0.916290731874155),
("minutehour", 0.916290731874155)],
n = 3}}),
("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}}),
("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 = 2.890371757896165,
likelihoods = HashMap.fromList [("", 0.0)], n = 16},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("month (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = 2.3978952727983707,
likelihoods = HashMap.fromList [("", 0.0)], n = 9},
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}}),
("in|within|after <duration>",
Classifier{okData =
ClassData{prior = 4.652001563489282e-2,
unseen = 4.61512051684126,
likelihoods =
HashMap.fromList
[("week", 3.2188758248682006),
("<integer> more <unit-of-duration>", 3.912023005428146),
("three-quarters of an hour", 2.995732273553991),
("<integer> + '\"", 3.2188758248682006),
("number.number hours", 3.912023005428146),
("second", 3.506557897319982), ("day", 3.2188758248682006),
("half an hour", 2.995732273553991),
("<integer> <unit-of-duration>", 1.6094379124341003),
("a <unit-of-duration>", 2.995732273553991),
("quarter of an hour", 2.995732273553991),
("hour", 2.5257286443082556),
("about|exactly <duration>", 3.912023005428146),
("<integer> and an half hour", 3.912023005428146),
("minute", 1.2729656758128873)],
n = 42},
koData =
ClassData{prior = 3.0910424533583156, unseen = 3.044522437723423,
likelihoods =
HashMap.fromList
[("quarter", 1.8971199848858813),
("<integer> <unit-of-duration>", 2.3025850929940455),
("a <unit-of-duration>", 2.3025850929940455)],
n = 2}}),
("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}}),
("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 = 0.8209805520698302,
unseen = 2.5649493574615367,
likelihoods = HashMap.fromList [("", 0.0)], n = 11},
koData =
ClassData{prior = 0.579818495252942, unseen = 2.772588722239781,
likelihoods = HashMap.fromList [("", 0.0)], n = 14}}),
("<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}}),
("one twenty two",
Classifier{okData =
ClassData{prior = infinity, unseen = 1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = 2.0794415416798357,
likelihoods =
HashMap.fromList
[("integer (numeric)integer (numeric)", 0.3364722366212129),
("integer (0..19)integer (20..90)", 1.252762968495368)],
n = 5}}),
("intersect",
Classifier{okData =
ClassData{prior = 0.4634795031687923, unseen = 6.169610732491456,
likelihoods =
HashMap.fromList
[("<datetime> - <datetime> (interval)on <date>",
4.558078578454241),
("<time-of-day> - <time-of-day> (interval)on <date>",
4.558078578454241),
("hourday", 3.769621218089971),
("dayhour", 3.223077511721901),
("daymonth", 4.781222129768451),
("monthday", 5.0689042022202315),
("monthyear", 3.8649313978942956),
("Tuesdaythe <day-of-month> (ordinal)", 5.474369310328396),
("Christmasyear", 5.474369310328396),
("from <datetime> - <datetime> (interval)July",
5.474369310328396),
("houryear", 5.474369310328396),
("this|next <day-of-week>hh(:mm) - <time-of-day> am|pm",
5.474369310328396),
("<time-of-day> am|pmintersect by \",\", \"of\", \"from\", \"'s\"",
4.781222129768451),
("<time-of-day> am|pmintersect", 4.221606341833028),
("intersect by \",\", \"of\", \"from\", \"'s\"year",
5.474369310328396),
("Marchyear", 5.474369310328396),
("<named-month>|<named-day> <day-of-month> (ordinal)year",
5.0689042022202315),
("intersect<time-of-day> am|pm", 5.474369310328396),
("Thursdayhh(:mm) - <time-of-day> am|pm", 5.474369310328396),
("monthhour", 5.0689042022202315),
("last <day-of-week> of <time>year", 5.474369310328396),
("todayat <time-of-day>", 5.474369310328396),
("Thursday<time> timezone", 5.0689042022202315),
("this <time>hh(:mm) - <time-of-day> am|pm",
5.474369310328396),
("dayday", 3.459466289786131),
("Thanksgiving Dayyear", 4.375757021660286),
("<time> <part-of-day>at <time-of-day>", 5.474369310328396),
("Tuesdayin <named-month>", 5.474369310328396),
("mm/ddat <time-of-day>", 5.474369310328396),
("tonightat <time-of-day>", 5.474369310328396),
("<time-of-day> am|pmabsorption of , after named day",
4.781222129768451),
("today<time-of-day> am|pm", 5.474369310328396),
("Februarythe <day-of-month> (ordinal)", 5.0689042022202315),
("at <time-of-day><time> <part-of-day>", 5.474369310328396),
("mm/dd<time-of-day> am|pm", 5.474369310328396),
("hourhour", 4.221606341833028),
("<time-of-day> am|pmon <date>", 3.459466289786131),
("Wednesdaythis|last|next <cycle>", 5.474369310328396),
("intersect<named-month> <day-of-month> (non ordinal)",
3.970291913552122),
("dayyear", 3.0320222749591914),
("last weekend of <named-month>year", 5.474369310328396),
("<time-of-day> o'clockin|during the <part-of-day>",
5.474369310328396),
("<time-of-day> am|pmtomorrow", 4.781222129768451),
("minutehour", 4.558078578454241),
("Mother's Dayyear", 5.474369310328396),
("at <time-of-day>in|during the <part-of-day>",
5.0689042022202315),
("absorption of , after named day<named-month> <day-of-month> (non ordinal)",
3.769621218089971),
("for <duration> from <time>December", 5.474369310328396),
("tomorrow<time-of-day> sharp|exactly", 5.474369310328396),
("Thursdayfrom <datetime> - <datetime> (interval)",
4.558078578454241),
("on <date><named-month> <day-of-month> (non ordinal)",
5.0689042022202315),
("Thursdayfrom <time-of-day> - <time-of-day> (interval)",
4.558078578454241),
("Mondayin|during the <part-of-day>", 5.474369310328396),
("tomorrowfrom <time-of-day> - <time-of-day> (interval)",
5.0689042022202315),
("intersectin|during the <part-of-day>", 5.474369310328396),
("<day-of-month> (ordinal or number) of <named-month>in|during the <part-of-day>",
5.474369310328396),
("from <time-of-day> - <time-of-day> (interval)on <date>",
4.781222129768451),
("intersect by \",\", \"of\", \"from\", \"'s\"<time-of-day> am|pm",
4.558078578454241),
("at <time-of-day>intersect", 5.0689042022202315),
("<time-of-day> - <time-of-day> (interval)tomorrow",
5.474369310328396),
("at <time-of-day>intersect by \",\", \"of\", \"from\", \"'s\"",
5.474369310328396),
("dayminute", 3.1717842173343502),
("from <datetime> - <datetime> (interval)on <date>",
5.0689042022202315),
("<datetime> - <datetime> (interval)tomorrow",
5.474369310328396),
("absorption of , after named dayintersect by \",\", \"of\", \"from\", \"'s\"",
5.0689042022202315),
("<ordinal> <cycle> of <time>year", 5.474369310328396),
("minuteday", 2.0731719286662407),
("absorption of , after named dayintersect",
5.474369310328396),
("Octoberyear", 4.221606341833028),
("the <day-of-month> (ordinal)in|during the <part-of-day>",
5.474369310328396),
("at <time-of-day>absorption of , after named day",
5.474369310328396),
("<day-of-month> (ordinal or number) <named-month>year",
5.474369310328396),
("year<time-of-day> am|pm", 5.474369310328396),
("Septemberyear", 5.0689042022202315),
("at <time-of-day>on <date>", 4.375757021660286),
("between <time-of-day> and <time-of-day> (interval)on <date>",
4.781222129768451),
("Halloweenyear", 5.474369310328396),
("dayweek", 5.474369310328396),
("weekyear", 5.0689042022202315),
("hh:mmin|during the <part-of-day>", 4.781222129768451),
("Father's Dayyear", 5.474369310328396),
("<cycle> after|before <time><time-of-day> am|pm",
5.0689042022202315),
("February<time> <part-of-day>", 5.474369310328396),
("Martin Luther King's Dayyear", 5.0689042022202315),
("tomorrowat <time-of-day>", 4.781222129768451),
("between <time> and <time>on <date>", 4.781222129768451),
("at <time-of-day>tomorrow", 5.0689042022202315),
("tomorrow<time-of-day> am|pm", 5.474369310328396),
("in|during the <part-of-day>at <time-of-day>",
5.474369310328396),
("black fridayyear", 5.0689042022202315),
("Labor Dayyear", 5.474369310328396),
("Februaryintersect", 5.474369310328396),
("last <cycle> of <time>year", 4.781222129768451),
("<named-month> <day-of-month> (non ordinal)year",
5.474369310328396),
("yearminute", 5.474369310328396)],
n = 173},
koData =
ClassData{prior = 0.9917982843823002, unseen = 5.817111159963204,
likelihoods =
HashMap.fromList
[("in <named-month>year", 5.120983351265121),
("<time-of-day> - <time-of-day> (interval)on <date>",
5.120983351265121),
("hourday", 5.120983351265121),
("<named-month> <day-of-month> (non ordinal)July",
5.120983351265121),
("dayhour", 3.329223882037066),
("daymonth", 3.041541809585285),
("monthday", 4.715518243156957),
("monthyear", 4.427836170705175),
("intersecthh:mm", 5.120983351265121),
("from <datetime> - <datetime> (interval)July",
5.120983351265121),
("houryear", 5.120983351265121),
("from <time-of-day> - <time-of-day> (interval)July",
5.120983351265121),
("until <time-of-day><time-of-day> am|pm", 5.120983351265121),
("<time-of-day> am|pmintersect by \",\", \"of\", \"from\", \"'s\"",
4.427836170705175),
("<time-of-day> am|pmintersect", 3.868220382769753),
("intersect by \",\", \"of\", \"from\", \"'s\"year",
4.204692619390966),
("Tuesdayafter <time-of-day>", 5.120983351265121),
("July<day-of-month> (ordinal or number) <named-month>",
5.120983351265121),
("absorption of , after named dayJuly", 4.715518243156957),
("monthhour", 5.120983351265121),
("hourmonth", 4.427836170705175),
("todayat <time-of-day>", 5.120983351265121),
("dayday", 4.715518243156957),
("mm/ddat <time-of-day>", 4.715518243156957),
("<time-of-day> am|pmon <date>", 3.868220382769753),
("dayyear", 3.868220382769753),
("Thursdaymm/dd", 5.120983351265121),
("Thursdayat <time-of-day>", 5.120983351265121),
("<integer> to|till|before <hour-of-day>September",
5.120983351265121),
("monthminute", 5.120983351265121),
("<time-of-day> am|pmtomorrow", 5.120983351265121),
("Thursdayhh:mm", 5.120983351265121),
("August<day-of-month> (ordinal or number) <named-month>",
5.120983351265121),
("Fridayyear", 4.715518243156957),
("minutemonth", 3.416235259026696),
("Thursdayfrom <datetime> - <datetime> (interval)",
4.715518243156957),
("Thursdayfrom <time-of-day> - <time-of-day> (interval)",
4.715518243156957),
("Aprilyear", 5.120983351265121),
("mm/dd<time-of-day> - <time-of-day> (interval)",
4.715518243156957),
("tomorrowfrom <time-of-day> - <time-of-day> (interval)",
5.120983351265121),
("<duration> after|before|from <time>December",
5.120983351265121),
("yesterday<time-of-day> am|pm", 5.120983351265121),
("intersect by \",\", \"of\", \"from\", \"'s\"hh:mm",
4.204692619390966),
("<named-month> <day-of-month> (non ordinal)August",
5.120983351265121),
("until <time-of-day>on <date>", 4.427836170705175),
("at <time-of-day>intersect", 4.715518243156957),
("at <time-of-day>intersect by \",\", \"of\", \"from\", \"'s\"",
5.120983351265121),
("dayminute", 3.175073202209808),
("intersectSeptember", 3.616905954488847),
("absorption of , after named dayintersect by \",\", \"of\", \"from\", \"'s\"",
5.120983351265121),
("minuteday", 2.317622970358586),
("absorption of , after named dayintersect",
5.120983351265121),
("Februaryin|during the <part-of-day>", 5.120983351265121),
("week-endin <named-month>", 5.120983351265121),
("Octoberyear", 5.120983351265121),
("yearhh:mm", 5.120983351265121),
("hh:mmon <date>", 3.616905954488847),
("absorption of , after named daySeptember",
4.204692619390966),
("on <date>September", 4.715518243156957),
("at <time-of-day>on <date>", 4.715518243156957),
("absorption of , after named dayFebruary", 4.204692619390966),
("July<integer> to|till|before <hour-of-day>",
5.120983351265121),
("tomorrowat <time-of-day>", 5.120983351265121),
("<integer> to|till|before <hour-of-day>July",
5.120983351265121),
("tomorrow<time-of-day> am|pm", 5.120983351265121),
("after <time-of-day><time-of-day> am|pm", 5.120983351265121),
("after <time-of-day>year", 5.120983351265121),
("yearminute", 5.120983351265121)],
n = 102}}),
("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 = 1.041453874828161, unseen = 2.70805020110221,
likelihoods =
HashMap.fromList
[("integer (numeric)", 0.5596157879354228),
("integer (0..19)", 0.8472978603872037)],
n = 12},
koData =
ClassData{prior = 0.4353180712578455,
unseen = 3.2188758248682006,
likelihoods =
HashMap.fromList
[("integer (numeric)", 0.3448404862917295),
("integer (0..19)", 1.2321436812926323)],
n = 22}}),
("<ordinal> <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 2.772588722239781,
likelihoods =
HashMap.fromList
[("daymonth", 2.0149030205422647),
("quarteryear", 2.0149030205422647),
("ordinals (first..twentieth,thirtieth,...)day (grain)October",
2.0149030205422647),
("ordinals (first..twentieth,thirtieth,...)week (grain)intersect",
2.0149030205422647),
("weekmonth", 1.6094379124341003),
("ordinal (digits)quarter (grain)year", 2.0149030205422647),
("ordinals (first..twentieth,thirtieth,...)week (grain)October",
2.0149030205422647)],
n = 4},
koData =
ClassData{prior = infinity, unseen = 2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("year (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = 3.1354942159291497,
likelihoods = HashMap.fromList [("", 0.0)], n = 21},
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),
("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),
("<named-month>|<named-day> <day-of-month> (ordinal)past year (latent)",
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 = 0.0, unseen = 2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("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 = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = 1.3862943611198906,
likelihoods =
HashMap.fromList [("integer (numeric)integer (numeric)", 0.0)],
n = 2}}),
("last|next n <cycle>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 4.430816798843313,
likelihoods =
HashMap.fromList
[("week", 2.627081138568543),
("integer (0..19)year (grain)", 3.3202283191284883),
("integer (numeric)day (grain)", 3.0325462466767075),
("integer (0..19)second (grain) ", 3.3202283191284883),
("integer (0..19)hour (grain)", 3.3202283191284883),
("second", 2.8094026953624978),
("integer (numeric)second (grain) ", 3.3202283191284883),
("integer (numeric)year (grain)", 3.3202283191284883),
("day", 2.472930458741285), ("year", 2.8094026953624978),
("integer (numeric)week (grain)", 3.0325462466767075),
("integer (0..19)month (grain)", 3.3202283191284883),
("hour", 2.8094026953624978), ("month", 2.8094026953624978),
("integer (numeric)minute (grain)", 3.3202283191284883),
("integer (0..19)minute (grain)", 3.3202283191284883),
("integer (numeric)month (grain)", 3.3202283191284883),
("minute", 2.8094026953624978),
("integer (numeric)hour (grain)", 3.3202283191284883),
("integer (0..19)day (grain)", 3.0325462466767075),
("integer (0..19)week (grain)", 3.3202283191284883)],
n = 31},
koData =
ClassData{prior = infinity, unseen = 3.0910424533583156,
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}}),
("mm/dd/yyyy",
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}}),
("Memorial Day",
Classifier{okData =
ClassData{prior = 0.2231435513142097, unseen = 1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4},
koData =
ClassData{prior = 1.6094379124341003,
unseen = 1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("Monday",
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}}),
("yesterday",
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}}),
("<ordinal> quarter <year>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 1.9459101490553135,
likelihoods =
HashMap.fromList
[("quarteryear", 0.6931471805599453),
("ordinal (digits)quarter (grain)year", 0.6931471805599453)],
n = 2},
koData =
ClassData{prior = infinity, unseen = 1.0986122886681098,
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}}),
("<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}}),
("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 = 1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("end of month",
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}}),
("week (grain)",
Classifier{okData =
ClassData{prior = 8.004270767353637e-2,
unseen = 3.6375861597263857,
likelihoods = HashMap.fromList [("", 0.0)], n = 36},
koData =
ClassData{prior = 2.5649493574615367,
unseen = 1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("<part-of-day> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 2.3978952727983707,
likelihoods =
HashMap.fromList
[("part of daysintersect by \",\", \"of\", \"from\", \"'s\"",
1.6094379124341003),
("hourday", 0.916290731874155),
("part of daysthe <day-of-month> (ordinal)",
1.6094379124341003),
("part of daysthe <day-of-month> (number)",
1.6094379124341003)],
n = 3},
koData =
ClassData{prior = infinity, unseen = 1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("past year (latent)",
Classifier{okData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = 1.3862943611198906,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 2}}),
("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}}),
("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}}),
("this|last|next <cycle>",
Classifier{okData =
ClassData{prior = 0.15822400521489416,
unseen = 4.394449154672439,
likelihoods =
HashMap.fromList
[("week", 1.5488132906176655),
("month (grain)", 2.995732273553991),
("year (grain)", 1.817077277212345),
("week (grain)", 1.5488132906176655),
("quarter", 2.772588722239781), ("year", 1.817077277212345),
("month", 2.995732273553991),
("quarter (grain)", 2.772588722239781)],
n = 35},
koData =
ClassData{prior = 1.9218125974762528,
unseen = 3.1354942159291497,
likelihoods =
HashMap.fromList
[("week", 1.4816045409242156),
("week (grain)", 1.4816045409242156),
("day", 1.9924301646902063),
("day (grain)", 1.9924301646902063)],
n = 6}}),
("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}}),
("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
[("quarteryear", 0.6931471805599453),
("ordinal (digits)quarter (grain)year", 0.6931471805599453)],
n = 1},
koData =
ClassData{prior = infinity, unseen = 1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("by <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 2.9444389791664407,
likelihoods =
HashMap.fromList
[("noon|midnight|EOD|end of day", 2.1972245773362196),
("end of month", 2.1972245773362196),
("time-of-day (latent)", 2.1972245773362196),
("<time-of-day> am|pm", 2.1972245773362196),
("hh:mm", 2.1972245773362196), ("hour", 1.791759469228055),
("month", 2.1972245773362196), ("minute", 1.791759469228055)],
n = 5},
koData =
ClassData{prior = infinity, unseen = 2.1972245773362196,
likelihoods = HashMap.fromList [], n = 0}}),
("half an hour",
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}}),
("the <day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = 0.2006706954621511,
unseen = 2.4849066497880004,
likelihoods =
HashMap.fromList
[("ordinals (first..twentieth,thirtieth,...)",
1.7047480922384253),
("ordinal (digits)", 0.2006706954621511)],
n = 9},
koData =
ClassData{prior = 1.7047480922384253,
unseen = 1.6094379124341003,
likelihoods =
HashMap.fromList [("ordinal (digits)", 0.2876820724517809)],
n = 2}}),
("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}}),
("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 = 0.0, unseen = 2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8},
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}}),
("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}}),
("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 = 0.5363047090669756, unseen = 4.174387269895637,
likelihoods =
HashMap.fromList
[("integer (numeric)", 0.1158318155251217),
("integer (0..19)", 2.2129729343043585)],
n = 62},
koData =
ClassData{prior = 0.8792494601938059,
unseen = 3.8501476017100584,
likelihoods =
HashMap.fromList [("integer (numeric)", 2.197890671877523e-2)],
n = 44}}),
("year",
Classifier{okData =
ClassData{prior = 0.2113090936672069, unseen = 3.58351893845611,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 34},
koData =
ClassData{prior = 1.6582280766035324,
unseen = 2.3025850929940455,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 8}}),
("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 = 0.7444404749474959, unseen = 4.605170185988091,
likelihoods =
HashMap.fromList
[("week", 2.3978952727983707),
("integer (0..19)year (grain)", 3.2088254890146994),
("integer (numeric)day (grain)", 2.515678308454754),
("integer (0..19)second (grain) ", 3.9019726695746444),
("integer (0..19)hour (grain)", 2.803360380906535),
("second", 3.9019726695746444),
("integer (numeric)year (grain)", 3.9019726695746444),
("day", 2.515678308454754), ("year", 2.9856819377004897),
("integer (numeric)week (grain)", 2.9856819377004897),
("integer (0..19)month (grain)", 3.4965075614664802),
("hour", 2.515678308454754), ("month", 3.4965075614664802),
("integer (numeric)minute (grain)", 2.9856819377004897),
("integer (0..19)minute (grain)", 2.803360380906535),
("minute", 2.2925347571405443),
("integer (numeric)hour (grain)", 3.4965075614664802),
("integer (0..19)week (grain)", 2.9856819377004897)],
n = 38},
koData =
ClassData{prior = 0.6443570163905132, unseen = 4.68213122712422,
likelihoods =
HashMap.fromList
[("week", 2.8810693652338513),
("integer (0..19)year (grain)", 3.5742165457937967),
("integer (numeric)day (grain)", 3.2865344733420154),
("integer (0..19)second (grain) ", 3.5742165457937967),
("integer (0..19)hour (grain)", 3.5742165457937967),
("second", 3.0633909220278057),
("integer (numeric)second (grain) ", 3.5742165457937967),
("integer (numeric)year (grain)", 3.5742165457937967),
("day", 2.7269186854065928), ("quarter", 3.979681653901961),
("year", 3.0633909220278057),
("integer (numeric)week (grain)", 3.2865344733420154),
("integer (0..19)month (grain)", 3.5742165457937967),
("hour", 1.9647786333596962), ("month", 3.0633909220278057),
("integer (numeric)minute (grain)", 3.5742165457937967),
("integer (0..19)minute (grain)", 3.5742165457937967),
("integer (numeric)month (grain)", 3.5742165457937967),
("minute", 3.0633909220278057),
("integer (numeric)hour (grain)", 2.1078794770003695),
("integer (0..19)day (grain)", 3.2865344733420154),
("integer (0..19)week (grain)", 3.5742165457937967),
("integer (0..19)quarter (grain)", 3.979681653901961)],
n = 42}}),
("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 = 0.2847365622220242, unseen = 5.231108616854587,
likelihoods =
HashMap.fromList
[("integer after|past <hour-of-day>", 3.8394523125933104),
("at <time-of-day>", 2.2300144001592104),
("<time-of-day> o'clock", 4.127134385045092),
("half after|past <hour-of-day>", 4.127134385045092),
("time-of-day (latent)", 1.7600107709134747),
("hhmm (latent)", 4.532599493153256),
("hh:mm", 2.181224235989778),
("quarter after|past <hour-of-day>", 4.532599493153256),
("about|exactly <time-of-day>", 4.532599493153256),
("until <time-of-day>", 3.8394523125933104),
("hour", 1.2939210409888755),
("<time-of-day> sharp|exactly", 4.532599493153256),
("minute", 1.6422277352570913),
("after <time-of-day>", 4.532599493153256)],
n = 85},
koData =
ClassData{prior = 1.3951833085371366, unseen = 4.290459441148391,
likelihoods =
HashMap.fromList
[("<integer> to|till|before <hour-of-day>", 3.1780538303479458),
("<hour-of-day> <integer>", 3.58351893845611),
("time-of-day (latent)", 1.0577902941478545),
("hour", 1.0185695809945732), ("minute", 2.890371757896165),
("after <time-of-day>", 3.58351893845611)],
n = 28}}),
("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}}),
("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 = 0.5753641449035618,
unseen = 3.4965075614664802,
likelihoods =
HashMap.fromList
[("week", 2.0794415416798357),
("year (grain)", 2.772588722239781),
("second", 2.772588722239781),
("week (grain)", 2.0794415416798357),
("day", 2.0794415416798357),
("minute (grain)", 2.772588722239781),
("year", 2.772588722239781),
("second (grain) ", 2.772588722239781),
("minute", 2.772588722239781),
("day (grain)", 2.0794415416798357)],
n = 9},
koData =
ClassData{prior = 0.8266785731844679, unseen = 3.367295829986474,
likelihoods =
HashMap.fromList
[("hour (grain)", 1.7227665977411035),
("quarter", 1.9459101490553135), ("hour", 1.7227665977411035),
("quarter (grain)", 1.9459101490553135)],
n = 7}}),
("hh:mm",
Classifier{okData =
ClassData{prior = 5.406722127027582e-2,
unseen = 4.02535169073515,
likelihoods = HashMap.fromList [("", 0.0)], n = 54},
koData =
ClassData{prior = 2.9444389791664407,
unseen = 1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3}}),
("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 = 6.899287148695143e-2,
unseen = 2.772588722239781,
likelihoods = HashMap.fromList [("", 0.0)], n = 14},
koData =
ClassData{prior = 2.70805020110221, unseen = 1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("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}}),
("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 = 0.2231435513142097, unseen = 3.367295829986474,
likelihoods =
HashMap.fromList
[("week", 2.639057329615259),
("hh(:mm) - <time-of-day> am|pm", 2.639057329615259),
("this|last|next <cycle>", 2.639057329615259),
("day", 2.2335922215070942),
("time-of-day (latent)", 2.639057329615259),
("hhmm (latent)", 2.2335922215070942),
("<time-of-day> am|pm", 2.639057329615259),
("hour", 1.9459101490553135),
("next <time>", 2.639057329615259),
("this|next <day-of-week>", 2.639057329615259),
("minute", 2.2335922215070942)],
n = 8},
koData =
ClassData{prior = 1.6094379124341003, unseen = 2.833213344056216,
likelihoods =
HashMap.fromList
[("mm/dd", 2.0794415416798357), ("day", 2.0794415416798357),
("time-of-day (latent)", 2.0794415416798357),
("hour", 2.0794415416798357)],
n = 2}}),
("intersect by \",\", \"of\", \"from\", \"'s\"",
Classifier{okData =
ClassData{prior = 0.48130318449966897,
unseen = 5.170483995038151,
likelihoods =
HashMap.fromList
[("Wednesday<named-month> <day-of-month> (non ordinal)",
4.471638793363569),
("dayhour", 3.2188758248682006),
("daymonth", 3.2188758248682006),
("<named-month> <day-of-month> (non ordinal)Friday",
4.471638793363569),
("Friday<named-month> <day-of-month> (non ordinal)",
3.7784916128036232),
("Wednesdayintersect", 4.471638793363569),
("Labor Daythis|last|next <cycle>", 4.471638793363569),
("black fridaythis|last|next <cycle>", 4.471638793363569),
("intersect by \",\", \"of\", \"from\", \"'s\"year",
4.471638793363569),
("<part-of-day> of <time>February", 4.471638793363569),
("Saturday<time-of-day> am|pm", 4.471638793363569),
("Martin Luther King's Daythis|last|next <cycle>",
4.471638793363569),
("on <date><time-of-day> am|pm", 4.471638793363569),
("hourmonth", 4.471638793363569),
("intersect by \",\", \"of\", \"from\", \"'s\"intersect",
4.471638793363569),
("dayday", 2.5998366164619773),
("the <day-of-month> (ordinal)February", 4.0661736852554045),
("WednesdayOctober", 4.471638793363569),
("Wednesdaythis|last|next <cycle>", 4.0661736852554045),
("intersect<named-month> <day-of-month> (non ordinal)",
3.5553480614894135),
("dayyear", 2.8622008809294686),
("Saturday<named-month> <day-of-month> (non ordinal)",
4.471638793363569),
("<named-month> <day-of-month> (non ordinal)intersect",
4.471638793363569),
("Thursdayhh:mm", 4.0661736852554045),
("Thanksgiving Daythis|last|next <cycle>", 4.471638793363569),
("Memorial Daythis|last|next <cycle>", 4.471638793363569),
("on <date><named-month> <day-of-month> (non ordinal)",
4.0661736852554045),
("TuesdayOctober", 4.471638793363569),
("the <day-of-month> (ordinal)March", 4.471638793363569),
("Mondaythis|last|next <cycle>", 4.471638793363569),
("Fridayintersect by \",\", \"of\", \"from\", \"'s\"",
4.0661736852554045),
("Fridayintersect", 4.471638793363569),
("Thursday<datetime> - <datetime> (interval)",
3.7784916128036232),
("Thursday<time-of-day> - <time-of-day> (interval)",
3.5553480614894135),
("Tuesdaythis|last|next <cycle>", 4.471638793363569),
("Sunday<named-month> <day-of-month> (non ordinal)",
4.471638793363569),
("dayminute", 2.6798793241355137),
("intersectyear", 4.471638793363569),
("minuteday", 3.5553480614894135),
("this|last|next <cycle>Sunday", 4.471638793363569),
("Sundaythis|last|next <cycle>", 4.471638793363569),
("intersectintersect", 4.471638793363569),
("weekday", 4.471638793363569),
("dayweek", 3.373026504695459),
("Thursday<time-of-day> am|pm", 4.471638793363569),
("Monday<named-month> <day-of-month> (non ordinal)",
4.0661736852554045),
("<named-month> <day-of-month> (non ordinal)year",
4.0661736852554045)],
n = 55},
koData =
ClassData{prior = 0.9622758451159785, unseen = 4.897839799950911,
likelihoods =
HashMap.fromList
[("week-endJuly", 4.197201947661808),
("week-endOctober", 3.5040547671018634),
("daymonth", 1.9999773703255892),
("TuesdaySeptember", 4.197201947661808),
("Wednesdayintersect", 4.197201947661808),
("hourmonth", 3.0985896589936988),
("intersect by \",\", \"of\", \"from\", \"'s\"intersect",
4.197201947661808),
("Fridaythis|last|next <cycle>", 4.197201947661808),
("SundayFebruary", 4.197201947661808),
("WednesdayOctober", 4.197201947661808),
("week-endintersect", 4.197201947661808),
("dayyear", 4.197201947661808),
("FridayJuly", 3.791736839553644),
("<named-month> <day-of-month> (non ordinal)intersect",
4.197201947661808),
("FridaySeptember", 4.197201947661808),
("WednesdayFebruary", 4.197201947661808),
("minutemonth", 3.2809112157876537),
("SundayMarch", 4.197201947661808),
("Fridayintersect by \",\", \"of\", \"from\", \"'s\"",
4.197201947661808),
("MondayFebruary", 3.791736839553644),
("Fridayintersect", 4.197201947661808),
("Thursday<time-of-day> - <time-of-day> (interval)",
3.791736839553644),
("dayminute", 2.810907586541918),
("SaturdaySeptember", 4.197201947661808),
("intersectSeptember", 3.2809112157876537),
("MondayMarch", 4.197201947661808),
("on <date>September", 3.791736839553644),
("intersectintersect", 4.197201947661808),
("Tuesdayintersect", 4.197201947661808),
("Sundayintersect", 4.197201947661808)],
n = 34}}),
("last <time>",
Classifier{okData =
ClassData{prior = 1.0116009116784799,
unseen = 3.4011973816621555,
likelihoods =
HashMap.fromList
[("Father's Day", 2.6741486494265287),
("Martin Luther King's Day", 2.6741486494265287),
("Memorial Day", 2.6741486494265287),
("Mother's Day", 2.6741486494265287),
("day", 1.2878542883066382), ("Sunday", 2.6741486494265287),
("Thanksgiving Day", 2.6741486494265287),
("hour", 2.6741486494265287), ("Tuesday", 2.6741486494265287),
("week-end", 2.6741486494265287)],
n = 8},
koData =
ClassData{prior = 0.45198512374305727,
unseen = 3.7376696182833684,
likelihoods =
HashMap.fromList
[("intersect", 3.0204248861443626),
("Monday", 3.0204248861443626), ("day", 2.1041341542702074),
("Sunday", 3.0204248861443626),
("intersect by \",\", \"of\", \"from\", \"'s\"",
1.7676619176489945),
("hour", 1.3156767939059373),
("week-end", 1.9218125974762528)],
n = 14}}),
("March",
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}}),
("<named-month>|<named-day> <day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = 0.11778303565638351,
unseen = 3.2188758248682006,
likelihoods =
HashMap.fromList
[("Octoberordinal (digits)", 2.0794415416798357),
("Thursdayordinal (digits)", 2.4849066497880004),
("day", 2.0794415416798357),
("Augustordinal (digits)", 2.4849066497880004),
("Marchordinals (first..twentieth,thirtieth,...)",
2.0794415416798357),
("Tuesdayordinal (digits)", 2.4849066497880004),
("month", 1.2321436812926323),
("Marchordinal (digits)", 2.4849066497880004)],
n = 8},
koData =
ClassData{prior = 2.1972245773362196,
unseen = 2.3978952727983707,
likelihoods =
HashMap.fromList
[("Augustordinal (digits)", 1.6094379124341003),
("month", 1.6094379124341003)],
n = 1}}),
("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}}),
("<day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = 0.0, unseen = 1.9459101490553135,
likelihoods = HashMap.fromList [("ordinal (digits)", 0.0)], n = 5},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("Christmas",
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}}),
("until <time-of-day>",
Classifier{okData =
ClassData{prior = 0.9808292530117262, unseen = 3.044522437723423,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", 2.3025850929940455),
("<time-of-day> am|pm", 1.6094379124341003),
("hh:mm", 1.8971199848858813), ("hour", 1.8971199848858813),
("minute", 1.3862943611198906)],
n = 6},
koData =
ClassData{prior = 0.4700036292457356, unseen = 3.367295829986474,
likelihoods =
HashMap.fromList
[("intersect", 1.7227665977411035),
("yesterday", 2.2335922215070942),
("day", 2.2335922215070942), ("hh:mm", 1.7227665977411035),
("hour", 2.639057329615259), ("minute", 1.252762968495368)],
n = 10}}),
("<duration> after|before|from <time>",
Classifier{okData =
ClassData{prior = 0.35667494393873245,
unseen = 3.4339872044851463,
likelihoods =
HashMap.fromList
[("a <unit-of-duration>now", 2.70805020110221),
("a <unit-of-duration>Christmas", 2.70805020110221),
("<integer> <unit-of-duration>today", 2.70805020110221),
("daysecond", 2.70805020110221),
("a <unit-of-duration>right now", 2.70805020110221),
("minutenograin", 2.70805020110221),
("<integer> <unit-of-duration>Christmas", 2.70805020110221),
("secondnograin", 2.70805020110221),
("yearday", 2.0149030205422647),
("daynograin", 2.70805020110221),
("<integer> <unit-of-duration>now", 2.3025850929940455)],
n = 7},
koData =
ClassData{prior = 1.2039728043259361,
unseen = 3.1354942159291497,
likelihoods =
HashMap.fromList
[("dayhour", 2.3978952727983707),
("<integer> <unit-of-duration><day-of-month> (ordinal)",
2.3978952727983707),
("dayday", 1.9924301646902063),
("<integer> <unit-of-duration>time-of-day (latent)",
2.3978952727983707),
("<integer> <unit-of-duration><day-of-month> (ordinal or number) <named-month>",
2.3978952727983707)],
n = 3}}),
("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 = 1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("next <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 3.5263605246161616,
likelihoods =
HashMap.fromList
[("Martin Luther King's Day", 2.803360380906535),
("Halloween", 2.803360380906535),
("Wednesday", 2.803360380906535),
("Memorial Day", 2.803360380906535),
("Monday", 2.803360380906535),
("Mother's Day", 2.803360380906535),
("day", 1.0986122886681098),
("Thanksgiving Day", 2.803360380906535),
("March", 2.803360380906535), ("month", 2.803360380906535),
("Tuesday", 2.1102132003465894)],
n = 11},
koData =
ClassData{prior = infinity, unseen = 2.4849066497880004,
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}}),
("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}}),
("negative numbers",
Classifier{okData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = 3.258096538021482,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 24}}),
("about|exactly <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = 1.6094379124341003,
likelihoods =
HashMap.fromList
[("half an hour", 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}}),
("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 = 0.48550781578170077,
unseen = 3.891820298110627,
likelihoods =
HashMap.fromList
[("minuteminute", 1.4733057381095205),
("hh:mmhh:mm", 1.6739764335716716),
("dayday", 2.772588722239781),
("hourhour", 2.2617630984737906),
("<named-month> <day-of-month> (non ordinal)<named-month> <day-of-month> (non ordinal)",
2.772588722239781),
("intersect by \",\", \"of\", \"from\", \"'s\"hh:mm",
2.772588722239781),
("intersect by \",\", \"of\", \"from\", \"'s\"<time-of-day> am|pm",
3.1780538303479458),
("<time-of-day> am|pm<time-of-day> am|pm",
2.4849066497880004)],
n = 16},
koData =
ClassData{prior = 0.9555114450274363,
unseen = 3.6109179126442243,
likelihoods =
HashMap.fromList
[("<named-month> <day-of-month> (non ordinal)July",
2.890371757896165),
("daymonth", 2.4849066497880004),
("<time-of-day> am|pmintersect", 2.890371757896165),
("hh:mm<time-of-day> am|pm", 2.4849066497880004),
("minuteminute", 1.9740810260220096),
("hourhour", 2.4849066497880004),
("minutehour", 2.4849066497880004),
("hh:mmintersect", 1.9740810260220096),
("<named-month> <day-of-month> (non ordinal)August",
2.890371757896165),
("about|exactly <time-of-day><time-of-day> am|pm",
2.890371757896165)],
n = 10}}),
("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 = 0.6931471805599453,
unseen = 1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = 0.6931471805599453,
unseen = 1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2}}),
("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}}),
("<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}}),
("in <named-month>",
Classifier{okData =
ClassData{prior = 0.6931471805599453,
unseen = 2.0794415416798357,
likelihoods =
HashMap.fromList
[("October", 1.252762968495368), ("March", 1.252762968495368),
("month", 0.8472978603872037)],
n = 2},
koData =
ClassData{prior = 0.6931471805599453,
unseen = 2.0794415416798357,
likelihoods =
HashMap.fromList
[("October", 0.8472978603872037),
("month", 0.8472978603872037)],
n = 2}}),
("<time-of-day> - <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = 0.8873031950009028,
unseen = 3.7376696182833684,
likelihoods =
HashMap.fromList
[("minuteminute", 1.5163474893680884),
("hh:mmhh:mm", 1.5163474893680884),
("<time-of-day> am|pmtime-of-day (latent)", 2.327277705584417),
("hourhour", 1.7676619176489945),
("<time-of-day> am|pm<time-of-day> am|pm", 2.327277705584417)],
n = 14},
koData =
ClassData{prior = 0.5306282510621704,
unseen = 3.9889840465642745,
likelihoods =
HashMap.fromList
[("about|exactly <time-of-day>time-of-day (latent)",
3.2771447329921766),
("hh:mmtime-of-day (latent)", 1.5723966407537513),
("hh:mm<time-of-day> am|pm", 2.871679624884012),
("<time-of-day> am|pmtime-of-day (latent)",
3.2771447329921766),
("at <time-of-day><time-of-day> am|pm", 3.2771447329921766),
("hourhour", 2.0243817644968085),
("minutehour", 1.262241712449912),
("about|exactly <time-of-day><time-of-day> am|pm",
3.2771447329921766),
("at <time-of-day>time-of-day (latent)", 2.871679624884012),
("<integer> to|till|before <hour-of-day>time-of-day (latent)",
2.871679624884012)],
n = 20}}),
("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 = 0.35667494393873245,
unseen = 3.9318256327243257,
likelihoods =
HashMap.fromList
[("Augustinteger (numeric)", 2.5257286443082556),
("Marchinteger (numeric)", 2.8134107167600364),
("Aprilinteger (numeric)", 3.2188758248682006),
("month", 0.8209805520698302),
("Februaryinteger (numeric)", 1.9661128563728327),
("Septemberinteger (numeric)", 2.8134107167600364),
("Octoberinteger (numeric)", 2.8134107167600364),
("Julyinteger (numeric)", 2.120263536200091)],
n = 21},
koData =
ClassData{prior = 1.2039728043259361, unseen = 3.295836866004329,
likelihoods =
HashMap.fromList
[("Augustinteger (numeric)", 2.159484249353372),
("Marchinteger (numeric)", 2.5649493574615367),
("Aprilinteger (numeric)", 2.5649493574615367),
("month", 0.9555114450274363),
("Julyinteger (numeric)", 1.466337068793427)],
n = 9}}),
("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 = 3.5553480614894135,
likelihoods = HashMap.fromList [("", 0.0)], n = 33},
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 = 0.0, unseen = 2.9444389791664407,
likelihoods =
HashMap.fromList
[("day (grain)October", 1.791759469228055),
("daymonth", 1.2809338454620642),
("day (grain)intersect", 1.791759469228055),
("weekmonth", 1.791759469228055),
("week (grain)intersect", 2.1972245773362196),
("week (grain)September", 2.1972245773362196)],
n = 6},
koData =
ClassData{prior = infinity, unseen = 1.9459101490553135,
likelihoods = HashMap.fromList [], n = 0}}),
("seasons",
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-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}}),
("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}}),
("after <time-of-day>",
Classifier{okData =
ClassData{prior = 1.6094379124341003,
unseen = 2.4849066497880004,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", 1.7047480922384253),
("<time-of-day> am|pm", 1.7047480922384253),
("hour", 1.2992829841302609)],
n = 2},
koData =
ClassData{prior = 0.2231435513142097,
unseen = 3.1780538303479458,
likelihoods =
HashMap.fromList
[("intersect", 2.03688192726104),
("tomorrow", 2.03688192726104), ("day", 1.3437347467010947),
("time-of-day (latent)", 2.4423470353692043),
("<time-of-day> am|pm", 2.4423470353692043),
("Christmas", 2.03688192726104), ("hour", 1.749199854809259)],
n = 8}}),
("day (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = 3.2188758248682006,
likelihoods = HashMap.fromList [("", 0.0)], n = 23},
koData =
ClassData{prior = infinity, unseen = 0.6931471805599453,
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}}),
("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}}),
("between <time> and <time>",
Classifier{okData =
ClassData{prior = 1.0986122886681098,
unseen = 2.4849066497880004,
likelihoods =
HashMap.fromList
[("minuteminute", 1.0116009116784799),
("hh:mmhh:mm", 1.0116009116784799)],
n = 3},
koData =
ClassData{prior = 0.40546510810816444,
unseen = 2.890371757896165,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", 1.4469189829363254),
("minuteminute", 1.4469189829363254),
("minutehour", 1.4469189829363254),
("hh:mmintersect", 1.4469189829363254)],
n = 6}}),
("<month> dd-dd (interval)",
Classifier{okData =
ClassData{prior = 0.0, unseen = 3.1354942159291497,
likelihoods =
HashMap.fromList
[("Julyinteger (numeric)integer (numeric)", 1.2992829841302609),
("Augustordinal (digits)integer (numeric)",
1.9924301646902063),
("month", 0.7884573603642702),
("Augustordinal (digits)ordinal (digits)",
1.9924301646902063)],
n = 9},
koData =
ClassData{prior = infinity, unseen = 1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("part of days",
Classifier{okData =
ClassData{prior = 4.0821994520255166e-2,
unseen = 3.258096538021482,
likelihoods = HashMap.fromList [("", 0.0)], n = 24},
koData =
ClassData{prior = 3.2188758248682006,
unseen = 1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("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}}),
("this <time>",
Classifier{okData =
ClassData{prior = 0.10536051565782628,
unseen = 3.332204510175204,
likelihoods =
HashMap.fromList
[("Thursday", 2.6026896854443837),
("Martin Luther King's Day", 2.6026896854443837),
("intersect", 2.6026896854443837),
("Monday", 2.6026896854443837), ("day", 1.2163953243244932),
("Thanksgiving Day", 2.6026896854443837),
("hour", 2.1972245773362196), ("seasons", 1.9095425048844386),
("week-end", 2.6026896854443837)],
n = 9},
koData =
ClassData{prior = 2.3025850929940455,
unseen = 2.4849066497880004,
likelihoods =
HashMap.fromList
[("intersect", 1.7047480922384253),
("day", 1.7047480922384253)],
n = 1}}),
("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}})]