Duckling/Ranking/Classifiers/DA_XX.hs (1,661 lines of code) (raw):
-- Copyright (c) 2016-present, Facebook, Inc.
-- All rights reserved.
--
-- This source code is licensed under the BSD-style license found in the
-- LICENSE file in the root directory of this source tree. An additional grant
-- of patent rights can be found in the PATENTS file in the same directory.
-----------------------------------------------------------------
-- Auto-generated by regenClassifiers
--
-- DO NOT EDIT UNLESS YOU ARE SURE THAT YOU KNOW WHAT YOU ARE DOING
-- @generated
-----------------------------------------------------------------
{-# LANGUAGE OverloadedStrings #-}
module Duckling.Ranking.Classifiers.DA_XX (classifiers) where
import Data.String
import Prelude
import qualified Data.HashMap.Strict as HashMap
import Duckling.Ranking.Types
classifiers :: Classifiers
classifiers
= HashMap.fromList
[("<time> timezone",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.6109179126442243,
likelihoods =
HashMap.fromList
[("at <time-of-day>", -1.2809338454620642),
("hh:mm", -1.5040773967762742), ("hour", -1.9740810260220096),
("minute", -1.0185695809945732)],
n = 16},
koData =
ClassData{prior = -infinity, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("Thursday",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.0910424533583156,
likelihoods = HashMap.fromList [("", 0.0)], n = 20},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("integer (numeric)",
Classifier{okData =
ClassData{prior = -0.7872986116830517,
unseen = -5.0689042022202315,
likelihoods = HashMap.fromList [("", 0.0)], n = 157},
koData =
ClassData{prior = -0.6071024542014105, unseen = -5.247024072160486,
likelihoods = HashMap.fromList [("", 0.0)], n = 188}}),
("the day before yesterday",
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}}),
("lunch",
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}}),
("<time> <part-of-day>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("dayhour", -0.9555114450274363),
("tomorrowevening", -1.8718021769015913),
("tomorrowlunch", -1.8718021769015913),
("yesterdayevening", -1.8718021769015913),
("Mondaymorning", -1.8718021769015913)],
n = 4},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("dd/mm",
Classifier{okData =
ClassData{prior = -0.40546510810816444,
unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8},
koData =
ClassData{prior = -1.0986122886681098, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4}}),
("today",
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}}),
("at <time-of-day>",
Classifier{okData =
ClassData{prior = -0.2674793651342615, unseen = -5.062595033026967,
likelihoods =
HashMap.fromList
[("<time> timezone", -3.264486336120253),
("time-of-day (latent)", -1.2495833155779883),
("relative minutes after|past <integer> (hour-of-day)",
-3.9576335166801986),
("hh:mm", -1.9652033519899923),
("<time-of-day> sharp", -3.6699514442284173),
("hour", -1.1850447944404172), ("minute", -1.688949975361834)],
n = 75},
koData =
ClassData{prior = -1.4494732627414222,
unseen = -3.9889840465642745,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.7922380832041762),
("hour", -0.7922380832041762)],
n = 23}}),
("absorption of , after named day",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("Wednesday", -2.3978952727983707),
("Saturday", -1.9924301646902063),
("Monday", -1.9924301646902063),
("Friday", -1.9924301646902063), ("day", -0.8938178760220964),
("Sunday", -2.3978952727983707)],
n = 8},
koData =
ClassData{prior = -infinity, unseen = -1.9459101490553135,
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 = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("on <date>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.784189633918261,
likelihoods =
HashMap.fromList
[("Thursday", -1.6817585740137264),
("Saturday", -3.068052935133617),
("Monday", -3.068052935133617),
("the <day-of-month> (non ordinal)", -2.662587827025453),
("<day-of-month>(ordinal) <named-month>", -1.8152899666382492),
("day", -0.8167611365271219),
("the <day-of-month> (ordinal)", -3.068052935133617)],
n = 18},
koData =
ClassData{prior = -infinity, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [], n = 0}}),
("integer (0..19)",
Classifier{okData =
ClassData{prior = -0.13976194237515874,
unseen = -3.7376696182833684,
likelihoods = HashMap.fromList [("", 0.0)], n = 40},
koData =
ClassData{prior = -2.03688192726104, unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("", 0.0)], n = 6}}),
("between <time-of-day> and <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = -0.2876820724517809,
unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.6094379124341003),
("minuteminute", -1.2039728043259361),
("hh:mmhh:mm", -1.2039728043259361),
("minutehour", -1.6094379124341003)],
n = 3},
koData =
ClassData{prior = -1.3862943611198906,
unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.0986122886681098),
("minutehour", -1.0986122886681098)],
n = 1}}),
("between <datetime> and <datetime> (interval)",
Classifier{okData =
ClassData{prior = -0.5108256237659907,
unseen = -2.4849066497880004,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.7047480922384253),
("minuteminute", -1.2992829841302609),
("hh:mmhh:mm", -1.2992829841302609),
("minutehour", -1.7047480922384253)],
n = 3},
koData =
ClassData{prior = -0.916290731874155, unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.5040773967762742),
("minuteminute", -1.5040773967762742),
("minutehour", -1.5040773967762742),
("hh:mmintersect", -1.5040773967762742)],
n = 2}}),
("October",
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}}),
("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 = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("integer (numeric)minute (grain)", -1.252762968495368),
("integer (0..19)minute (grain)", -1.252762968495368),
("minute", -0.8472978603872037)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("<time-of-day> o'clock",
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}}),
("Wednesday",
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}}),
("July",
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}}),
("hour (grain)",
Classifier{okData =
ClassData{prior = -0.10536051565782628,
unseen = -2.3978952727983707,
likelihoods = HashMap.fromList [("", 0.0)], n = 9},
koData =
ClassData{prior = -2.3025850929940455,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("<ordinal> quarter",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)", -1.252762968495368),
("quarter", -0.8472978603872037),
("ordinals (first..19st)quarter (grain)", -1.252762968495368)],
n = 2},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("ordinal (digits)quarter (grain)", -1.252762968495368),
("quarter", -0.8472978603872037),
("ordinals (first..19st)quarter (grain)", -1.252762968495368)],
n = 2}}),
("intersect",
Classifier{okData =
ClassData{prior = -0.3657247794586503, unseen = -5.955837369464831,
likelihoods =
HashMap.fromList
[("<datetime> - <datetime> (interval)on <date>",
-4.161483865059729),
("Wednesday<named-month> <day-of-month> (non ordinal)",
-5.260096153727839),
("<time-of-day> - <time-of-day> (interval)on <date>",
-4.161483865059729),
("hourday", -5.260096153727839),
("dayhour", -2.5520459526256287),
("daymonth", -3.468336684499784),
("monthyear", -3.180654612048003),
("Mondayon <date>", -5.260096153727839),
("intersecthh:mm", -5.260096153727839),
("Wednesdaynext <cycle>", -5.260096153727839),
("Marchyear", -4.854631045619675),
("intersect by \"of\", \"from\", \"'s\"year",
-4.854631045619675),
("Mondayintersect", -5.260096153727839),
("last <day-of-week> of <time>year", -4.854631045619675),
("todayat <time-of-day>", -4.343805421853684),
("Thursday<time> timezone", -3.8738017926079484),
("dayday", -3.180654612048003),
("dd/mmat <time-of-day>", -4.007333185232471),
("the <day-of-month> (ordinal)February", -4.854631045619675),
("intersect by \",\"hh:mm", -4.343805421853684),
("Mondaythe <day-of-month> (non ordinal)", -5.260096153727839),
("Thursdaybetween <time-of-day> and <time-of-day> (interval)",
-4.854631045619675),
("dayyear", -3.5553480614894135),
("Thursdaybetween <datetime> and <datetime> (interval)",
-4.854631045619675),
("Thursdayat <time-of-day>", -4.161483865059729),
("tomorrow<time-of-day> sharp", -4.566948973167894),
("<day-of-month>(ordinal) <named-month>year",
-4.854631045619675),
("absorption of , after named day<named-month> <day-of-month> (non ordinal)",
-4.343805421853684),
("Thursdayfrom <datetime> - <datetime> (interval)",
-4.566948973167894),
("Thursdayfrom <time-of-day> - <time-of-day> (interval)",
-4.566948973167894),
("tomorrowuntil <time-of-day>", -4.566948973167894),
("absorption of , after named day<day-of-month> (non ordinal) <named-month>",
-4.343805421853684),
("the <day-of-month> (ordinal)March", -4.343805421853684),
("after <time-of-day>at <time-of-day>", -4.566948973167894),
("intersect by \",\"<day-of-month> (non ordinal) <named-month>",
-4.343805421853684),
("Mondaythe <day-of-month> (ordinal)", -5.260096153727839),
("tomorrowafter <time-of-day>", -4.566948973167894),
("from <time-of-day> - <time-of-day> (interval)on <date>",
-4.343805421853684),
("Sunday<day-of-month> (non ordinal) <named-month>",
-5.260096153727839),
("dayminute", -2.4268828096716226),
("Tuesdaythis <time>", -4.566948973167894),
("from <datetime> - <datetime> (interval)on <date>",
-4.566948973167894),
("<ordinal> <cycle> of <time>year", -4.854631045619675),
("minuteday", -2.519256129802638),
("absorption of , after named dayintersect",
-5.260096153727839),
("Octoberyear", -3.6506582412937383),
("yearhh:mm", -5.260096153727839),
("absorption of , after named dayintersect by \",\"",
-4.854631045619675),
("Septemberyear", -4.343805421853684),
("at <time-of-day>on <date>", -5.260096153727839),
("between <time-of-day> and <time-of-day> (interval)on <date>",
-5.260096153727839),
("between <datetime> and <datetime> (interval)on <date>",
-5.260096153727839),
("dayweek", -4.161483865059729),
("weekyear", -4.343805421853684),
("hh:mmtomorrow", -4.343805421853684),
("this <cycle>at <time-of-day>", -4.854631045619675),
("Wednesdaythis <time>", -4.343805421853684),
("tomorrowat <time-of-day>", -3.6506582412937383),
("at <time-of-day>tomorrow", -4.566948973167894),
("intersectFebruary", -5.260096153727839),
("last <cycle> of <time>year", -4.343805421853684),
("Mondaythis <time>", -5.260096153727839),
("<day-of-month> (non ordinal) <named-month>year",
-4.854631045619675),
("yearminute", -5.260096153727839)],
n = 154},
koData =
ClassData{prior = -1.1831696766961728, unseen = -5.365976015021851,
likelihoods =
HashMap.fromList
[("dayhour", -2.7963428082478883),
("daymonth", -2.2702497123511094),
("monthyear", -3.751854253275325),
("Marchyear", -3.9749978045895347),
("intersect by \"of\", \"from\", \"'s\"year",
-3.4153820166541116),
("Sundaythis <time>", -3.751854253275325),
("absorption of , after named dayJuly", -4.2626798770413155),
("dd/mmat <time-of-day>", -3.4153820166541116),
("hourhour", -3.0587070727153796),
("dayyear", -3.2818506240295893),
("Thursdayat <time-of-day>", -2.9633968929110543),
("Thursdayhh:mm", -4.2626798770413155),
("WednesdayFebruary", -4.66814498514948),
("Thursdayfrom <datetime> - <datetime> (interval)",
-4.66814498514948),
("in|during the <part-of-day>until <time-of-day>",
-3.9749978045895347),
("Aprilyear", -4.66814498514948),
("until <time-of-day>on <date>", -4.66814498514948),
("dayminute", -3.2818506240295893),
("Tuesdaythis <time>", -3.751854253275325),
("minuteday", -3.164067588373206),
("hh:mmon <date>", -3.2818506240295893),
("Wednesdaythis <time>", -3.4153820166541116),
("absorption of , after named dayFebruary",
-4.2626798770413155),
("this <part-of-day>until <time-of-day>", -3.9749978045895347),
("tomorrownoon", -4.66814498514948),
("this <time>until <time-of-day>", -3.9749978045895347),
("Mondaythis <time>", -4.2626798770413155)],
n = 68}}),
("<ordinal> <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("daymonth", -1.7346010553881064),
("ordinals (first..19st)week (grain)intersect",
-1.7346010553881064),
("ordinals (first..19st)week (grain)October",
-1.7346010553881064),
("weekmonth", -1.2237754316221157),
("ordinals (first..19st)day (grain)October",
-1.7346010553881064)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("season",
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}}),
("year (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.772588722239781,
likelihoods = HashMap.fromList [("", 0.0)], n = 14},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("from <datetime> - <datetime> (interval)",
Classifier{okData =
ClassData{prior = -0.8472978603872037,
unseen = -3.1780538303479458,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -2.4423470353692043),
("minuteminute", -1.5260563034950494),
("time-of-day (latent)time-of-day (latent)",
-2.4423470353692043),
("hh:mmhh:mm", -1.5260563034950494),
("hourhour", -2.4423470353692043),
("minutehour", -2.4423470353692043)],
n = 6},
koData =
ClassData{prior = -0.5596157879354228, unseen = -3.332204510175204,
likelihoods =
HashMap.fromList
[("yearhour", -2.6026896854443837),
("hh:mmtime-of-day (latent)", -1.9095425048844386),
("minuteminute", -1.9095425048844386),
("yearyear", -2.6026896854443837),
("year (latent)year (latent)", -2.6026896854443837),
("minutehour", -1.9095425048844386),
("hh:mmintersect", -1.9095425048844386),
("year (latent)time-of-day (latent)", -2.6026896854443837)],
n = 8}}),
("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}}),
("next <cycle>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.044522437723423,
likelihoods =
HashMap.fromList
[("week", -1.6094379124341003),
("month (grain)", -2.3025850929940455),
("year (grain)", -2.3025850929940455),
("week (grain)", -1.6094379124341003),
("quarter", -2.3025850929940455), ("year", -2.3025850929940455),
("month", -2.3025850929940455),
("quarter (grain)", -2.3025850929940455)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -2.1972245773362196,
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 = -0.45198512374305727,
unseen = -3.044522437723423,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -2.3025850929940455),
("minuteminute", -1.2039728043259361),
("time-of-day (latent)time-of-day (latent)",
-2.3025850929940455),
("hh:mmhh:mm", -1.2039728043259361),
("hourhour", -2.3025850929940455),
("minutehour", -2.3025850929940455)],
n = 7},
koData =
ClassData{prior = -1.0116009116784799, unseen = -2.70805020110221,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -1.0296194171811581),
("minutehour", -1.0296194171811581)],
n = 4}}),
("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 = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("integer (numeric)", -0.5260930958967791),
("integer (0..19)", -0.8938178760220964)],
n = 20}}),
("Monday",
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}}),
("dd/mm/yyyy",
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}}),
("yesterday",
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}}),
("<ordinal> quarter <year>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("ordinals (first..19st)quarter (grain)year",
-1.252762968495368),
("quarteryear", -0.8472978603872037),
("ordinal (digits)quarter (grain)year", -1.252762968495368)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("after lunch",
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}}),
("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}}),
("the <cycle> after <time>",
Classifier{okData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("year (grain)christmas eve", -0.6931471805599453),
("yearday", -0.6931471805599453)],
n = 2}}),
("quarter to|till|before <integer> (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}}),
("a pair",
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> of <time>",
Classifier{okData =
ClassData{prior = -0.5596157879354228,
unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("daymonth", -0.8938178760220964),
("ordinals (first..19st)Tuesdayintersect", -1.9924301646902063),
("ordinals (first..19st)TuesdayOctober", -1.9924301646902063),
("ordinals (first..19st)Wednesdayintersect",
-1.4816045409242156)],
n = 8},
koData =
ClassData{prior = -0.8472978603872037,
unseen = -2.9444389791664407,
likelihoods =
HashMap.fromList
[("daymonth", -0.9444616088408514),
("ordinals (first..19st)WednesdayOctober", -1.2809338454620642),
("ordinals (first..19st)TuesdaySeptember", -1.791759469228055)],
n = 6}}),
("the <day-of-month> (non ordinal)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 8},
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}}),
("week (grain)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.332204510175204,
likelihoods = HashMap.fromList [("", 0.0)], n = 26},
koData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0}}),
("now",
Classifier{okData =
ClassData{prior = -1.0986122886681098,
unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -0.40546510810816444,
unseen = -1.791759469228055,
likelihoods = HashMap.fromList [("", 0.0)], n = 4}}),
("this <part-of-day>",
Classifier{okData =
ClassData{prior = -2.1972245773362196,
unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("hour", -0.8472978603872037), ("evening", -1.252762968495368),
("morning", -1.252762968495368)],
n = 2},
koData =
ClassData{prior = -0.11778303565638351, unseen = -3.58351893845611,
likelihoods =
HashMap.fromList
[("hour", -0.7221347174331976),
("morning", -0.7221347174331976)],
n = 16}}),
("christmas 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}}),
("<day-of-month>(ordinal) <named-month>",
Classifier{okData =
ClassData{prior = -9.53101798043249e-2,
unseen = -3.258096538021482,
likelihoods =
HashMap.fromList
[("ordinals (first..19st)March", -1.8325814637483102),
("ordinal (digits)February", -1.8325814637483102),
("month", -0.8209805520698302),
("ordinal (digits)March", -1.6094379124341003)],
n = 10},
koData =
ClassData{prior = -2.3978952727983707,
unseen = -2.0794415416798357,
likelihoods =
HashMap.fromList
[("ordinals (first..19st)April", -1.252762968495368),
("month", -1.252762968495368)],
n = 1}}),
("numbers prefix with -, negative or minus",
Classifier{okData =
ClassData{prior = -infinity, unseen = -0.6931471805599453,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -3.4339872044851463,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 29}}),
("Friday",
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}}),
("in|during the <part-of-day>",
Classifier{okData =
ClassData{prior = -2.1972245773362196,
unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("afternoon", -1.3862943611198906),
("hour", -0.9808292530117262),
("evening", -1.3862943611198906)],
n = 2},
koData =
ClassData{prior = -0.11778303565638351,
unseen = -3.6109179126442243,
likelihoods =
HashMap.fromList
[("hour", -0.750305594399894), ("morning", -0.750305594399894)],
n = 16}}),
("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}}),
("tomorrow",
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}}),
("<cycle> after <time>",
Classifier{okData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("year (grain)christmas eve", -0.6931471805599453),
("yearday", -0.6931471805599453)],
n = 2}}),
("<time> 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}}),
("half an hour",
Classifier{okData =
ClassData{prior = -0.5108256237659907,
unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [("", 0.0)], n = 3},
koData =
ClassData{prior = -0.916290731874155, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2}}),
("the <day-of-month> (ordinal)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("ordinals (first..19st)", -1.2039728043259361),
("ordinal (digits)", -0.35667494393873245)],
n = 8},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
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 = -2.3025850929940455,
likelihoods = HashMap.fromList [("", 0.0)], n = 8}}),
("Sunday",
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}}),
("afternoon",
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}}),
("<duration> from now",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("second", -1.4469189829363254), ("year", -2.1400661634962708),
("<integer> <unit-of-duration>", -1.041453874828161),
("a <unit-of-duration>", -2.1400661634962708),
("minute", -1.7346010553881064)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.791759469228055,
likelihoods = HashMap.fromList [], n = 0}}),
("February",
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}}),
("this <cycle>",
Classifier{okData =
ClassData{prior = -9.53101798043249e-2,
unseen = -3.367295829986474,
likelihoods =
HashMap.fromList
[("week", -1.7227665977411035),
("year (grain)", -2.2335922215070942),
("week (grain)", -1.7227665977411035),
("day", -1.9459101490553135), ("quarter", -2.639057329615259),
("year", -2.2335922215070942),
("quarter (grain)", -2.639057329615259),
("day (grain)", -1.9459101490553135)],
n = 10},
koData =
ClassData{prior = -2.3978952727983707,
unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("day", -1.6094379124341003),
("day (grain)", -1.6094379124341003)],
n = 1}}),
("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}}),
("ordinals (first..19st)",
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}}),
("about <time-of-day>",
Classifier{okData =
ClassData{prior = -0.6931471805599453,
unseen = -2.5649493574615367,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -0.8754687373538999),
("hour", -0.8754687373538999)],
n = 4},
koData =
ClassData{prior = -0.6931471805599453,
unseen = -2.5649493574615367,
likelihoods =
HashMap.fromList
[("time-of-day (latent)", -1.3862943611198906),
("hour", -1.3862943611198906),
("<hour-of-day> half (as relative minutes)",
-1.3862943611198906),
("minute", -1.3862943611198906)],
n = 4}}),
("time-of-day (latent)",
Classifier{okData =
ClassData{prior = -0.7105389232718146, unseen = -4.0943445622221,
likelihoods =
HashMap.fromList [("integer (numeric)", -1.7094433359300068e-2)],
n = 57},
koData =
ClassData{prior = -0.6760527472006452, unseen = -4.127134385045092,
likelihoods =
HashMap.fromList
[("integer (numeric)", -0.2607262624632527),
("integer (0..19)", -1.4718165345580525)],
n = 59}}),
("year",
Classifier{okData =
ClassData{prior = -0.2231435513142097, unseen = -3.258096538021482,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 24},
koData =
ClassData{prior = -1.6094379124341003,
unseen = -2.0794415416798357,
likelihoods = HashMap.fromList [("integer (numeric)", 0.0)],
n = 6}}),
("last <day-of-week> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("daymonth", -0.8266785731844679),
("SundayMarch", -1.6739764335716716),
("MondayMarch", -1.6739764335716716),
("Sundayintersect", -1.6739764335716716)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("<integer> <unit-of-duration>",
Classifier{okData =
ClassData{prior = -0.5408064559779265, unseen = -4.74493212836325,
likelihoods =
HashMap.fromList
[("week", -2.538973871058276),
("integer (0..19)year (grain)", -3.349904087274605),
("integer (numeric)day (grain)", -2.9444389791664407),
("integer (0..19)hour (grain)", -4.04305126783455),
("second", -2.9444389791664407),
("integer (numeric)second (grain)", -4.04305126783455),
("a pairhour (grain)", -4.04305126783455),
("integer (numeric)year (grain)", -3.6375861597263857),
("day", -2.338303175596125), ("year", -2.9444389791664407),
("integer (numeric)week (grain)", -3.349904087274605),
("integer (0..19)month (grain)", -4.04305126783455),
("integer (0..19)second (grain)", -3.126760535960395),
("hour", -2.9444389791664407), ("month", -3.6375861597263857),
("integer (numeric)minute (grain)", -2.790288299339182),
("integer (0..19)minute (grain)", -2.9444389791664407),
("integer (numeric)month (grain)", -4.04305126783455),
("minute", -2.2512917986064953),
("integer (numeric)hour (grain)", -3.349904087274605),
("integer (0..19)day (grain)", -2.9444389791664407),
("integer (0..19)week (grain)", -2.9444389791664407)],
n = 46},
koData =
ClassData{prior = -0.8729402910005413, unseen = -4.48863636973214,
likelihoods =
HashMap.fromList
[("week", -2.6855773452501515),
("integer (0..19)year (grain)", -3.378724525810097),
("integer (numeric)day (grain)", -3.0910424533583156),
("integer (0..19)hour (grain)", -3.784189633918261),
("second", -2.867898902044106),
("integer (numeric)second (grain)", -3.378724525810097),
("integer (numeric)year (grain)", -3.0910424533583156),
("day", -2.6855773452501515), ("year", -2.6855773452501515),
("integer (numeric)week (grain)", -3.378724525810097),
("integer (0..19)month (grain)", -3.0910424533583156),
("integer (0..19)second (grain)", -3.378724525810097),
("hour", -2.6855773452501515), ("month", -2.6855773452501515),
("integer (numeric)minute (grain)", -3.378724525810097),
("integer (0..19)minute (grain)", -3.378724525810097),
("integer (numeric)month (grain)", -3.378724525810097),
("minute", -2.867898902044106),
("integer (numeric)hour (grain)", -2.867898902044106),
("integer (0..19)day (grain)", -3.378724525810097),
("integer (0..19)week (grain)", -3.0910424533583156)],
n = 33}}),
("<duration> after <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("a <unit-of-duration>christmas eve", -1.5040773967762742),
("yearday", -0.8109302162163288),
("<integer> <unit-of-duration>christmas eve",
-1.0986122886681098)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("relative minutes after|past <integer> (hour-of-day)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("hour", -0.6931471805599453),
("integer (numeric)time-of-day (latent)", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("a <unit-of-duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.2188758248682006,
likelihoods =
HashMap.fromList
[("week", -2.0794415416798357),
("year (grain)", -2.4849066497880004),
("second", -2.0794415416798357),
("week (grain)", -2.0794415416798357),
("day", -2.4849066497880004),
("minute (grain)", -2.4849066497880004),
("year", -2.4849066497880004),
("second (grain)", -2.0794415416798357),
("minute", -2.4849066497880004),
("day (grain)", -2.4849066497880004)],
n = 7},
koData =
ClassData{prior = -infinity, unseen = -2.3978952727983707,
likelihoods = HashMap.fromList [], n = 0}}),
("intersect by \",\"",
Classifier{okData =
ClassData{prior = -9.763846956391606e-2,
unseen = -4.709530201312334,
likelihoods =
HashMap.fromList
[("Wednesday<named-month> <day-of-month> (non ordinal)",
-4.007333185232471),
("<named-month> <day-of-month> (non ordinal)Friday",
-4.007333185232471),
("Friday<named-month> <day-of-month> (non ordinal)",
-3.6018680771243066),
("at <time-of-day>Saturday", -3.6018680771243066),
("intersect by \",\"year", -4.007333185232471),
("hh:mmintersect by \",\"", -3.6018680771243066),
("dayday", -2.3025850929940455),
("dayyear", -3.0910424533583156),
("Saturday<day-of-month> (non ordinal) <named-month>",
-3.6018680771243066),
("<named-month> <day-of-month> (non ordinal)intersect",
-4.007333185232471),
("intersect by \",\"<day-of-month> (non ordinal) <named-month>",
-3.0910424533583156),
("Fridayintersect", -4.007333185232471),
("hh:mmintersect", -3.6018680771243066),
("intersect by \",\"intersect", -4.007333185232471),
("hh:mmSaturday", -3.6018680771243066),
("at <time-of-day>intersect", -3.6018680771243066),
("Sunday<day-of-month> (non ordinal) <named-month>",
-4.007333185232471),
("dayminute", -2.908720896564361),
("intersectyear", -4.007333185232471),
("minuteday", -1.6559579280689931),
("hh:mmabsorption of , after named day", -3.6018680771243066),
("at <time-of-day>intersect by \",\"", -3.6018680771243066),
("at <time-of-day>absorption of , after named day",
-3.6018680771243066),
("intersectintersect", -4.007333185232471),
("Fridayintersect by \",\"", -3.6018680771243066),
("Monday<named-month> <day-of-month> (non ordinal)",
-4.007333185232471),
("Monday<day-of-month> (non ordinal) <named-month>",
-4.007333185232471),
("<named-month> <day-of-month> (non ordinal)year",
-3.6018680771243066)],
n = 39},
koData =
ClassData{prior = -2.374905754573672, unseen = -3.713572066704308,
likelihoods =
HashMap.fromList
[("daymonth", -2.0794415416798357),
("FridayJuly", -2.5902671654458267),
("WednesdayFebruary", -2.995732273553991),
("MondayFebruary", -2.995732273553991)],
n = 4}}),
("hh:mm",
Classifier{okData =
ClassData{prior = -1.526747213078842e-2,
unseen = -4.204692619390966,
likelihoods = HashMap.fromList [("", 0.0)], n = 65},
koData =
ClassData{prior = -4.189654742026425, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("quarter after|past <integer> (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}}),
("second (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}}),
("<time-of-day> sharp",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.772588722239781,
likelihoods =
HashMap.fromList
[("at <time-of-day>", -1.3217558399823195),
("time-of-day (latent)", -1.3217558399823195),
("hour", -0.7621400520468967)],
n = 6},
koData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0}}),
("intersect by \"of\", \"from\", \"'s\"",
Classifier{okData =
ClassData{prior = -0.8209805520698302,
unseen = -3.6375861597263857,
likelihoods =
HashMap.fromList
[("Sundaylast <cycle>", -2.917770732084279),
("daymonth", -1.6650077635889111),
("Wednesdayintersect", -2.512305623976115),
("Wednesdaynext <cycle>", -2.917770732084279),
("Tuesdaythis <cycle>", -2.917770732084279),
("WednesdayOctober", -2.512305623976115),
("Wednesdaythis <cycle>", -2.917770732084279),
("TuesdayOctober", -2.512305623976115),
("Mondaythis <cycle>", -2.917770732084279),
("dayweek", -1.8191584434161694)],
n = 11},
koData =
ClassData{prior = -0.579818495252942, unseen = -3.784189633918261,
likelihoods =
HashMap.fromList
[("daymonth", -1.0531499145913523),
("TuesdaySeptember", -2.662587827025453),
("Wednesdayintersect", -2.662587827025453),
("WednesdayOctober", -2.662587827025453),
("SundayMarch", -2.662587827025453),
("MondayMarch", -2.662587827025453),
("Tuesdayintersect", -2.662587827025453),
("Sundayintersect", -2.662587827025453)],
n = 14}}),
("<duration> ago",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.5553480614894135,
likelihoods =
HashMap.fromList
[("week", -1.580450375560848), ("day", -1.916922612182061),
("year", -2.4277482359480516),
("<integer> <unit-of-duration>", -0.8873031950009028),
("a <unit-of-duration>", -2.833213344056216),
("month", -2.4277482359480516)],
n = 14},
koData =
ClassData{prior = -infinity, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [], n = 0}}),
("last <time>",
Classifier{okData =
ClassData{prior = -2.751535313041949, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("day", -1.6739764335716716), ("Sunday", -2.0794415416798357),
("hour", -2.0794415416798357), ("Tuesday", -2.0794415416798357),
("week-end", -2.0794415416798357)],
n = 3},
koData =
ClassData{prior = -6.59579677917974e-2, unseen = -4.59511985013459,
likelihoods =
HashMap.fromList
[("year (latent)", -1.6405284995041316),
("Monday", -3.4863551900024623), ("day", -2.3877429013343523),
("Sunday", -3.4863551900024623),
("time-of-day (latent)", -1.6405284995041316),
("year", -1.6405284995041316),
("intersect by \"of\", \"from\", \"'s\"", -2.9755295662364714),
("hour", -1.6405284995041316)],
n = 44}}),
("March",
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 day after tomorrow",
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}}),
("noon",
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}}),
("until <time-of-day>",
Classifier{okData =
ClassData{prior = -0.1823215567939546, unseen = -3.258096538021482,
likelihoods =
HashMap.fromList
[("at <time-of-day>", -0.8209805520698302),
("hour", -0.8209805520698302)],
n = 10},
koData =
ClassData{prior = -1.791759469228055, unseen = -2.3025850929940455,
likelihoods =
HashMap.fromList
[("intersect", -1.5040773967762742),
("hh:mm", -1.5040773967762742),
("minute", -1.0986122886681098)],
n = 2}}),
("<integer> and an half hours",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("integer (numeric)", -0.6931471805599453),
("integer (0..19)", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("after <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("day", -0.6931471805599453),
("<integer> <unit-of-duration>", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("evening",
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}}),
("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 = -0.587786664902119, unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("Wednesday", -2.1400661634962708),
("Monday", -2.1400661634962708), ("day", -1.2237754316221157),
("March", -2.1400661634962708), ("month", -2.1400661634962708),
("Tuesday", -1.7346010553881064)],
n = 5},
koData =
ClassData{prior = -0.8109302162163288, unseen = -2.772588722239781,
likelihoods =
HashMap.fromList
[("Wednesday", -2.0149030205422647),
("Friday", -1.6094379124341003), ("day", -1.3217558399823195),
("March", -2.0149030205422647), ("month", -2.0149030205422647)],
n = 4}}),
("last <cycle>",
Classifier{okData =
ClassData{prior = -0.6931471805599453, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("week", -1.6739764335716716),
("month (grain)", -2.0794415416798357),
("year (grain)", -2.0794415416798357),
("week (grain)", -1.6739764335716716),
("year", -2.0794415416798357), ("month", -2.0794415416798357)],
n = 4},
koData =
ClassData{prior = -0.6931471805599453, unseen = -2.833213344056216,
likelihoods =
HashMap.fromList
[("week", -1.6739764335716716),
("week (grain)", -1.6739764335716716),
("day", -1.6739764335716716),
("day (grain)", -1.6739764335716716)],
n = 4}}),
("christmas",
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}}),
("new year's 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}}),
("next n <cycle>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.912023005428146,
likelihoods =
HashMap.fromList
[("week", -2.793208009442517),
("integer (0..19)year (grain)", -3.1986731175506815),
("integer (numeric)day (grain)", -3.1986731175506815),
("integer (0..19)hour (grain)", -3.1986731175506815),
("second", -2.793208009442517),
("integer (numeric)second (grain)", -3.1986731175506815),
("integer (numeric)year (grain)", -3.1986731175506815),
("day", -2.793208009442517), ("year", -2.793208009442517),
("integer (numeric)week (grain)", -3.1986731175506815),
("integer (0..19)month (grain)", -3.1986731175506815),
("integer (0..19)second (grain)", -3.1986731175506815),
("hour", -2.793208009442517), ("month", -2.793208009442517),
("integer (numeric)minute (grain)", -3.1986731175506815),
("integer (0..19)minute (grain)", -3.1986731175506815),
("integer (numeric)month (grain)", -3.1986731175506815),
("minute", -2.793208009442517),
("integer (numeric)hour (grain)", -3.1986731175506815),
("integer (0..19)day (grain)", -3.1986731175506815),
("integer (0..19)week (grain)", -3.1986731175506815)],
n = 14},
koData =
ClassData{prior = -infinity, unseen = -3.0910424533583156,
likelihoods = HashMap.fromList [], n = 0}}),
("in <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -4.418840607796598,
likelihoods =
HashMap.fromList
[("week", -3.0204248861443626),
("<integer> more <unit-of-duration>", -3.3081069585961433),
("number.number hours", -3.713572066704308),
("second", -2.797281334830153), ("day", -2.6149597780361984),
("half an hour", -3.713572066704308),
("<integer> <unit-of-duration>", -1.2286654169163076),
("a <unit-of-duration>", -2.797281334830153),
("<integer> and an half hours", -3.3081069585961433),
("hour", -2.6149597780361984), ("minute", -1.4622802680978126),
("about <duration>", -3.3081069585961433)],
n = 35},
koData =
ClassData{prior = -infinity, unseen = -2.5649493574615367,
likelihoods = HashMap.fromList [], n = 0}}),
("<datetime> - <datetime> (interval)",
Classifier{okData =
ClassData{prior = -0.5436154465889815,
unseen = -3.8501476017100584,
likelihoods =
HashMap.fromList
[("minuteminute", -1.1895840668738362),
("hh:mmhh:mm", -1.1895840668738362),
("dayday", -2.03688192726104),
("<day-of-month> (non ordinal) <named-month><day-of-month> (non ordinal) <named-month>",
-2.03688192726104)],
n = 18},
koData =
ClassData{prior = -0.8690378470236094,
unseen = -3.6109179126442243,
likelihoods =
HashMap.fromList
[("July<day-of-month> (non ordinal) <named-month>",
-2.890371757896165),
("monthday", -1.791759469228055),
("minuteminute", -1.6376087894007967),
("hh:mmhh:mm", -2.890371757896165),
("dayyear", -2.4849066497880004),
("hh:mmintersect", -1.791759469228055),
("August<day-of-month> (non ordinal) <named-month>",
-1.9740810260220096),
("dd/mmyear", -2.4849066497880004)],
n = 13}}),
("Tuesday",
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}}),
("<time-of-day> - <time-of-day> (interval)",
Classifier{okData =
ClassData{prior = -0.6241543090729939,
unseen = -3.5553480614894135,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -2.4277482359480516),
("minuteminute", -0.8873031950009028),
("hh:mmhh:mm", -0.8873031950009028),
("minutehour", -2.4277482359480516)],
n = 15},
koData =
ClassData{prior = -0.7672551527136672,
unseen = -3.4339872044851463,
likelihoods =
HashMap.fromList
[("hh:mmtime-of-day (latent)", -0.8362480242006186),
("minuteminute", -2.70805020110221),
("hh:mmhh:mm", -2.70805020110221),
("minutehour", -0.8362480242006186)],
n = 13}}),
("last n <cycle>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -4.04305126783455,
likelihoods =
HashMap.fromList
[("week", -2.639057329615259),
("integer (0..19)year (grain)", -3.332204510175204),
("integer (numeric)day (grain)", -2.9267394020670396),
("second", -2.9267394020670396),
("integer (numeric)second (grain)", -3.332204510175204),
("integer (numeric)year (grain)", -2.9267394020670396),
("day", -2.639057329615259), ("year", -2.639057329615259),
("integer (numeric)week (grain)", -3.332204510175204),
("integer (0..19)month (grain)", -2.9267394020670396),
("integer (0..19)second (grain)", -3.332204510175204),
("hour", -2.9267394020670396), ("month", -2.639057329615259),
("integer (numeric)minute (grain)", -3.332204510175204),
("integer (0..19)minute (grain)", -3.332204510175204),
("integer (numeric)month (grain)", -3.332204510175204),
("minute", -2.9267394020670396),
("integer (numeric)hour (grain)", -2.9267394020670396),
("integer (0..19)day (grain)", -3.332204510175204),
("integer (0..19)week (grain)", -2.9267394020670396)],
n = 18},
koData =
ClassData{prior = -infinity, unseen = -3.044522437723423,
likelihoods = HashMap.fromList [], n = 0}}),
("<named-month> <day-of-month> (non ordinal)",
Classifier{okData =
ClassData{prior = -0.11778303565638351,
unseen = -3.044522437723423,
likelihoods =
HashMap.fromList
[("Aprilinteger (numeric)", -2.3025850929940455),
("month", -0.7985076962177716),
("Februaryinteger (numeric)", -1.3862943611198906),
("Julyinteger (numeric)", -1.6094379124341003)],
n = 8},
koData =
ClassData{prior = -2.1972245773362196,
unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("Aprilinteger (numeric)", -1.0986122886681098),
("month", -1.0986122886681098)],
n = 1}}),
("<day-of-month> (non ordinal) <named-month>",
Classifier{okData =
ClassData{prior = -0.1466034741918754, unseen = -3.828641396489095,
likelihoods =
HashMap.fromList
[("integer (numeric)September", -2.70805020110221),
("integer (numeric)April", -3.1135153092103742),
("integer (numeric)August", -1.5040773967762742),
("integer (numeric)February", -2.4203681286504293),
("month", -0.8109302162163288),
("integer (numeric)July", -2.70805020110221),
("integer (numeric)March", -2.70805020110221)],
n = 19},
koData =
ClassData{prior = -1.9924301646902063, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("month", -1.1786549963416462),
("integer (numeric)July", -1.1786549963416462)],
n = 3}}),
("this|next <day-of-week>",
Classifier{okData =
ClassData{prior = -0.5596157879354228, unseen = -2.639057329615259,
likelihoods =
HashMap.fromList
[("Wednesday", -1.8718021769015913),
("Monday", -1.8718021769015913), ("day", -0.9555114450274363),
("Tuesday", -1.466337068793427)],
n = 4},
koData =
ClassData{prior = -0.8472978603872037,
unseen = -2.4849066497880004,
likelihoods =
HashMap.fromList
[("Wednesday", -1.7047480922384253),
("Friday", -1.2992829841302609), ("day", -1.0116009116784799)],
n = 3}}),
("<hour-of-day> half (as relative minutes)",
Classifier{okData =
ClassData{prior = -infinity, unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [], n = 0},
koData =
ClassData{prior = 0.0, unseen = -2.890371757896165,
likelihoods =
HashMap.fromList
[("about <time-of-day>", -1.7346010553881064),
("time-of-day (latent)", -1.041453874828161),
("hour", -0.7537718023763802)],
n = 7}}),
("ordinal (digits)",
Classifier{okData =
ClassData{prior = -8.701137698962981e-2,
unseen = -2.5649493574615367,
likelihoods = HashMap.fromList [("", 0.0)], n = 11},
koData =
ClassData{prior = -2.4849066497880004,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("quarter (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}}),
("last <cycle> of <time>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -3.1354942159291497,
likelihoods =
HashMap.fromList
[("day (grain)October", -1.9924301646902063),
("daymonth", -1.4816045409242156),
("day (grain)intersect", -1.9924301646902063),
("weekmonth", -1.4816045409242156),
("week (grain)intersect", -1.9924301646902063),
("week (grain)September", -1.9924301646902063)],
n = 8},
koData =
ClassData{prior = -infinity, unseen = -1.9459101490553135,
likelihoods = HashMap.fromList [], n = 0}}),
("<day-of-month>(ordinal) <named-month> year",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.3978952727983707,
likelihoods =
HashMap.fromList
[("ordinals (first..19st)April", -1.6094379124341003),
("ordinals (first..19st)March", -1.6094379124341003),
("month", -0.916290731874155),
("ordinal (digits)March", -1.6094379124341003)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.6094379124341003,
likelihoods = HashMap.fromList [], n = 0}}),
("morning",
Classifier{okData =
ClassData{prior = -2.1972245773362196,
unseen = -1.3862943611198906,
likelihoods = HashMap.fromList [("", 0.0)], n = 2},
koData =
ClassData{prior = -0.11778303565638351,
unseen = -2.890371757896165,
likelihoods = HashMap.fromList [("", 0.0)], n = 16}}),
("week-end",
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}}),
("after <time-of-day>",
Classifier{okData =
ClassData{prior = -0.6931471805599453, unseen = -3.58351893845611,
likelihoods =
HashMap.fromList
[("at <time-of-day>", -1.6094379124341003),
("intersect", -2.169053700369523),
("tomorrow", -2.169053700369523), ("day", -2.169053700369523),
("hour", -1.252762968495368)],
n = 12},
koData =
ClassData{prior = -0.6931471805599453, unseen = -3.58351893845611,
likelihoods =
HashMap.fromList
[("this <part-of-day>", -2.169053700369523),
("christmas eve", -2.456735772821304),
("in|during the <part-of-day>", -2.169053700369523),
("day", -2.456735772821304), ("hh:mm", -2.8622008809294686),
("hour", -1.252762968495368), ("minute", -2.8622008809294686),
("this <time>", -2.169053700369523)],
n = 12}}),
("day (grain)",
Classifier{okData =
ClassData{prior = -4.445176257083381e-2,
unseen = -3.1780538303479458,
likelihoods = HashMap.fromList [("", 0.0)], n = 22},
koData =
ClassData{prior = -3.1354942159291497,
unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [("", 0.0)], n = 1}}),
("<month> dd-dd (interval)",
Classifier{okData =
ClassData{prior = 0.0, unseen = -2.1972245773362196,
likelihoods =
HashMap.fromList
[("July", -0.6931471805599453), ("month", -0.6931471805599453)],
n = 3},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("about <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.9459101490553135,
likelihoods =
HashMap.fromList
[("half an hour", -0.6931471805599453),
("minute", -0.6931471805599453)],
n = 2},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("this <time>",
Classifier{okData =
ClassData{prior = -1.3862943611198906, unseen = -3.871201010907891,
likelihoods =
HashMap.fromList
[("week", -2.2407096892759584), ("October", -2.751535313041949),
("intersect", -2.751535313041949),
("season", -2.2407096892759584),
("next <cycle>", -3.1570004211501135),
("day", -2.2407096892759584),
("this <cycle>", -2.463853240590168),
("hour", -2.2407096892759584), ("evening", -3.1570004211501135),
("month", -2.2407096892759584),
("morning", -3.1570004211501135),
("week-end", -2.751535313041949)],
n = 16},
koData =
ClassData{prior = -0.2876820724517809, unseen = -4.718498871295094,
likelihoods =
HashMap.fromList
[("September", -3.100092288878234),
("October", -2.3116349285139637),
("intersect", -2.1445808438507976),
("time-of-day (latent)", -3.6109179126442243),
("March", -3.100092288878234), ("hour", -1.7650912221458936),
("month", -1.2755429968271879),
("morning", -1.8763168572561182)],
n = 48}}),
("within <duration>",
Classifier{okData =
ClassData{prior = 0.0, unseen = -1.6094379124341003,
likelihoods =
HashMap.fromList
[("week", -0.6931471805599453),
("<integer> <unit-of-duration>", -0.6931471805599453)],
n = 1},
koData =
ClassData{prior = -infinity, unseen = -1.0986122886681098,
likelihoods = HashMap.fromList [], n = 0}}),
("August",
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}})]