gistfile1.txt

#################SkipGram##################
Copied from elsewhere.

Initialized
Average loss at step 0 : 8.58149623871
Nearest to been: unfavourably, marmara, ancestral, legal, bogart, glossaries, worst, rooms,
Nearest to time: conformist, strawberries, sindhi, waterfall, xia, nominates, psp, sensitivity,
Nearest to over: overlord, panda, golden, semigroup, rawlings, involved, shreveport, handling,
Nearest to not: hymenoptera, reintroducing, lamiaceae, because, davao, omnipotent, combustion, debilitating,
Nearest to three: catalog, koza, gn, braque, holstein, postgresql, luddite, justine,
Nearest to if: chilled, vince, fiddler, represented, sandinistas, happiness, lya, glands,
Nearest to there: coast, photosynthetic, kimmei, legally, inner, illyricum, formats, fullmetal,
Nearest to between: chuvash, prinz, suitability, wolfe, guideline, computability, diminutive, paulo,
Nearest to from: tanganyika, workshop, elphinstone, spearhead, resurrected, kevlar, shangri, loves,
Nearest to state: sextus, wuppertal, glaring, inches, unrounded, courageous, adler, connie,
Nearest to on: gino, phocas, rhine, jg, macrocosm, jackass, jays, theorie,
Nearest to and: standings, towed, reyes, willard, equality, juggling, wladislaus, faked,
Nearest to eight: gresham, dogg, moko, tennis, superseded, telegraphy, scramble, vinod,
Nearest to they: prisons, divisor, coder, ribeira, willingness, factional, nne, lotta,
Nearest to more: blues, fur, sterling, tangier, khwarizmi, discouraged, cal, deicide,
Nearest to other: enemies, bogged, brassicaceae, lascaux, dispense, alexandrians, crimea, dou,
Average loss at step 2000 : 4.39983723116
Average loss at step 4000 : 3.86921076906
Average loss at step 6000 : 3.72542127335
Average loss at step 8000 : 3.57835536212
Average loss at step 10000 : 3.61056993055
Nearest to been: glossaries, legal, unfavourably, be, hadad, wore, scarcity, were,
Nearest to time: strawberries, conformist, gleichschaltung, waterfall, molality, nominates, baal, dole,
Nearest to over: golden, semigroup, catus, motorways, brick, shehri, mussolini, overlord,
Nearest to not: hinayana, it, often, they, boots, also, noaa, lindsey,
Nearest to three: four, seven, six, five, nine, eight, two, zero,
Nearest to if: glands, euros, wallpaper, redefine, toho, confuse, unsound, shepherd,
Nearest to there: it, they, fullmetal, pace, legally, harpsichord, mma, bug,
Nearest to between: chuvash, wandering, from, kirsch, pursuant, eurocents, suitability, jackie,
Nearest to from: into, in, workshop, to, at, misogynist, elphinstone, spearhead,
Nearest to state: sextus, glaring, connie, adler, esoteric, didactic, handedness, presidents,
Nearest to on: in, at, for, ruminants, wakefulness, torrey, foley, gino,
Nearest to and: or, who, but, zelda, of, for, thirst, chisel,
Nearest to eight: nine, six, seven, five, four, three, zero, two,
Nearest to they: he, prisons, there, we, hydrate, it, not, cumbersome,
Nearest to more: skye, blues, trypomastigotes, deicide, most, readable, used, sterling,
Nearest to other: trochaic, hush, surveyors, joachim, differentiation, attackers, reverence, attestation,
Average loss at step 12000 : 3.66169466591
Average loss at step 14000 : 3.60342905837
Average loss at step 16000 : 3.57761328053
Average loss at step 18000 : 3.57667332476
Average loss at step 20000 : 3.53310145146
Nearest to been: be, become, was, hadad, unfavourably, were, wore, partido,
Nearest to time: gleichschaltung, strawberries, year, nominates, conformist, etch, admittedly, treasuries,
Nearest to over: golden, semigroup, motorways, rawlings, triangle, trey, ustawa, mattingly,
Nearest to not: they, boots, often, dieppe, still, hinayana, nearly, be,
Nearest to three: two, four, five, seven, eight, six, nine, one,
Nearest to if: wallpaper, euros, before, toho, unsound, so, bg, pfc,
Nearest to there: they, it, he, usually, which, we, not, transactions,
Nearest to between: from, with, about, near, reactance, eurocents, wandering, voltaire,
Nearest to from: into, workshop, by, between, in, on, elphinstone, under,
Nearest to state: glaring, esoteric, succeeding, sextus, vorarlberg, presidents, depends, connie,
Nearest to on: in, at, upon, during, from, janis, foley, nubian,
Nearest to and: or, thirst, but, where, s, who, pfaff, including,
Nearest to eight: nine, seven, six, five, four, three, zero, one,
Nearest to they: there, he, we, not, it, you, prisons, who,
Nearest to more: less, most, deicide, skye, trypomastigotes, interventionism, toed, drummond,
Nearest to other: such, joachim, hush, attackers, surveyors, trochaic, differentiation, reverence,
Average loss at step 22000 : 3.59519316927
Average loss at step 24000 : 3.55378576797
Average loss at step 26000 : 3.56455037558
Average loss at step 28000 : 3.5040882225
Average loss at step 30000 : 3.39208897972
Nearest to been: become, be, were, was, spotless, hadad, by, hausdorff,
Nearest to time: gleichschaltung, year, day, nominates, jesus, strawberries, way, admittedly,
Nearest to over: golden, semigroup, motorways, rawlings, interventionism, counternarcotics, adaption, brick,
Nearest to not: often, they, it, never, still, nor, boots, pki,
Nearest to three: four, six, two, eight, five, seven, nine, zero,
Nearest to if: when, before, so, should, toho, where, bg, wallpaper,
Nearest to there: they, it, which, usually, he, that, also, now,
Nearest to between: with, from, in, panasonic, presupposes, churchmen, hijacking, where,
Nearest to from: into, elphinstone, workshop, between, through, speculates, sosa, in,
Nearest to state: esoteric, glaring, presidents, vorarlberg, atmosphere, succeeding, lute, connie,
Nearest to on: upon, in, janis, during, torrey, against, infield, catalans,
Nearest to and: or, thirst, in, but, of, sobib, cleaves, including,
Nearest to eight: nine, six, four, seven, three, zero, five, one,
Nearest to they: we, there, he, you, it, these, who, i,
Nearest to more: less, most, deicide, faster, toed, very, skye, tonic,
Nearest to other: different, attackers, joachim, various, such, many, differentiation, these,
Average loss at step 32000 : 3.49501452419
Average loss at step 34000 : 3.48593705952
Average loss at step 36000 : 3.50112806576
Average loss at step 38000 : 3.49244426501
Average loss at step 40000 : 3.3890105716
Nearest to been: become, be, were, was, jolie, hausdorff, spotless, had,
Nearest to time: year, way, gleichschaltung, period, day, stanislav, stage, outcome,
Nearest to over: through, semigroup, rawlings, golden, about, brick, on, motorways,
Nearest to not: they, radiated, never, pki, still, omnipotent, hinayana, really,
Nearest to three: four, six, five, two, seven, eight, one, nine,
Nearest to if: when, before, where, then, bg, because, can, should,
Nearest to there: they, it, he, usually, this, typically, still, often,
Nearest to between: with, in, from, about, against, churchmen, johansen, presupposes,
Nearest to from: into, through, elphinstone, in, workshop, between, suing, under,
Nearest to state: esoteric, presidents, atmosphere, vorarlberg, lute, succeeding, glaring, didactic,
Nearest to on: upon, at, in, during, unitarians, under, catalans, batavians,
Nearest to and: or, but, s, incapacitation, including, while, of, which,
Nearest to eight: nine, six, seven, four, five, three, one, two,
Nearest to they: we, he, there, you, she, i, not, it,
Nearest to more: less, most, deicide, toed, greater, faster, quite, longer,
Nearest to other: various, different, attackers, joachim, clutter, nz, trochaic, apulia,
Average loss at step 42000 : 3.45294014364
Average loss at step 44000 : 3.47660055941
Average loss at step 46000 : 3.47458503014
Average loss at step 48000 : 3.47261548793
Average loss at step 50000 : 3.45390708435
Nearest to been: become, be, had, was, were, hausdorff, prem, remained,
Nearest to time: way, year, period, stv, day, gleichschaltung, stage, outcome,
Nearest to over: through, golden, semigroup, about, brick, counternarcotics, theremin, mattingly,
Nearest to not: they, still, never, really, sometimes, it, kiwifruit, nearly,
Nearest to three: five, four, six, seven, two, eight, one, nine,
Nearest to if: when, before, where, because, connexion, though, so, whether,
Nearest to there: they, it, he, this, now, often, usually, still,
Nearest to between: with, from, fashioned, churchmen, panasonic, explores, within, racial,
Nearest to from: into, through, under, elphinstone, between, workshop, circumpolar, idiom,
Nearest to state: atmosphere, vorarlberg, esoteric, presidents, madhya, majority, moulin, bowmen,
Nearest to on: upon, in, catalans, tezuka, minotaurs, wakefulness, batavians, guglielmo,
Nearest to and: or, but, thirst, signifier, which, however, including, unattractive,
Nearest to eight: six, nine, seven, five, four, three, zero, two,
Nearest to they: we, there, he, you, it, she, these, not,
Nearest to more: less, most, quite, very, further, faster, toed, deicide,
Nearest to other: various, different, many, attackers, are, joachim, nihilo, reject,
Average loss at step 52000 : 3.43597227755
Average loss at step 54000 : 3.25126817495
Average loss at step 56000 : 3.35102432287
Average loss at step 58000 : 3.44654818082
Average loss at step 60000 : 3.4287913968
Nearest to been: become, be, was, prem, had, remained, hadad, stanislavsky,
Nearest to time: year, way, period, stv, barely, name, stage, restoring,
Nearest to over: about, through, golden, adaption, counternarcotics, up, mattingly, brick,
Nearest to not: still, never, nor, kiwifruit, they, nearly, therefore, rarely,
Nearest to three: two, five, four, six, seven, eight, one, nine,
Nearest to if: when, though, before, where, although, because, can, could,
Nearest to there: they, it, he, still, she, we, this, often,
Nearest to between: with, from, churchmen, among, ethical, within, vma, panasonic,
Nearest to from: through, into, under, during, between, in, suing, across,
Nearest to state: atmosphere, infringe, madhya, vorarlberg, government, bowmen, vargas, republic,
Nearest to on: upon, through, within, ridiculous, janis, in, under, over,
Nearest to and: or, while, including, but, of, like, whose, bannister,
Nearest to eight: nine, six, five, four, seven, zero, three, two,
Nearest to they: we, there, you, he, it, these, she, prisons,
Nearest to more: less, most, quite, further, toed, very, faster, rather,
Nearest to other: different, various, many, nihilo, these, amour, including, screenplays,
Average loss at step 62000 : 3.38358767056
Average loss at step 64000 : 3.41693099326
Average loss at step 66000 : 3.39588000977
Average loss at step 68000 : 3.35567189544
Average loss at step 70000 : 3.38878934443
Nearest to been: become, be, was, prem, remained, were, being, discounts,
Nearest to time: year, way, day, period, barely, ethos, stage, reason,
Nearest to over: about, through, fortunately, semigroup, theremin, off, loudest, up,
Nearest to not: still, nor, never, they, actually, nearly, unelected, therefore,
Nearest to three: five, two, four, six, seven, eight, nine, zero,
Nearest to if: when, though, before, where, because, then, after, since,
Nearest to there: they, it, he, often, she, we, usually, still,
Nearest to between: among, with, within, from, ethical, churchmen, racial, prentice,
Nearest to from: through, into, within, during, under, until, between, across,
Nearest to state: city, atmosphere, desks, surrounding, preservation, bohr, principal, republic,
Nearest to on: upon, tezuka, through, within, wakefulness, catalans, at, ingeborg,
Nearest to and: or, but, while, including, thirst, jerzy, massing, abadan,
Nearest to eight: seven, six, nine, five, four, three, two, zero,
Nearest to they: we, you, he, there, she, it, prisons, who,
Nearest to more: less, most, quite, very, faster, smaller, further, larger,
Nearest to other: various, different, some, screenplays, lab, many, including, debugging,
Average loss at step 72000 : 3.41103189731
Average loss at step 74000 : 3.44926435578
Average loss at step 76000 : 3.4423020488
Average loss at step 78000 : 3.41976813722
Average loss at step 80000 : 3.39511853886
Nearest to been: become, be, remained, was, grown, were, prem, already,
Nearest to time: year, way, period, reason, barely, distance, stage, day,
Nearest to over: about, fortunately, through, semigroup, further, mattingly, rawlings, golden,
Nearest to not: still, they, nor, never, we, kiwifruit, noaa, really,
Nearest to three: five, two, seven, four, eight, six, nine, zero,
Nearest to if: when, where, though, before, since, because, although, follows,
Nearest to there: they, it, he, we, she, still, typically, actually,
Nearest to between: with, among, within, in, racial, around, from, serapeum,
Nearest to from: into, through, in, within, under, using, during, towards,
Nearest to state: city, atmosphere, ferro, vorarlberg, surrounding, republic, madhya, national,
Nearest to on: upon, poll, in, from, tezuka, janis, through, within,
Nearest to and: or, but, including, while, s, which, thirst, although,
Nearest to eight: nine, seven, six, five, four, three, zero, two,
Nearest to they: we, you, there, he, she, it, these, not,
Nearest to more: less, most, smaller, very, faster, quite, rather, larger,
Nearest to other: various, different, joachim, including, theos, smaller, individual, screenplays,
Average loss at step 82000 : 3.40933967865
Average loss at step 84000 : 3.41618054378
Average loss at step 86000 : 3.31485116804
Average loss at step 88000 : 3.37068593091
Average loss at step 90000 : 3.2785516749
Nearest to been: become, be, was, prem, remained, grown, recently, already,
Nearest to time: year, way, period, day, barely, battle, buds, name,
Nearest to over: through, about, fortunately, off, theremin, semigroup, extraterrestrial, mattingly,
Nearest to not: nor, still, never, otherwise, generally, separately, gown, hydrate,
Nearest to three: four, five, six, two, eight, seven, nine, zero,
Nearest to if: when, where, before, though, because, since, then, while,
Nearest to there: they, it, he, we, she, still, typically, fiorello,
Nearest to between: with, among, within, from, churchmen, prentice, racial, panasonic,
Nearest to from: through, into, across, during, towards, until, at, within,
Nearest to state: bohr, city, atmosphere, ferro, bowmen, republic, retaliation, vorarlberg,
Nearest to on: upon, in, tezuka, at, during, within, via, catalans,
Nearest to and: or, including, but, while, like, thirst, with, schuman,
Nearest to eight: seven, nine, six, five, four, three, zero, two,
Nearest to they: we, there, he, you, she, it, prisons, these,
Nearest to more: less, most, very, faster, larger, quite, smaller, better,
Nearest to other: different, various, tamara, prosthetic, including, individual, failing, restaurants,
Average loss at step 92000 : 3.40355363208
Average loss at step 94000 : 3.35647508007
Average loss at step 96000 : 3.34374570692
Average loss at step 98000 : 3.4230104093
Average loss at step 100000 : 3.36909827
Nearest to been: become, be, grown, was, being, already, remained, prem,
Nearest to time: way, year, day, period, years, days, mothersbaugh, separators,
Nearest to over: through, about, semigroup, further, fortunately, off, into, theremin,
Nearest to not: never, nor, still, dieppe, really, unelected, actually, now,
Nearest to three: four, two, five, seven, six, eight, nine, zero,
Nearest to if: when, though, where, before, is, abe, then, follows,
Nearest to there: they, it, he, we, still, she, typically, often,
Nearest to between: within, with, among, churchmen, around, explores, from, reactance,
Nearest to from: into, through, within, across, in, between, using, workshop,
Nearest to state: atmosphere, bohr, national, ferro, germ, desks, city, unpaid,
Nearest to on: upon, in, within, tezuka, janis, batavians, about, macrocosm,
Nearest to and: or, but, purview, thirst, sukkot, epr, including, honesty,
Nearest to eight: seven, nine, six, four, five, three, zero, one,
Nearest to they: we, there, you, he, she, prisons, it, these,
Nearest to more: less, most, very, quite, faster, larger, rather, smaller,
Nearest to other: various, different, tamara, theos, some, cope, many, others,


###########################################
####################CBOW###################

word2vec.pickle exists, reading...
data: ['anarchism', 'originated', 'as', 'a', 'term', 'of', 'abuse', 'first']

with num_skips = 2 and skip_window = 1:
   batch:
            ['anarchism', 'as']
            ['a', 'originated']
            ['as', 'term']
            ['a', 'of']
            ['abuse', 'term']
            ['first', 'of']
            ['used', 'abuse']
            ['against', 'first']
    labels: ['originated', 'as', 'a', 'term', 'of', 'abuse', 'first', 'used']

with num_skips = 4 and skip_window = 2:
   batch:
            ['a', 'originated', 'term', 'anarchism']
            ['as', 'of', 'term', 'originated']
            ['of', 'a', 'as', 'abuse']
            ['term', 'abuse', 'first', 'a']
            ['of', 'term', 'first', 'used']
            ['of', 'used', 'against', 'abuse']
            ['first', 'early', 'against', 'abuse']
            ['working', 'early', 'used', 'first']
    labels: ['as', 'a', 'term', 'of', 'abuse', 'first', 'used', 'against']
Initialized
Average loss at step 0: 7.912994
Nearest to d: presumption, snaps, fulvia, heb, faroes, elk, activity, saragossa,
Nearest to so: traditionally, monographs, gallows, trusteeship, morris, twice, shewa, anniversaries,
Nearest to while: cries, crushed, dynamic, recoup, adventurer, contraband, bangs, mma,
Nearest to their: sed, lars, walser, imprint, conventional, salman, format, tanker,
Nearest to to: posted, bed, marcantonio, airplanes, bears, bner, gelling, streamlined,
Nearest to most: watched, magnet, monophysite, botswana, lytton, nottinghamshire, eliza, borland,
Nearest to than: infinitesimals, diaries, lactic, effective, instructive, hermeticism, captain, faithful,
Nearest to this: stylings, paulo, montmartre, necker, kirby, clear, homesick, garnered,
Nearest to are: pernoud, irritate, malevich, testament, pamela, indentations, litters, romanorum,
Nearest to these: startup, dasyprocta, mellows, ramones, anthropomorphized, geek, privatisation, lipids,
Nearest to see: gonorrhea, camelopardalis, lonnie, noradrenaline, ecologically, densities, penetrating, parry,
Nearest to people: weldon, operative, valid, jordanes, iaea, cosby, tangerine, preventive,
Nearest to during: revisions, adar, upwelling, grilled, visualize, sparse, chopin, petrified,
Nearest to its: royce, hey, orion, socrates, somewhere, weinberger, flensburg, receives,
Nearest to world: day, manmade, heartfelt, perpetual, loudly, transplant, ashby, bustling,
Nearest to on: erlk, crickets, auckland, transitory, pathophysiology, rowing, thirst, defends,
Average loss at step 2000: 4.030351
Average loss at step 4000: 3.504560
Average loss at step 6000: 3.342761
Average loss at step 8000: 3.193143
Average loss at step 10000: 3.143232
Nearest to d: b, halo, presumption, saragossa, spanning, f, snaps, fulvia,
Nearest to so: traditionally, often, plutonium, gallows, examinations, contains, obstruction, udo,
Nearest to while: with, when, ast, bangs, historical, democratic, crushed, adventurer,
Nearest to their: its, his, the, her, bliss, this, harps, appeared,
Nearest to to: may, programmers, would, not, bed, searching, instrument, johnnie,
Nearest to most: watched, lytton, botswana, borland, jhanas, feuding, examined, getter,
Nearest to than: instructive, stopper, captain, infinitesimals, exposing, effective, masai, cde,
Nearest to this: the, it, stylings, necker, their, homilies, sympathy, warranted,
Nearest to are: were, is, have, ally, was, alsatian, portage, ruskin,
Nearest to these: some, opinions, privatisation, carabiners, novelists, happens, prematurely, schama,
Nearest to see: camelopardalis, oldcastle, gonorrhea, daime, lonnie, hydrodynamics, chicxulub, landry,
Nearest to people: jordanes, ndp, aneurin, iaea, drives, curries, topple, haw,
Nearest to during: under, ariadne, copley, chopin, moot, in, grilled, forcible,
Nearest to its: their, the, hey, harps, his, eigenvalue, recounting, our,
Nearest to world: day, heartfelt, socratic, manmade, homilies, germain, woodson, capybara,
Nearest to on: auckland, in, rowing, erlk, into, inline, revoke, ritter,
Average loss at step 12000: 3.165556
Average loss at step 14000: 3.128740
Average loss at step 16000: 3.143887
Average loss at step 18000: 3.102829
Average loss at step 20000: 2.990186
Nearest to d: b, halo, spanning, saragossa, presumption, f, g, facing,
Nearest to so: traditionally, gallows, mckean, contains, backs, catania, twice, portrayed,
Nearest to while: ast, when, with, bangs, believe, but, danner, ivo,
Nearest to their: its, his, her, the, some, our, whose, currie,
Nearest to to: must, would, will, concentrates, may, biting, programmers, winthrop,
Nearest to most: watched, more, many, getter, polly, jhanas, examined, some,
Nearest to than: instructive, stopper, loathed, exposing, guanine, effective, strangle, cde,
Nearest to this: it, which, councilor, stylings, nicht, littoral, warranted, the,
Nearest to are: were, have, is, be, alsatian, include, silverberg, mortals,
Nearest to these: some, many, such, leukemia, those, carabiners, opinions, devi,
Nearest to see: gonorrhea, oldcastle, camelopardalis, daime, saiyan, happiest, clock, chicxulub,
Nearest to people: jordanes, drives, aneurin, ndp, topple, hing, cubic, cdf,
Nearest to during: under, throughout, in, copley, grilled, upon, at, before,
Nearest to its: their, his, the, hey, our, harps, eigenvalue, longinus,
Nearest to world: day, heartfelt, socratic, lipoprotein, perpetual, woodson, manmade, homilies,
Nearest to on: in, auckland, upon, uat, rowing, erlk, throughout, inline,
Average loss at step 22000: 3.049407
Average loss at step 24000: 3.023189
Average loss at step 26000: 2.986734
Average loss at step 28000: 3.011547
Average loss at step 30000: 2.991290
Nearest to d: b, spanning, f, fulvia, g, presumption, saragossa, snaps,
Nearest to so: traditionally, backs, mckean, morris, if, prespa, therefore, gala,
Nearest to while: when, danner, with, though, but, ivo, believe, bangs,
Nearest to their: its, his, her, the, our, whose, currie, infamy,
Nearest to to: must, would, could, programmers, can, will, may, libro,
Nearest to most: watched, more, many, some, ceawlin, getter, examined, borland,
Nearest to than: instructive, loathed, strangle, exposing, stopper, guanine, or, and,
Nearest to this: it, which, the, what, that, nicht, littoral, warranted,
Nearest to are: were, have, is, mortals, include, be, alsatian, ubu,
Nearest to these: some, such, many, those, different, several, opinions, leukemia,
Nearest to see: saiyan, include, surrounds, camelopardalis, shafi, oldcastle, but, happiest,
Nearest to people: cubic, drives, jordanes, aneurin, hing, ndp, renegade, curries,
Nearest to during: under, throughout, in, at, before, copley, after, grilled,
Nearest to its: their, his, the, our, her, hey, harps, recounting,
Nearest to world: day, heartfelt, lipoprotein, socratic, leper, manmade, capybara, homilies,
Nearest to on: upon, in, auckland, uat, throughout, wikibook, through, interface,
Average loss at step 32000: 2.838921
Average loss at step 34000: 2.949544
Average loss at step 36000: 2.938648
Average loss at step 38000: 2.934767
Average loss at step 40000: 2.915448
Nearest to d: b, spanning, f, fulvia, g, saragossa, snaps, pubescent,
Nearest to so: traditionally, backs, mckean, if, catania, proclaim, harkonnen, once,
Nearest to while: when, though, but, however, danner, with, dragster, believe,
Nearest to their: its, his, her, our, the, your, whose, longinus,
Nearest to to: must, will, abramovich, would, biting, libro, cannot, concentrates,
Nearest to most: more, some, many, watched, ceawlin, less, quite, examined,
Nearest to than: instructive, stopper, exposing, loathed, strangle, effective, or, authored,
Nearest to this: which, it, nicht, what, stylings, laren, councilor, snowmobiles,
Nearest to are: were, have, is, be, include, mortals, ubu, including,
Nearest to these: such, some, those, many, several, different, which, both,
Nearest to see: surrounds, include, saiyan, eiji, translator, diablo, happiest, oldcastle,
Nearest to people: aneurin, members, jordanes, cubic, drives, others, purported, curries,
Nearest to during: throughout, under, after, before, in, at, copley, from,
Nearest to its: their, his, the, our, harps, whose, her, recounting,
Nearest to world: day, heartfelt, capybara, lipoprotein, socratic, earth, manmade, leper,
Nearest to on: upon, through, uat, universalis, auckland, interface, revoke, wikibook,
Average loss at step 42000: 2.943793
Average loss at step 44000: 2.938762
Average loss at step 46000: 2.901237
Average loss at step 48000: 2.864972
Average loss at step 50000: 2.844588
Nearest to d: b, spanning, facing, saragossa, fulvia, f, halo, pubescent,
Nearest to so: traditionally, catania, mckean, backs, desperation, if, too, therefore,
Nearest to while: when, although, though, however, but, including, danner, argues,
Nearest to their: its, his, her, our, your, whose, the, my,
Nearest to to: must, will, cannot, biting, libro, abramovich, would, bears,
Nearest to most: more, some, many, watched, all, less, ceawlin, various,
Nearest to than: or, instructive, stopper, loathed, authored, and, exposing, strangle,
Nearest to this: which, it, snowmobiles, stylings, some, nicht, the, what,
Nearest to are: were, have, is, be, include, mortals, wallets, including,
Nearest to these: some, such, those, many, several, different, various, certain,
Nearest to see: surrounds, saiyan, but, include, happiest, diablo, brutality, including,
Nearest to people: members, jews, cubic, others, jordanes, critics, ndp, curries,
Nearest to during: throughout, after, in, before, under, at, from, copley,
Nearest to its: their, his, the, our, harps, whose, her, your,
Nearest to world: day, heartfelt, lipoprotein, earth, impressively, capybara, socratic, woodson,
Nearest to on: upon, through, around, about, auckland, uat, universalis, under,
Average loss at step 52000: 2.880738
Average loss at step 54000: 2.859921
Average loss at step 56000: 2.857791
Average loss at step 58000: 2.761677
Average loss at step 60000: 2.825412
Nearest to d: b, spanning, pubescent, f, saragossa, halo, facie, spherically,
Nearest to so: traditionally, backs, catania, desperation, too, mckean, therefore, gallows,
Nearest to while: when, although, however, though, including, danner, argues, with,
Nearest to their: its, his, her, our, your, whose, the, my,
Nearest to to: will, must, could, would, cannot, should, biting, johnnie,
Nearest to most: more, many, some, watched, ceawlin, less, quite, recorders,
Nearest to than: instructive, or, stopper, loathed, inch, authored, vaughn, exposing,
Nearest to this: it, which, the, nicht, what, some, shawn, berenguer,
Nearest to are: were, have, is, include, be, including, exist, alsatian,
Nearest to these: those, such, several, some, many, different, all, which,
Nearest to see: surrounds, but, include, saiyan, express, includes, shire, scalloped,
Nearest to people: members, men, priceless, jews, others, critics, jordanes, purported,
Nearest to during: throughout, in, after, under, at, before, when, within,
Nearest to its: their, his, our, harps, whose, the, her, your,
Nearest to world: earth, capybara, lipoprotein, heartfelt, impressively, day, socratic, homilies,
Nearest to on: upon, around, through, in, universalis, throughout, under, uat,
Average loss at step 62000: 2.834984
Average loss at step 64000: 2.777321
Average loss at step 66000: 2.769579
Average loss at step 68000: 2.718765
Average loss at step 70000: 2.771534
Nearest to d: b, spanning, pubescent, saragossa, halo, f, facing, g,
Nearest to so: traditionally, too, backs, mckean, thus, gallows, beyond, desperation,
Nearest to while: when, although, though, however, including, with, danner, during,
Nearest to their: its, his, her, your, our, whose, the, my,
Nearest to to: must, will, would, could, should, towards, cannot, biting,
Nearest to most: more, some, many, less, watched, ceawlin, quite, highly,
Nearest to than: instructive, stopper, or, authored, loathed, cassidy, imbalance, vaughn,
Nearest to this: which, it, berenguer, nicht, the, shawn, what, some,
Nearest to are: were, include, have, is, including, exist, mortals, asexual,
Nearest to these: those, some, several, such, many, various, certain, they,
Nearest to see: include, saiyan, express, surrounds, but, noord, includes, encourage,
Nearest to people: women, men, members, jews, others, critics, horribilis, priceless,
Nearest to during: throughout, in, under, after, at, before, although, despite,
Nearest to its: their, his, the, our, whose, harps, her, your,
Nearest to world: lipoprotein, earth, homilies, capybara, impressively, day, holy, heartfelt,
Nearest to on: upon, around, in, through, throughout, under, within, universalis,
Average loss at step 72000: 2.802412
Average loss at step 74000: 2.653107
Average loss at step 76000: 2.800262
Average loss at step 78000: 2.821267
Average loss at step 80000: 2.781201
Nearest to d: b, spanning, saragossa, pubescent, sec, dheas, fulvia, halo,
Nearest to so: too, traditionally, gallows, catania, once, mckean, backs, montmartre,
Nearest to while: although, when, though, however, including, before, after, during,
Nearest to their: its, his, her, our, your, whose, the, my,
Nearest to to: must, will, towards, cannot, libro, should, eraserhead, biting,
Nearest to most: many, more, some, less, all, watched, ceawlin, highly,
Nearest to than: or, instructive, authored, stopper, loathed, imbalance, seraphim, strangle,
Nearest to this: which, it, berenguer, another, what, nicht, sharman, that,
Nearest to are: were, have, include, is, exist, including, mortals, alsatian,
Nearest to these: those, such, some, many, certain, several, different, which,
Nearest to see: include, saiyan, tend, but, surrounds, noord, includes, including,
Nearest to people: women, men, jews, students, critics, fukuda, others, priceless,
Nearest to during: throughout, after, in, at, under, before, when, although,
Nearest to its: their, his, our, the, whose, harps, her, your,
Nearest to world: earth, capybara, lipoprotein, seabirds, impressively, homilies, laney, socratic,
Nearest to on: upon, around, in, throughout, through, uat, under, universalis,
Average loss at step 82000: 2.672847
Average loss at step 84000: 2.774510
Average loss at step 86000: 2.743052
Average loss at step 88000: 2.760262
Average loss at step 90000: 2.743468
Nearest to d: b, spanning, f, g, dheas, sec, r, saragossa,
Nearest to so: too, gallows, traditionally, desperation, beyond, catania, proclaim, if,
Nearest to while: although, when, though, including, before, however, during, after,
Nearest to their: its, his, her, your, our, whose, my, personal,
Nearest to to: must, abramovich, would, biting, could, cannot, helped, will,
Nearest to most: more, many, some, less, highly, all, ceawlin, watched,
Nearest to than: or, instructive, stopper, authored, loathed, exposing, imbalance, even,
Nearest to this: which, it, what, the, another, shawn, that, councilor,
Nearest to are: were, have, include, is, exist, including, alsatian, tend,
Nearest to these: those, such, some, certain, multiple, many, various, several,
Nearest to see: but, include, surrounds, saiyan, includes, indic, including, lema,
Nearest to people: women, jews, men, children, critics, members, students, horribilis,
Nearest to during: throughout, after, in, under, before, at, within, although,
Nearest to its: their, his, whose, our, the, harps, affinity, her,
Nearest to world: lipoprotein, earth, homilies, laney, day, seabirds, socratic, impressively,
Nearest to on: upon, in, around, through, uat, within, regarding, throughout,
Average loss at step 92000: 2.687515
Average loss at step 94000: 2.727784
Average loss at step 96000: 2.709347
Average loss at step 98000: 2.378893
Average loss at step 100000: 2.420597
Nearest to d: b, spanning, saragossa, pubescent, mut, facie, facing, champ,
Nearest to so: too, traditionally, thus, once, gallows, desperation, pressburg, locally,
Nearest to while: although, when, though, however, before, including, after, argues,
Nearest to their: its, his, her, your, our, whose, my, the,
Nearest to to: would, will, must, helped, could, should, cannot, unto,
Nearest to most: more, less, some, many, highly, ceawlin, especially, quite,
Nearest to than: or, instructive, stopper, authored, guanine, imbalance, vaughn, loathed,
Nearest to this: which, it, another, what, the, nicht, some, berenguer,
Nearest to are: were, have, include, exist, appear, is, including, contain,
Nearest to these: those, such, certain, some, several, multiple, many, various,
Nearest to see: include, surrounds, but, includes, supports, external, cabal, saiyan,
Nearest to people: women, jews, men, children, students, fukuda, others, individuals,
Nearest to during: after, throughout, at, in, under, before, within, despite,
Nearest to its: their, his, our, whose, her, the, harps, your,
Nearest to world: earth, homilies, maximinus, lipoprotein, socratic, asterix, laney, heartfelt,
Nearest to on: upon, around, uat, in, through, throughout, wikibook, auckland,

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