Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32

Type "copyright", "credits" or "license()" for more information.

>>> import word2vec_basic

Found and verified text8.zip

Data size 17005207

Most common words (+UNK) [['UNK', 418391], ('the', 1061396), ('of', 593677), ('and', 416629), ('one', 411764)]

Sample data [5243, 3081, 12, 6, 195, 2, 3135, 46, 59, 156] ['anarchism', 'originated', 'as', 'a', 'term', 'of', 'abuse', 'first', 'used', 'against']

3081 originated -> 5243 anarchism

3081 originated -> 12 as

12 as -> 3081 originated

12 as -> 6 a

6 a -> 12 as

6 a -> 195 term

195 term -> 2 of

195 term -> 6 a

Initialized

Average loss at step  0 :  275.96685791

Nearest to b: lim, mathbb, pron, sadd, postmodernism, yearning, interim, circumstance,

Nearest to s: astronomers, hallelujah, ona, heiress, sparkling, proverb, rulings, bartle,

Nearest to when: superpower, gaels, cutaway, novarum, ananda, geostationary, panthera, hypocrisy,

Nearest to seven: herbivorous, hyperplasia, kenyatta, ajanta, zadok, eternally, fairness, hine,

Nearest to of: mumbai, guidebook, arlington, phase, slowdown, palomar, hardcover, phonetics,

Nearest to system: getty, instructed, archers, beowulf, empowerment, arrears, grandsons, nicea,

Nearest to its: federico, bins, transducers, stanhope, range, freight, menai, vaduz,

Nearest to called: massed, desertification, doesn, morphology, monasteries, canceled, watering, lumpur,

Nearest to known: bolivia, banzer, humanism, adele, finnic, kwajalein, filtration, putting,

Nearest to will: horrors, fr, analysis, moravians, landslide, parenting, isomer, insulated,

Nearest to people: pathological, anagram, jonas, scenario, intercepts, guru, prequels, kirchhoff,

Nearest to nine: philosophy, dukes, trusting, szabo, contradicting, columba, citation, forks,

Nearest to also: jean, positive, articulated, serious, shepard, rabin, science, supplement,

Nearest to eight: response, amour, hissarlik, badminton, tuscany, heightened, ils, ashamed,

Nearest to are: jovian, provider, supervision, bosom, henslow, gimmicks, acute, burundi,

Nearest to all: robertson, mammoths, shapeshifting, mobilize, wasteful, nearing, kansas, resentment,

Average loss at step  2000 :  113.10768539

Average loss at step  4000 :  52.4376370575

Average loss at step  6000 :  33.8352457421

Average loss at step  8000 :  23.7887491972

Average loss at step  10000 :  18.0617327156

Nearest to b: gland, indians, lim, taliban, tezuka, circumstance, nine, rendering,

Nearest to s: and, condom, the, aarhus, UNK, holmes, of, gland,

Nearest to when: deposits, gland, geostationary, experimental, allowing, were, algebra, hypocrisy,

Nearest to seven: eight, analogue, zero, nine, six, reginae, gland, phi,

Nearest to of: and, in, for, from, with, the, agave, roper,

Nearest to system: psi, instructed, law, empowerment, saskatchewan, archaeology, celebrated, obligation,

Nearest to its: the, agave, their, range, a, kicking, aarhus, established,

Nearest to called: sadler, victoriae, mathbf, experimented, UNK, anthony, monasteries, doesn,

Nearest to known: bob, bolivia, phi, seer, music, helped, convention, humanism,

Nearest to will: fr, horrors, analysis, rfc, skill, situated, vogt, mya,

Nearest to people: reginae, perceived, music, jonas, september, married, pathological, scenario,

Nearest to nine: gland, zero, reginae, eight, gb, victoriae, cl, altenberg,

Nearest to also: jean, zionist, reginae, serious, crispin, probe, supplement, confusing,

Nearest to eight: six, nine, gland, zero, five, seven, reginae, phi,

Nearest to are: is, ba, kramnik, hoax, were, african, analogue, supervision,

Nearest to all: kansas, expanded, asterism, profession, complexity, references, robertson, represents,

Average loss at step  12000 :  13.7994806267

Average loss at step  14000 :  11.7659612741

Average loss at step  16000 :  9.8469510901

Average loss at step  18000 :  8.50730247939

Average loss at step  20000 :  7.85234803987

Nearest to b: lim, and, gland, circumstance, indians, tezuka, nine, pron,

Nearest to s: and, zero, holmes, the, or, birkenau, his, of,

Nearest to when: deposits, were, geostationary, and, gland, experimental, analogue, ananda,

Nearest to seven: eight, nine, zero, five, six, three, two, four,

Nearest to of: in, and, for, with, from, nine, eight, agave,

Nearest to system: psi, instructed, law, archers, UNK, cartier, nicea, empowerment,

Nearest to its: the, their, his, agave, a, absalom, aarhus, range,

Nearest to called: sadler, massed, UNK, monasteries, victoriae, experimented, pair, mathbf,

Nearest to known: dasyprocta, bob, bolivia, injuring, arg, phi, bug, hmong,

Nearest to will: fr, would, rfc, horrors, bosniaks, analysis, emerson, situated,

Nearest to people: reginae, perceived, scenario, odes, music, intercepts, anagram, pathological,

Nearest to nine: eight, six, seven, five, zero, four, dasyprocta, three,

Nearest to also: jean, zionist, which, crispin, amber, reginae, cth, confusing,

Nearest to eight: nine, five, six, zero, seven, three, four, two,

Nearest to are: is, were, was, kramnik, analogue, hoax, in, mathbf,

Nearest to all: expanded, kansas, rhenish, asterism, robertson, complexity, profession, represents,

Average loss at step  22000 :  7.24495614147

Average loss at step  24000 :  7.01978718054

Average loss at step  26000 :  6.66928812242

Average loss at step  28000 :  6.14945300984

Average loss at step  30000 :  6.17055390692

Nearest to b: and, gland, circumstance, lim, d, grants, landscapes, indians,

Nearest to s: and, zero, of, his, the, or, inches, six,

Nearest to when: deposits, speedup, and, geostationary, analogue, gland, experimental, were,

Nearest to seven: nine, eight, five, six, four, three, zero, two,

Nearest to of: in, and, for, from, s, nine, eight, iota,

Nearest to system: psi, empowerment, instructed, archers, cartier, law, nicea, obligation,

Nearest to its: their, the, his, a, agave, absalom, surroundings, amdahl,

Nearest to called: UNK, massed, sadler, primigenius, abitibi, victoriae, experimented, bagapsh,

Nearest to known: dasyprocta, adele, well, bob, used, seer, bolivia, injuring,

Nearest to will: would, fr, could, rfc, emerson, cpa, bosniaks, foam,

Nearest to people: reginae, odes, pathological, music, intercepts, scenario, perceived, guru,

Nearest to nine: eight, six, seven, five, four, three, zero, dasyprocta,

Nearest to also: which, zionist, crispin, sometimes, jean, cth, trinomial, reginae,

Nearest to eight: nine, six, five, seven, four, three, zero, abitibi,

Nearest to are: were, is, analogue, was, have, hoax, kramnik, anoa,

Nearest to all: rhenish, asterism, reuptake, kansas, expanded, dasyprocta, represents, profession,

Average loss at step  32000 :  5.86945372009

Average loss at step  34000 :  5.86404296362

Average loss at step  36000 :  5.67395866251

Average loss at step  38000 :  5.25235128129

Average loss at step  40000 :  5.48230646706

Nearest to b: UNK, circumstance, gland, grants, and, pron, d, landscapes,

Nearest to s: and, his, two, inches, holmes, the, or, birkenau,

Nearest to when: and, four, but, fielder, speedup, geostationary, deposits, were,

Nearest to seven: eight, six, five, four, nine, three, zero, one,

Nearest to of: in, from, for, and, abet, msg, eight, iota,

Nearest to system: psi, empowerment, instructed, cartier, archers, law, conflict, improved,

Nearest to its: their, the, his, a, agave, absalom, her, amdahl,

Nearest to called: UNK, massed, sadler, primigenius, abitibi, christiansen, victoriae, abet,

Nearest to known: used, adele, well, finnic, seer, dasyprocta, bolivia, bob,

Nearest to will: would, could, can, bosniaks, fr, may, rfc, to,

Nearest to people: reginae, odes, pathological, intercepts, music, coquitlam, scenario, perceived,

Nearest to nine: eight, seven, six, zero, five, four, three, dasyprocta,

Nearest to also: which, zionist, sometimes, crispin, generally, trinomial, reginae, cth,

Nearest to eight: nine, six, seven, five, four, zero, three, abitibi,

Nearest to are: were, is, have, was, analogue, absalon, angiotensin, kramnik,

Nearest to all: rhenish, asterism, reuptake, kansas, dasyprocta, many, expanded, any,

Average loss at step  42000 :  5.29408154821

Average loss at step  44000 :  5.32328894198

Average loss at step  46000 :  5.2740817008

Average loss at step  48000 :  5.040927809

Average loss at step  50000 :  5.12989223862

Nearest to b: gland, grants, circumstance, pron, six, d, abitibi, seven,

Nearest to s: zero, inches, his, and, nguni, pottery, recombine, vicarage,

Nearest to when: but, six, four, seven, speedup, deposits, gland, if,

Nearest to seven: eight, six, four, five, nine, three, zero, two,

Nearest to of: in, nine, for, and, from, thibetanus, reuptake, seven,

Nearest to system: psi, empowerment, instructed, cartier, archers, law, improved, conflict,

Nearest to its: their, the, his, agave, a, absalom, her, amdahl,

Nearest to called: massed, sadler, UNK, primigenius, naaman, abitibi, abet, adaptive,

Nearest to known: used, well, adele, seer, finnic, dasyprocta, epoxy, hmong,

Nearest to will: would, could, can, may, bosniaks, should, cpa, moravians,

Nearest to people: reginae, odes, coquitlam, music, pathological, intercepts, scenario, guru,

Nearest to nine: eight, seven, six, zero, four, five, three, dasyprocta,

Nearest to also: which, sometimes, zionist, thibetanus, generally, crispin, often, trinomial,

Nearest to eight: six, seven, nine, four, five, three, zero, dasyprocta,

Nearest to are: were, is, have, was, be, analogue, thibetanus, angiotensin,

Nearest to all: asterism, reuptake, two, dasyprocta, thibetanus, rhenish, many, expanded,

Average loss at step  52000 :  5.16474540925

Average loss at step  54000 :  5.10961878431

Average loss at step  56000 :  5.06780198526

Average loss at step  58000 :  5.11088050807

Average loss at step  60000 :  4.94124779272

Nearest to b: gland, microcebus, grants, d, circumstance, pron, abitibi, zero,

Nearest to s: his, zero, inches, and, michelob, recombine, vicarage, pottery,

Nearest to when: michelob, if, but, and, six, in, where, geostationary,

Nearest to seven: eight, six, five, four, nine, three, zero, two,

Nearest to of: for, in, microcebus, tamarin, thibetanus, and, abet, nine,

Nearest to system: empowerment, law, instructed, archers, microsite, tamarin, cartier, improved,

Nearest to its: their, the, his, tamarin, agave, her, absalom, ssbn,

Nearest to called: massed, sadler, tamarin, primigenius, michelob, naaman, abitibi, callithrix,

Nearest to known: used, well, adele, epoxy, finnic, microcebus, seer, hmong,

Nearest to will: would, could, can, may, should, to, moravians, bosniaks,

Nearest to people: reginae, odes, coquitlam, music, intercepts, pathological, cebus, saguinus,

Nearest to nine: eight, six, seven, five, four, zero, three, dasyprocta,

Nearest to also: which, sometimes, thibetanus, zionist, often, generally, tamarin, callithrix,

Nearest to eight: six, nine, seven, five, four, three, zero, two,

Nearest to are: were, is, have, angiotensin, be, kramnik, thibetanus, cebus,

Nearest to all: many, asterism, these, reuptake, two, thibetanus, dasyprocta, rhenish,

Average loss at step  62000 :  4.79670777971

Average loss at step  64000 :  4.79270891201

Average loss at step  66000 :  4.99029351902

Average loss at step  68000 :  4.88411666608

Average loss at step  70000 :  4.75195898664

Nearest to b: gland, grants, UNK, pron, d, seven, circumstance, microcebus,

Nearest to s: and, mitral, zero, inches, his, vicarage, michelob, holmes,

Nearest to when: if, michelob, but, before, where, was, during, six,

Nearest to seven: six, eight, five, four, nine, three, zero, one,

Nearest to of: for, in, microcebus, tamarin, same, iota, tabula, thibetanus,

Nearest to system: empowerment, law, improved, dinar, instructed, thaler, archers, conflict,

Nearest to its: their, his, the, tamarin, her, agave, ssbn, thaler,

Nearest to called: massed, UNK, tamarin, sadler, primigenius, michelob, naaman, mitral,

Nearest to known: used, well, epoxy, adele, such, microcebus, finnic, bug,

Nearest to will: would, could, can, may, should, must, moravians, to,

Nearest to people: reginae, odes, pathological, intercepts, coquitlam, cebus, members, saguinus,

Nearest to nine: eight, six, seven, five, four, zero, three, mitral,

Nearest to also: which, often, sometimes, zionist, thibetanus, generally, that, tamarin,

Nearest to eight: six, seven, nine, five, four, three, zero, michelob,

Nearest to are: were, is, have, be, thibetanus, while, angiotensin, was,

Nearest to all: many, these, some, asterism, reuptake, thibetanus, any, rhenish,

Average loss at step  72000 :  4.80778124154

Average loss at step  74000 :  4.75792721456

Average loss at step  76000 :  4.86112686592

Average loss at step  78000 :  4.79120120609

Average loss at step  80000 :  4.82245359421

Nearest to b: UNK, gland, d, seven, grants, microcebus, pron, david,

Nearest to s: zero, mitral, and, his, michelob, prohibition, inches, tamarin,

Nearest to when: if, michelob, but, before, pontificia, during, where, after,

Nearest to seven: six, eight, five, four, three, nine, zero, two,

Nearest to of: in, iota, tamarin, nine, microcebus, mitral, thibetanus, and,

Nearest to system: empowerment, improved, thaler, conflict, tamarin, instructed, dinar, microsite,

Nearest to its: their, his, the, tamarin, her, agave, topalov, thaler,

Nearest to called: massed, tamarin, naaman, michelob, sadler, UNK, mitral, primigenius,

Nearest to known: used, well, such, epoxy, adele, microcebus, bug, dasyprocta,

Nearest to will: would, could, can, may, should, must, moravians, to,

Nearest to people: reginae, pathological, odes, members, coquitlam, cebus, intercepts, saguinus,

Nearest to nine: eight, seven, six, five, four, zero, mitral, three,

Nearest to also: which, often, sometimes, zionist, generally, thibetanus, it, trinomial,

Nearest to eight: six, seven, five, nine, four, three, zero, michelob,

Nearest to are: were, is, have, be, thibetanus, while, pathfinder, cebus,

Nearest to all: many, these, some, asterism, two, reuptake, thibetanus, any,

Average loss at step  82000 :  4.79923895121

Average loss at step  84000 :  4.79056957233

Average loss at step  86000 :  4.7452732873

Average loss at step  88000 :  4.70395690095

Average loss at step  90000 :  4.76481224179

Nearest to b: d, gland, UNK, six, pron, microcebus, grants, david,

Nearest to s: his, mitral, and, zero, inches, clemency, michelob, tamarin,

Nearest to when: if, before, michelob, but, where, after, during, while,

Nearest to seven: eight, five, six, four, nine, three, zero, one,

Nearest to of: in, for, tamarin, same, nine, microcebus, msg, and,

Nearest to system: tamarin, thaler, improved, microsite, conflict, dinar, empowerment, instructed,

Nearest to its: their, his, the, her, tamarin, agave, celera, topalov,

Nearest to called: massed, tamarin, naaman, mitral, dreamers, michelob, sadler, UNK,

Nearest to known: used, well, such, epoxy, adele, bug, microcebus, hmong,

Nearest to will: would, can, could, may, must, should, moravians, cannot,

Nearest to people: reginae, members, pathological, odes, coquitlam, cebus, intercepts, saguinus,

Nearest to nine: eight, seven, six, five, four, zero, mitral, michelob,

Nearest to also: which, often, sometimes, zionist, generally, thibetanus, trinomial, now,

Nearest to eight: seven, six, five, nine, four, three, zero, two,

Nearest to are: were, is, have, be, thibetanus, while, include, pathfinder,

Nearest to all: many, some, these, thibetanus, dasyprocta, both, any, asterism,

Average loss at step  92000 :  4.72437152827

Average loss at step  94000 :  4.62979676688

Average loss at step  96000 :  4.71152837896

Average loss at step  98000 :  4.6148717382

Average loss at step  100000 :  4.676337744

Nearest to b: d, grants, gland, david, trailed, microcebus, circumstance, thaler,

Nearest to s: his, mitral, michelob, inches, clemency, medea, zero, tamarin,

Nearest to when: if, while, where, after, during, before, michelob, but,

Nearest to seven: eight, six, five, four, nine, three, zero, two,

Nearest to of: in, tamarin, and, thibetanus, for, microcebus, nine, eight,

Nearest to system: improved, systems, law, archers, microsite, thaler, conflict, tamarin,

Nearest to its: their, his, the, her, tamarin, agave, celera, topalov,

Nearest to called: massed, UNK, tamarin, naaman, interpreted, dreamers, mitral, fright,

Nearest to known: used, such, well, epoxy, microcebus, cryo, adele, bug,

Nearest to will: would, can, could, may, must, should, to, moravians,

Nearest to people: reginae, members, odes, pathological, coquitlam, cebus, intercepts, saguinus,

Nearest to nine: eight, seven, six, five, four, zero, three, dasyprocta,

Nearest to also: which, often, sometimes, zionist, generally, now, thibetanus, still,

Nearest to eight: seven, nine, five, six, four, three, zero, dasyprocta,

Nearest to are: were, is, have, while, be, include, pathfinder, thibetanus,

Nearest to all: many, these, some, thibetanus, both, any, asterism, several,

>>>

 

 

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