In [4]:

    

from gensim.models import doc2vec


    

In [32]:

    

mod = doc2vec.Doc2Vec.load("../output/doc2vec_bars_100.model")


    

In [34]:

    

from sklearn.decomposition import PCA

pca = PCA(n_components=100)
pca.fit(mod.docvecs)
PCA(copy=True, n_components=20, whiten=False)
plt.plot(np.cumsum(pca.explained_variance_ratio_))


    

    
Out[34]:





[<matplotlib.lines.Line2D at 0x7facf6ecd710>]






    

In [35]:

    

for i in range(100):
    print mod.most_similar(positive=[pca.components_[i]])
    print


    

    




[('leicht', 0.5682182312011719), ('bzw', 0.5567721128463745), ('ort', 0.5514906644821167), ('unterhalten', 0.55147385597229), ('ansonsten', 0.5405518412590027), ('billig', 0.5308752655982971), (u'morgen', 0.5225688815116882), ('glcklich', 0.5216994285583496), ('angerichtet', 0.521418571472168), ('drinnen', 0.5210479497909546)]

[('tao-', 0.5149320363998413), (u'some-honey', 0.4494338631629944), (u'the-house-potato-chips', 0.42286941409111023), ('over-charged', 0.4102162718772888), (u'a-different-soup', 0.4042922556400299), (u'our-pretzel', 0.39724570512771606), ('gilled', 0.3901946246623993), ('ahhh-mazing', 0.38940489292144775), ('ausgezeichnet', 0.38861000537872314), (u'a-fantastic-location', 0.38094717264175415)]

[('jetzt', 0.4779354929924011), ('zuvorkommend', 0.44523894786834717), ('zgig', 0.4308178424835205), ('voll', 0.42791393399238586), ('rein', 0.42557382583618164), ('gerade', 0.4056358337402344), ('hatten', 0.4029291570186615), (u'a-cliff', 0.3971096873283386), (u'their-coworkers', 0.3919588029384613), ('oystersthe', 0.3918665647506714)]

[(u'this-batch', 0.4109663963317871), (u'phosphate', 0.38965123891830444), (u'the-new-renovations', 0.38626089692115784), (u'the-biggest-con', 0.3711952567100525), (u'my-fiances-birthday', 0.3611246347427368), (u'11-ratio', 0.3543212413787842), ('benedum', 0.3507165312767029), ('vend', 0.35043638944625854), ('arterial', 0.3500341773033142), (u'the-entire-amount', 0.33721667528152466)]

[('systematic', 0.41569894552230835), (u'the-injury', 0.38477951288223267), ('owneroperator', 0.38433775305747986), ('lifeand', 0.3842840790748596), ('locationi', 0.37721800804138184), (u'our-wait-time', 0.3725752830505371), (u'the-cambridge-bar', 0.3723642826080322), (u'every-street-corner', 0.3719225525856018), (u'my-little-one', 0.37117689847946167), (u'every-single-visit', 0.36445510387420654)]

[('ok--', 0.4301019608974457), ('770', 0.4136171340942383), (u'an-automatic-gratuity', 0.3908264636993408), ('zane', 0.38441967964172363), ('mediocre-', 0.38240647315979004), (u'a-rare-burger', 0.38146352767944336), (u'the-lobster-pieces', 0.3673074543476105), (u'half-the-crowd', 0.36416879296302795), (u'a-guitarist', 0.3638080358505249), ('disappointmenti', 0.36335909366607666)]

[('overlapped', 0.43141961097717285), ('boomy', 0.4206039011478424), ('riotous', 0.4171903729438782), (u'their-voice', 0.4014568328857422), ('joue', 0.39710065722465515), ('wyclef', 0.396169513463974), ('brotha', 0.3910555839538574), ('pintes', 0.3910437822341919), ('russe', 0.38639652729034424), ('franais', 0.38572657108306885)]

[('puisque', 0.5162971615791321), ('dabord', 0.4860047399997711), ('maintenant', 0.4841938614845276), ('touristique', 0.47541725635528564), ('recette', 0.4617078900337219), ('toujours', 0.44685086607933044), ('comme', 0.44055095314979553), ('tablissements', 0.4371277987957001), (u'my-collection', 0.4330955147743225), (u'the-sw', 0.4321245849132538)]

[(u'flamenco-dancers', 0.4238623082637787), ('lovey', 0.4071970283985138), (u'old-church-pews', 0.39957278966903687), (u'some-drink-tickets', 0.39851972460746765), (u'the-great-happy-hour', 0.3976931571960449), (u'its-a-beautiful-place', 0.3963327407836914), (u'strong-cocktails', 0.3934416174888611), (u'some-rules', 0.3878546953201294), ('neyo', 0.3835432827472687), (u'most-peoples', 0.3818325102329254)]

[(u'a-very-chill-spot', 0.433087021112442), (u'hip-hop-nights', 0.43308159708976746), (u'a-half-inch', 0.4219144284725189), (u'very-good-music', 0.4125984311103821), ('music', 0.3822665810585022), ('jazz', 0.37633073329925537), (u'their-live-music', 0.3701772093772888), (u'bar-type-food', 0.3697136640548706), (u'a-relaxing', 0.3666419982910156), (u'inside-dining', 0.36598438024520874)]

[('funinteresting', 0.4646761119365692), ('racquetball', 0.4403252601623535), (u'some-awesome-deals', 0.4088904857635498), (u'a-warm-evening', 0.3740895092487335), (u'some-local-beer', 0.37277376651763916), ('patiothe', 0.36921244859695435), ('selectionsthe', 0.35631975531578064), (u'tall-buildings', 0.3512721657752991), (u'their-awesome-patio', 0.3505682945251465), (u'the-boudin', 0.3502729833126068)]

[(u'different-directions', 0.39915305376052856), (u'real-talk', 0.39011478424072266), (u'the-beach-boys', 0.38027456402778625), ('overtaking', 0.3713919520378113), (u'good-balance', 0.36973533034324646), (u'the-asparagus-appetizer', 0.3682684898376465), (u'the-samba-strip-roll', 0.3680862486362457), ('micro-breweries', 0.366316556930542), (u'an-amazing-cocktail', 0.3649424612522125), ('kfc', 0.3610546588897705)]

[('horriblebut', 0.46761733293533325), (u'all-these-restaurants', 0.4320548176765442), ('kindda', 0.3910466432571411), (u'their-own-coffee', 0.3895662724971771), ('hmmmi', 0.3754403591156006), ('lipton', 0.3728364109992981), ('formulaic', 0.37212759256362915), ('mealtime', 0.37101757526397705), ('zuni', 0.37056705355644226), ('post-workout', 0.3642371594905853)]

[(u'the-anchor-steam', 0.40286898612976074), (u'buffalo-wing-sauce', 0.38970351219177246), ('eligible', 0.3823094367980957), ('venezia', 0.3767665922641754), (u'their-own-wine', 0.37282681465148926), ('brled', 0.37235528230667114), (u'a-massive-disappointment', 0.3690832257270813), ('quebec', 0.36780717968940735), ('oceanside', 0.3667805790901184), ('couldt', 0.3582584857940674)]

[('experienceif', 0.42069655656814575), ('low-price', 0.4152037501335144), (u'a-raving-review', 0.40596193075180054), ('gaming', 0.3788027763366699), (u'mount-washington', 0.3761734664440155), ('overhanging', 0.37250208854675293), (u'its-own-bar', 0.3688923716545105), (u'the-flip', 0.36682912707328796), ('brgr', 0.36041897535324097), (u'steamed-broccoli', 0.36009180545806885)]

[(u'the-hi-liter', 0.3839944005012512), (u'another-building', 0.37911397218704224), (u'regular-business-hours', 0.37016016244888306), ('accordance', 0.3635992407798767), (u'the-cab-line', 0.36294394731521606), ('morocco', 0.36218324303627014), (u'the-waitresss-attention', 0.3607273995876312), ('microwavable', 0.35398411750793457), ('ooey', 0.3523635268211365), ('chophouse', 0.35032516717910767)]

[('pb2', 0.47050654888153076), ('templeton', 0.40299516916275024), ('freddie', 0.3922506868839264), (u'the-older-guy', 0.3783235549926758), ('oneils', 0.3766576647758484), (u'the-manager-john', 0.37440961599349976), (u'a-red-solo-cup', 0.373881459236145), (u'hunk-mansion', 0.3690814971923828), ('ahmet', 0.35823291540145874), (u'a-few-decent-beers', 0.356992244720459)]

[('bloodys', 0.40598487854003906), (u'all-that-jazz', 0.39845576882362366), ('limeade', 0.3982066810131073), (u'the-bellagio-lake', 0.3965367078781128), (u'some-other-kind', 0.3961644768714905), (u'the-apes', 0.39309221506118774), ('fishbowl', 0.3862651288509369), ('cassidy', 0.3764881491661072), (u'a-little-vacation', 0.3647603690624237), (u'perfect-amount', 0.36356228590011597)]

[('afterhours', 0.41692256927490234), (u'all-the-raving-reviews', 0.38112807273864746), (u'green-door', 0.36704301834106445), (u'a-small-fee', 0.35857999324798584), (u'a-small-balcony', 0.35805195569992065), (u'all-different-kinds', 0.353828489780426), (u'just-an-added-bonus', 0.3516193628311157), ('shoutout', 0.3465660810470581), ('ensured', 0.3459675908088684), ('andouille', 0.34437096118927)]

[(u'every-component', 0.39229029417037964), (u'its-sunday', 0.3871914744377136), (u'potato-pancake', 0.38287079334259033), (u'such-a-letdown', 0.37697988748550415), ('culinarily', 0.37646201252937317), ('re-imagined', 0.36783838272094727), ('halo-halo', 0.36656102538108826), ('5-', 0.3625301718711853), (u'the-shortest-line', 0.36114975810050964), (u'the-same-category', 0.3603333532810211)]

[('capper', 0.5130466222763062), ('floyd', 0.4403003454208374), ('yoi', 0.4243262708187103), (u'the-other-entrance', 0.4091707170009613), (u'a-consultation', 0.3860394358634949), (u'the-6-pack', 0.38370847702026367), ('recourse', 0.3761034607887268), ('wasthe', 0.3747197687625885), ('bail', 0.3715997040271759), ('cucumbery', 0.36685869097709656)]

[(u'the-lollipop', 0.4283941984176636), (u'much-help', 0.3904511332511902), ('gayer', 0.38600969314575195), (u'beef-broth', 0.37001651525497437), (u'the-better-deals', 0.3663354516029358), (u'the-first-and-only-time', 0.36185550689697266), ('tiens', 0.35749387741088867), (u'i-didnt-order', 0.3543505072593689), (u'the-poor-waitress', 0.3526252806186676), ('bungled', 0.34882956743240356)]

[('one-roof', 0.40968430042266846), (u'enough-menus', 0.39702552556991577), (u'a-modicum', 0.3942679166793823), (u'the-video-machines', 0.39242029190063477), ('none-the-less', 0.38109296560287476), (u'several-small-tables', 0.37761956453323364), (u'the-pasta-carbonara', 0.3760826289653778), (u'the-downtown-chandler-area', 0.3734336495399475), (u'its-open-24-hrs', 0.3734322786331177), (u'all-the-windows', 0.3697628676891327)]

[('fifa', 0.4323638677597046), (u'the-pear-tree', 0.4096539318561554), (u'private-cabanas', 0.38828423619270325), ('porco', 0.38698604702949524), ('sitcom', 0.38017141819000244), ('troubling', 0.37247854471206665), (u'a-few-drops', 0.37199288606643677), (u'white-pepper', 0.3704510033130646), ('acc', 0.3576761484146118), (u'our-feet', 0.35711798071861267)]

[(u'about-1-minute', 0.43197083473205566), ('monteiths', 0.3981829881668091), ('endearingly', 0.3869468569755554), ('niblets', 0.37779754400253296), ('pickpocketers', 0.37337157130241394), (u'the-low-reviews', 0.37285056710243225), ('disk', 0.36617225408554077), (u'smaller-ones', 0.36232954263687134), ('asade', 0.3593224585056305), ('itthere', 0.3578697443008423)]

[(u'their-special-cocktails', 0.411405473947525), ('oddball', 0.40453973412513733), (u'casey-moores', 0.3839942514896393), ('nihon', 0.38300806283950806), (u'less-than-15-minutes', 0.38011375069618225), (u'coffee-table', 0.37883689999580383), (u'these-sandwiches', 0.37138739228248596), (u'my-only-major-complaint', 0.36829161643981934), (u'your-nights', 0.3649033308029175), ('hawking', 0.3631829619407654)]

[('impressedthe', 0.4120413362979889), (u'a-special-appearance', 0.37947481870651245), ('yelpcombizphotosgita', 0.37625962495803833), ('potpie', 0.3738176226615906), ('bibim-bop', 0.36914247274398804), ('okbut', 0.36559703946113586), ('foodfor', 0.3647444248199463), ('hardway', 0.3636462092399597), ('phad', 0.36114591360092163), ('pigged', 0.36061060428619385)]

[(u'a-family-favorite', 0.42816227674484253), (u'the-toys', 0.4055236577987671), (u'the-stip', 0.3975454866886139), ('playroom', 0.3903193175792694), (u'an-adults', 0.3711669445037842), ('099', 0.3697720468044281), (u'3-scallops', 0.3688313961029053), (u'the-surf-turf-burger', 0.3669683337211609), ('purposefully', 0.36295145750045776), ('gameday', 0.3531472086906433)]

[('morceau', 0.42343419790267944), (u'3-occasions', 0.4077027142047882), (u'a-few-seasonals', 0.37776753306388855), ('fronting', 0.3722839653491974), (u'barely-room', 0.3680061399936676), (u'miller-light', 0.3637485206127167), (u'such-quality', 0.36297789216041565), (u'what-alcohol', 0.3600033223628998), (u'their-house-salad', 0.3586527407169342), ('aspires', 0.3582640290260315)]

[('enviable', 0.4019479751586914), (u'whole-milk', 0.3968408405780792), (u'an-audiophile', 0.3919641971588135), (u'this-friend', 0.38260310888290405), ('behaviour', 0.38041090965270996), ('terminology', 0.3741944432258606), ('baingan', 0.37284553050994873), ('language', 0.3721090853214264), (u'a-shamrock', 0.3634317219257355), ('seule', 0.3628806173801422)]

[(u'wood-fired-pizza', 0.4050091505050659), (u'the-outdoor-balcony', 0.37194985151290894), (u'the-negatives', 0.3563966155052185), ('aroundi', 0.35459738969802856), (u'old-standards', 0.35454869270324707), ('pith', 0.35270753502845764), (u'some-evenings', 0.35265594720840454), ('dispel', 0.34975752234458923), ('textureless', 0.34886592626571655), ('exclamation', 0.34776026010513306)]

[('intends', 0.38114768266677856), ('mezzo', 0.37481388449668884), ('dagwood', 0.3710618317127228), ('asshats', 0.3666200041770935), (u'a-serious-identity-crisis', 0.365852415561676), (u'crazy-things', 0.3652355372905731), ('average-tasting', 0.3606279492378235), (u'the-dj-music', 0.36038124561309814), ('shit', 0.35876286029815674), ('kneed', 0.3578782081604004)]

[(u'a-bit-fancier', 0.43378642201423645), (u'the-two-beers', 0.38829487562179565), (u'the-handcrafted-cocktails', 0.38321906328201294), ('kahlua', 0.37299978733062744), ('humphrey', 0.3728932738304138), (u'a-cuisine', 0.3620922863483429), (u'only-5-people', 0.35799551010131836), (u'your-cab-driver', 0.3571191430091858), (u'his-little-flashlight', 0.35461002588272095), (u'the-tron', 0.3539147973060608)]

[(u'new-establishments', 0.415633887052536), (u'just-perfection', 0.40660926699638367), ('delirium', 0.3841986656188965), ('lebowskis', 0.3787906765937805), (u'good-sandwiches', 0.3647582530975342), ('bekommt', 0.36403828859329224), ('simmer', 0.36063286662101746), ('angelos', 0.36044609546661377), (u'a-formula', 0.3600277900695801), ('rawk', 0.3591402471065521)]

[('luxardo', 0.3872264623641968), (u'the-bargain', 0.38220885396003723), (u'standard-practice', 0.380901575088501), (u'the-cellar-lounge', 0.37500762939453125), (u'work-drink', 0.3723181188106537), (u'your-efforts', 0.3697431683540344), (u'a-taste-test', 0.3627975881099701), (u'a-half-glass', 0.3590250015258789), (u'san-franciscoi', 0.35565799474716187), (u'a-torch', 0.35500532388687134)]

[('att', 0.45425379276275635), ('slammer', 0.41353222727775574), (u'party-rock-monday', 0.3989364504814148), ('livid', 0.3711647391319275), ('scuba', 0.36077797412872314), ('ouzo', 0.3593195676803589), ('bacardi', 0.3544963002204895), (u'the-cuff', 0.35403940081596375), (u'a-great-layout', 0.3510630428791046), ('low-carb', 0.3496547341346741)]

[(u'a-casual-dinner', 0.44325146079063416), (u'all-the-smokers', 0.4191620945930481), (u'the-truffle-grilled-cheese', 0.40869662165641785), ('cotto', 0.401216983795166), (u'veggie-patties', 0.3751879334449768), ('overstayed', 0.36771100759506226), (u'a-rocket', 0.3659501075744629), (u'the-coco-loco-porter', 0.36491283774375916), (u'beet-chips', 0.3598968982696533), ('maruya', 0.3556607961654663)]

[('icelandic', 0.3916885256767273), (u'a-dj-spinning-music', 0.3875216841697693), (u'an-aficionado', 0.38704413175582886), (u'a-sammy', 0.3736402988433838), ('luc', 0.3705969750881195), (u'the-chandler-location', 0.368710458278656), ('ehhhh', 0.36536934971809387), (u'my-hopes', 0.3641078472137451), (u'a-few-more-visits', 0.361397922039032), ('recon', 0.3579624891281128)]

[('darkly', 0.379154771566391), (u'the-plank', 0.376458078622818), ('hole-in-the', 0.3761175274848938), (u'outdoor-area', 0.3741387128829956), (u'ufo', 0.36963096261024475), (u'floorboard', 0.3569353222846985), (u'a-female-friend', 0.356494277715683), ('enclave', 0.35384154319763184), (u'planting', 0.35148724913597107), (u'bruno-mars', 0.35083574056625366)]

[('strudel', 0.46814411878585815), ('semi-quiet', 0.38903799653053284), (u'more-cocktails', 0.37236350774765015), (u'this-iteration', 0.3638254404067993), (u'a-dirty-dive-bar', 0.36112892627716064), ('overlap', 0.35984593629837036), ('dressy', 0.34810009598731995), ('placein', 0.3459794223308563), ('rilette', 0.343805730342865), (u'my-favorite-kind', 0.3360818028450012)]

[('faculty', 0.4044613838195801), ('contrasting', 0.3876740336418152), ('dabbled', 0.38048624992370605), ('browsing', 0.36933499574661255), ('meditation', 0.363212913274765), (u'a-good-alternative', 0.35959795117378235), (u'the-brunch-specials', 0.35341739654541016), (u'the-tourist-thing', 0.35271281003952026), ('drinksappetizers', 0.34683752059936523), (u'the-nacho-plate', 0.3464943468570709)]

[(u'the-boats', 0.4110429584980011), ('schoolers', 0.4086464047431946), (u'the-young-waitress', 0.3901878595352173), (u'the-chimichurri-sauce', 0.38225820660591125), ('chotchkies', 0.3730454742908478), ('meuniere', 0.3648831844329834), ('button-up', 0.3632366955280304), (u'top-sirloin', 0.3593851923942566), (u'this-change', 0.3572549819946289), (u'the-coyotes', 0.35634636878967285)]

[(u'the-patio-doors', 0.38704195618629456), ('micheal', 0.37670454382896423), (u'our-review', 0.3724803328514099), (u'extra-props', 0.37029483914375305), (u'an-apple-martini', 0.35968029499053955), ('firday', 0.35399115085601807), ('michael', 0.3511950671672821), ('camber', 0.34820449352264404), ('offerred', 0.34498873353004456), (u'steak-houses', 0.3435807526111603)]

[(u'a-bruschetta-plank', 0.4032062292098999), ('riesig', 0.39596694707870483), ('pleasantly', 0.391417920589447), (u'a-nice-setting', 0.3885928988456726), (u'almost-a-decade', 0.384284108877182), (u'the-marina-area', 0.3716897964477539), (u'the-expert', 0.36561763286590576), (u'a-comfortable-level', 0.36188191175460815), (u'8-months', 0.3593510389328003), ('uplighting', 0.3550480604171753)]

[('memorabilia', 0.46167683601379395), (u'a-back-booth', 0.44664430618286133), ('yellowing', 0.4357292056083679), (u'the-stereo-system', 0.4054376482963562), ('paraphernalia', 0.4001167416572571), (u'the-fun-atmosphere', 0.3973184823989868), (u'our-rather-large-party', 0.38441693782806396), (u'the-raves', 0.380045086145401), (u'the-elephant-vanilla-chai', 0.37490028142929077), (u'drag-queen', 0.3739166855812073)]

[(u'a-5th-star', 0.4048021733760834), ('loaf', 0.4035845994949341), ('high-fiving', 0.3865746259689331), (u'square-footage', 0.3808654248714447), ('long-lasting', 0.3725445866584778), (u'several-bites', 0.37122654914855957), (u'fruity-beers', 0.3689731955528259), ('bun', 0.36465588212013245), (u'a-pub-burger', 0.36373651027679443), ('headliner', 0.3625580072402954)]

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[('competent', 0.5107365250587463), ('indifferent', 0.46237772703170776), ('responsive', 0.4518270492553711), ('sweetthe', 0.44670194387435913), (u'my-winnings', 0.4434066414833069), ('abrupt', 0.43505147099494934), ('lacking', 0.43233054876327515), ('impressed', 0.42960208654403687), (u'more-parking', 0.4256995916366577), ('knowledgeable', 0.42543697357177734)]

[(u'my-23rd-birthday', 0.4369366765022278), (u'my-support', 0.403795063495636), (u'cornish-pasty-company', 0.3956378996372223), (u'the-sheer-number', 0.385305792093277), (u'the-tourist', 0.37633079290390015), ('drinksshots', 0.3660234212875366), (u'rude-behavior', 0.36499008536338806), (u'your-bar', 0.3637178838253021), (u'face-reality', 0.3618243336677551), (u'a-yelp-review', 0.3612401783466339)]

[('concourse', 0.40398362278938293), (u'the-great-dane', 0.39828014373779297), ('mushy', 0.39665722846984863), ('ayrsley', 0.3902571201324463), ('blooming', 0.37330275774002075), (u'guest-taps', 0.3641139268875122), (u'coco-loco', 0.35709190368652344), ('commonwealth', 0.35593146085739136), ('freestanding', 0.3554864525794983), ('soft-boiled', 0.3543720543384552)]

[(u'hostess', 0.4451983571052551), ('appeared', 0.44246751070022583), ('gruff', 0.4339831471443176), (u'busboy', 0.4321748614311218), ('tender', 0.41642671823501587), ('assigned', 0.4147072732448578), ('sat', 0.40761953592300415), ('spectacular-', 0.3900930881500244), ('disorganized', 0.3843691349029541), ('mispronouncing', 0.37822258472442627)]

[('measure', 0.4576877951622009), ('backdrop', 0.41412365436553955), ('provides', 0.4095189869403839), ('colorful', 0.40386924147605896), ('cheapish', 0.40306663513183594), ('lighting', 0.3898974359035492), ('like-', 0.3897225260734558), ('color', 0.38826078176498413), (u'her-manager', 0.3838281035423279), ('vibe', 0.38192254304885864)]

[('sister', 0.49365898966789246), ('yesterday', 0.4864584505558014), (u'hub', 0.4546574652194977), ('recently', 0.45336705446243286), ('visited', 0.45124557614326477), ('fiance', 0.4466272294521332), ('father', 0.4269905388355255), (u'girlfriend', 0.41440051794052124), ('whim', 0.410719096660614), ('brother', 0.410426527261734)]

[(u'the-flavors', 0.5078397989273071), (u'the-veggies', 0.5041274428367615), (u'the-kobe-beef', 0.4972302317619324), (u'an-appetizer', 0.4935513734817505), (u'the-portion', 0.4934268593788147), (u'the-shrimp', 0.4913725256919861), (u'the-spices', 0.4913141131401062), (u'the-dish', 0.4900834262371063), (u'the-chicken', 0.4881214499473572), (u'the-taste', 0.4818395972251892)]

[('fact', 0.49142956733703613), ('other', 0.47494983673095703), ('actually', 0.4510745406150818), ('supposed', 0.44667792320251465), ('one', 0.4390300512313843), ('whole', 0.4366462230682373), ('lastly', 0.4243288040161133), ('see', 0.42341211438179016), ('werent', 0.4165690541267395), ('serve', 0.41611915826797485)]

[(u'nine-girls', 0.3217974603176117), ('holloman', 0.2747277021408081), ('tisto', 0.25018739700317383), ('kindda', 0.2382720410823822), (u'the-amsterdam-pasta', 0.2158021628856659), ('possible', 0.2157467007637024), (u'the-lobster-curry', 0.21530890464782715), (u'a-free-entrance', 0.21487459540367126), ('usca', 0.21070554852485657), (u'marquee-night-club', 0.20982515811920166)]

In [39]:

    

mod.most_similar(positive=[mod.docvecs[11]])


    

    
Out[39]:





[(u'extra-flavor', 0.40702712535858154),
 (u'no-noise', 0.40262266993522644),
 (u'some-tourists', 0.40046030282974243),
 ('paz', 0.39258915185928345),
 (u'queen-creek', 0.3876095116138458),
 ('v60', 0.3866841793060303),
 (u'only-2-pieces', 0.3832421898841858),
 ('serviert', 0.37283238768577576),
 ('crudely', 0.37265920639038086),
 ('subbing', 0.3717871308326721)]

In [41]:

    

import numpy as np
from sklearn.manifold import TSNE
X = mod.docvecs
model = TSNE(n_components=2, random_state=0)
np.set_printoptions(suppress=True)
transform = model.fit_transform(X)


    

In [46]:

    

plt.scatter(transform[:,0], transform[:,1], s=.5)


    

    
Out[46]:





<matplotlib.collections.PathCollection at 0x7facf58ee190>






    

In [ ]: