CamAuthorsSimGen

generate similarities between cam authors


In [47]:
import gensim
import pymongo
from pymongo import MongoClient

mongo_url = 'mongodb://localhost:27017/'
db = 'CamSim'
coll = 'CamAuthors'
client = MongoClient(mongo_url)
ca = client[db][coll]

sim_name = 'SimEngine'
model = gensim.models.Word2Vec.load(sim_name)

In [66]:
import time
cur1=ca.find()
for rec1 in cur1[0:1]:
    corp1 = rec['corpus']
    sims = []
    x = time.time()
    cur2 = ca.find()
    for rec2 in cur2:
        corp2 = rec2['corpus']
        s = model.n_similarity(corp1.split(),corp2.split())
        sims.append({rec2['name']:s})
    ca.update_one({'name':rec1['name']},{'$set':{'sims':sims}})
    print (unicode(str(time.time() - x)) + u' seconds to produce sims for '+rec1['name'])


5.73730301857 seconds to produce sims for lc smeeton

In [40]:
print corp1


[u'structures', u'energy', u'landscapes', u'hydrated', u'sulfate', u'clusters']

In [17]:
'{} {} {} '.format(*['key1','key2','key3'])


Out[17]:
'key1 key2 key3 '

In [71]:
c =ca.find_one({'name':'lc smeeton'})
c['sims']


Out[71]:
[{u'lc smeeton': 1.0},
 {u'lk chan': 0.25804894026371106},
 {u'ap ivanov': 0.6765211782238125},
 {u'h-f chow': 0.28222684365228345},
 {u't rovis': 0.28222684365228345},
 {u'g filippini': 0.7620304001789949},
 {u'e esposito': 0.8113688266721876},
 {u'y chebaro': 0.8570649472872396},
 {u'ka thomas': 0.5200207567545527},
 {u'r mezzenga': 0.7402659294986236},
 {u'e ertekin': 0.7474813942300051},
 {u'aj liu': 0.8512073929304566},
 {u'ic mangialavori': 0.5562615378894965},
 {u"tv o'halloran": 0.41561443139799314},
 {u'n shivananju': 0.007994889633517419},
 {u'ap johnson': 0.666169134054157},
 {u'va makarov': 0.47030720945257554},
 {u'f kawasaki': 0.4404916430290201},
 {u'gt heller': 0.7001570668343831},
 {u'i landrieu': 0.3505365468080689},
 {u'aj mcconnell': 0.6531464176068522},
 {u'e bouvier': 0.7598955375509691},
 {u'a nekrutenko': 0.7598955375509691},
 {u's g\xe9rard': 0.6620338613206621},
 {u'a oliynyk': 0.7574368546779484},
 {u'kh sutherland-casha': 0.7898343130561664},
 {u'r gaji\u0107': 0.8355676797917466},
 {u'lh thamdrup': 0.5533213246318083},
 {u'ra stockman': 0.7828714576486103},
 {u'sj fernstad': 0.5133961239929467},
 {u'aj kooistra': 0.7579366618451837},
 {u'n cohrs': 0.41319284319625266},
 {u'sb lou': 0.5317313950996037},
 {u'em llamas': 0.4463475020916444},
 {u'd montes-grajales': 0.31456973218458145},
 {u'yk motamedi': 0.7005425640781344},
 {u'm peymani': 0.7005425640781344},
 {u'mh nasr-esfahani': 0.7005425640781344},
 {u'c combadi\xe8re': 0.47176658658189613},
 {u'r barton': 0.8388089056885702},
 {u'c huynen': 0.43443981838788154},
 {u'n willet': 0.43443981838788154},
 {u'q lu': 0.5718683871568536},
 {u'hg hiscock': 0.6520703553406388},
 {u'xd liu': 0.7452824567779577},
 {u'nm wilf': 0.5394396992071904},
 {u'f kundel': 0.646515115825771},
 {u'pms cunha': 0.7953016907556987},
 {u'z rong': 0.6935245663950586},
 {u'v andr\xe9': 0.4771499324410926},
 {u'j negele': 0.7519357058508721},
 {u'ac bra\u0144ka': 0.7959669175090609},
 {u's ball': 0.27169972516992497},
 {u'lc andreani': 0.6731029745058987},
 {u'jl sussman': -0.7796450414033707},
 {u'ce atkinson': -0.09984641555522353},
 {u'p deoliveira': 0.37772125288458536},
 {u'jg kircz': 0.8571974302982955},
 {u'y kong': 0.5693413014404212},
 {u'c rovira': 0.5693413014404212},
 {u'p bernad\xf3': 0.5693413014404212},
 {u'h clausen': 0.5693413014404212},
 {u'a lostao': 0.5693413014404212},
 {u'p nogueira': 0.5562615378894965},
 {u'j freitas': 0.5562615378894965},
 {u'g lacroix': 0.5562615378894965},
 {u'a moreira': 0.5562615378894965},
 {u'jp rossi': 0.5562615378894965},
 {u'p braeuninger-weimer': 0.6708261522675526},
 {u'z cournia': 0.5688457422323954},
 {u'tw allen': 0.5688457422323954},
 {u'i andricioaei': 0.5688457422323954},
 {u'b antonny': 0.5688457422323954},
 {u'd baum': 0.5688457422323954},
 {u'g brannigan': 0.5688457422323954},
 {u'jt deckman': 0.5688457422323954},
 {u'l delemotte': 0.5688457422323954},
 {u'c del val': 0.5688457422323954},
 {u'r friedman': 0.5688457422323954},
 {u'p gkeka': 0.5688457422323954},
 {u'hc hege': 0.5688457422323954},
 {u'j h\xe9nin': 0.5688457422323954},
 {u'ma kasimova': 0.5688457422323954},
 {u'a kolocouris': 0.5688457422323954},
 {u'mj lemieux': 0.5688457422323954},
 {u'n lindow': 0.5688457422323954},
 {u'm roy': 0.5688457422323954},
 {u'j selent': 0.5688457422323954},
 {u'm tarek': 0.5688457422323954},
 {u'f tofoleanu': 0.5688457422323954},
 {u's vanni': 0.5688457422323954},
 {u's urban': 0.5688457422323954},
 {u'jc smith': 0.5688457422323954},
 {u'an bondar': 0.5688457422323954},
 {u'ys yu': 0.6851170601895096},
 {u'c kim': 0.6851170601895096},
 {u'da shapiro': 0.6851170601895096},
 {u'm farmand': 0.6851170601895096},
 {u't tyliszczak': 0.6851170601895096},
 {u'al kilcoyne': 0.6851170601895096},
 {u'r celestre': 0.6851170601895096},
 {u's marchesini': 0.6851170601895096},
 {u'j joseph': 0.6851170601895096},
 {u'p denes': 0.6851170601895096},
 {u't warwick': 0.6851170601895096},
 {u'h padmore': 0.6851170601895096},
 {u's castill\xf3n': 0.08603016365723612},
 {u'i sovago': 0.2236019515198537},
 {u'r pini': 0.4987869419356544},
 {u'j castro-l\xf5pez': 0.6286693517734577},
 {u'i compa\xf1\xf5n': 0.6286693517734577},
 {u'm salvad\xf5': 0.6286693517734577},
 {u'rc walsh': 0.8491597926194829},
 {u'tds young': 0.8491597926194829},
 {u't cao': 0.7841084938807179},
 {u'c chen': 0.7841084938807179},
 {u'h jia': 0.7841084938807179},
 {u'x zhou': 0.7841084938807179},
 {u'c calero': 0.5894356646818838},
 {u'j mart\xed': 0.5894356646818838},
 {u'a sinha': 0.007994889633517419},
 {u'pr preiser': 0.007994889633517419},
 {u'r chandramohanadas': 0.007994889633517419},
 {u'ia boutle': 0.8202344339490797},
 {u'ob riabova': 0.47030720945257554},
 {u'dm walther': 0.05386313251164653},
 {u'p kasturi': 0.05386313251164653},
 {u'm zheng': 0.05386313251164653},
 {u'g vecchi': 0.05386313251164653},
 {u'm mann': 0.05386313251164653},
 {u're hardisty': 0.4404916430290201},
 {u'hm walker': 0.6681333066854},
 {u'a colette': 0.7335259187235926},
 {u'e-r jane\u010dek': 0.7484621579389477},
 {u'ns gandhi': 0.3505365468080689},
 {u'ljc jeuken': 0.6485944187619704},
 {u'm charnley': 0.6153972772320349},
 {u'a renzetti': 0.6620338613206621},
 {u'a di crescenzo': 0.6620338613206621},
 {u'j sapi': 0.6620338613206621},
 {u'c villani': 0.6620338613206621},
 {u'j medley-hallam': 0.710523828302539},
 {u'fr manby': 0.8069182684883409},
 {u'pp upadhyay': -0.1714077876870926},
 {u'me briggs': 0.32780751447899437},
 {u'ag slater': 0.32780751447899437},
 {u'jj velasco-velez': 0.6064292371164671},
 {u'v pfeifer': 0.6064292371164671},
 {u'r arrigo': 0.6064292371164671},
 {u'p biswas': 0.3356654225941874},
 {u'j ma': 0.11079638191214002},
 {u'wn zhao': 0.39310240337168184},
 {u'sd kloss': 0.6161520921464435},
 {u'e meneguz': 0.7791900422490776},
 {u'pj butterworth': 0.05824801251401955},
 {u'wd blaylock': 0.6827990086143281},
 {u'se dutton': -0.06265635197951576},
 {u'n nikolovski': 0.6402946485811534},
 {u'dm lienhard': 0.6402946485811534},
 {u'c teichert': 0.8355676797917466},
 {u'l br\xe9gonzio-rozier': 0.5988694092383448},
 {u'js bett': 0.5721054136446703},
 {u'ms ritorto': 0.5721054136446703},
 {u'r ewan': 0.5721054136446703},
 {u'eg jaffray': 0.5721054136446703},
 {u'a knebel': 0.5721054136446703},
 {u't kurz': 0.5721054136446703},
 {u'm trost': 0.5721054136446703},
 {u'mh tatham': 0.5721054136446703},
 {u'rt hay': 0.5721054136446703},
 {u'wa vigor': 0.6100571286735811},
 {u't nielsen': 0.5533213246318083},
 {u'ma parniak': -0.21042982785550396},
 {u'a szumska': 0.8126825383739972},
 {u'wa vitale': 0.8126825383739972},
 {u'hr maier': 0.577825376513166},
 {u'u schlink': 0.577825376513166},
 {u'y luo': 0.12783580606574177},
 {u'b brennan': 0.8322337669159611},
 {u'm ouyang': -0.0141589885221433},
 {u'aj johnston': -0.011962324333102063},
 {u'mc chen': 0.4392385200406297},
 {u'j zhu': 0.5109685667320315},
 {u's kanemura': 0.4906021760321849},
 {u'p jen\xf6': 0.4906021760321849},
 {u't te\u015fileanu': 0.35293474357042265},
 {u's leibler': 0.35293474357042265},
 {u'r labes': 0.1919880103484206},
 {u'f palazzesi': 0.634982199826489},
 {u'mi walker': 0.8171430054981191},
 {u'naw bell': 0.8171430054981191},
 {u'jk harada': 0.2725472504810017},
 {u'pj nowack': 0.6310215667182228},
 {u'gs rauber': 0.8257532667897333},
 {u's de vito': 0.8113688266721876},
 {u'p delli veneri': 0.8113688266721876},
 {u'm salvato': 0.8113688266721876},
 {u'm yagi-utsumi': 0.42402018521881685},
 {u'hk fung': 0.3542112579923576},
 {u'mco figueiredo': 0.4226142562201044},
 {u'a matsuoka': 0.4523598115885703},
 {u't isogawa': 0.4523598115885703},
 {u'y morioka': 0.4523598115885703},
 {u'ma shehata': 0.4027155247284421},
 {u'el hogg': 0.22496915761069694},
 {u'bcm martindale': 0.44863144805336796},
 {u'ge folkers': 0.18820707788197721},
 {u'm kaplan': 0.18820707788197721},
 {u'ea van der cruijsen': 0.18820707788197721},
 {u'j dworzak': 0.47176658658189613},
 {u'm beltrandi': 0.6054334040439704},
 {u's bolisetty': 0.7402659294986236},
 {u't korcsmaros': 0.6036400972159638},
 {u'k roberts': 0.28579159784112074},
 {u'a fern\xe1ndez-tejada': 0.3605503104429742},
 {u'bg de la torre': 0.3605503104429742},
 {u'j heer': 0.1546169179601414},
 {u'o kennedy': 0.7868232636051661},
 {u'g henkelman': 0.6409265197637345},
 {u'as duwez': 0.43443981838788154},
 {u'a \u0161ari\u0107': 0.5287079309425664},
 {u'jb wagner': 0.7841031579540944},
 {u't ouchi': 0.6176382857838709},
 {u'r kostecki': 0.7097996173173086},
 {u'bc hong': 0.457524158773786},
 {u's illingworth': 0.17585635553638856},
 {u'dm dias': 0.4055415756652684},
 {u'h wienk': 0.4055415756652684},
 {u's patil': 0.5896495498552673},
 {u'm huntley': 0.3999584868933294},
 {u'ar langley': 0.43972483190702355},
 {u'dkh ho': -0.18834436239908572},
 {u'p thiruvenkatanathan': 0.7199235442198677},
 {u'jc kim': 0.27518547998412546},
 {u'cj moore': 0.27518547998412546},
 {u'je ladbury': 0.575980605146363},
 {u'y furukawa': 0.7669920683157547},
 {u'n begum': 0.024261044229094468},
 {u'a luque': 0.4445855283669989},
 {u'c hussal': 0.35942568485825155},
 {u'g stephenson': 0.6030927506069292},
 {u'e abad': 0.20519364976820445},
 {u'a samal': 0.09594291691259454},
 {u'av uversky': 0.48247666698047803},
 {u'l baker': 0.16255610520717667},
 {u'a mart\xednez': 0.621825866975736},
 {u'b list': 0.621825866975736},
 {u's judge': 0.731595068082047},
 {u'l towers': 0.731595068082047},
 {u'b falcone': 0.731595068082047},
 {u'a kl\xf6ckner': 0.791470888518765},
 {u'm karesoja': 0.7310451590153164},
 {u'l guan': 0.6487622087309283},
 {u'g dietler': 0.6802043314163484},
 {u'p imhof': 0.8213896922040166},
 {u's selvaraj': 0.4739530457230262},
 {u'pm cal': 0.4887786666725877},
 {u'j seitsonen': 0.8131030861398572},
 {u'z-k tan': 0.7446008125973831},
 {u'rr teixeira': -0.14849984338379557},
 {u'a salomone': -0.062415499294072},
 {u'v ivani\u0161t\u0161ev': 0.7769693852777859},
 {u'l oriol': 0.5372896018222091},
 {u'd gharbharan': 0.08384627731864147},
 {u'lt law': 0.7091682289247327},
 {u'd capsoni': 0.17995681351489703},
 {u'ckh borg': 0.7925247108219657},
 {u'c anselmi': 0.4781207358489493},
 {u'j goodwin-tindall': -0.10976047063377956},
 {u'm xuan': -0.10643083574062394},
 {u'n erdmann': -0.20671917562104458},
 {u't cebo': 0.7029622596285285},
 {u'sl chin': 0.3945477864696615},
 {u'a ionescu': 0.3945477864696615},
 {u'a graham': 0.4552132409499303},
 {u'i radman': 0.005292763189484309},
 {u'am foley': 0.4918589764985065},
 {u'kg steenbergen': 0.8308244677392551},
 {u'ns bieler': 0.54950127940142},
 {u'fo omenya': -0.17885111729963485},
 {u'tj herrington': -0.24076439252236634},
 {u'y shin': 0.6714051737683177},
 {u'lt huynh': -0.015754088459253166},
 {u'sb eger': -0.015754088459253166},
 {u'a zimmermann': -0.4590913826732964},
 {u'ja marsh': 0.3595159244516139},
 {u'hsg beckmann': 0.21374627206540253},
 {u'c-k skylaris': 0.8515340184914123},
 {u'a caballe': 0.21528639831762542},
 {u'j vibenholt': -0.3453909916775533},
 {u'd schaal': 0.5710941785827197},
 {u'jf winter': 0.1907067277361854},
 {u'w schief': 0.5414645430750533},
 {u'p horcajada': 0.5788315092311902},
 {u'sk lyons': 0.6620117507993105},
 {u'sj moss': -0.11556636964798953},
 {u'jf l\xe9tard': 0.22725860837766207},
 {u'p derreumaux': 0.7525265236844086},
 {u'mj buehler': 0.6773415361533671},
 {u'l-c lee': 0.050100520927383846},
 {u'b kolluru': 0.6183627560178151},
 {u'kl choy': 0.8407597970744385},
 {u'm futter': -0.14828981723255535},
 {u'da beck': 0.3642381240570542},
 {u'jr blundell': 0.5842540861243438},
 {u'op barrett': 0.39979547760991324},
 {u'rl thompson': 0.20132996999671376},
 {u'dj powell': 0.3584557211197102},
 {u's fraser': 0.7942528287215883},
 {u'h bladt': -0.11066512832991716},
 {u'f watt': 0.7562009542104774},
 {u'm vaysburd': 0.19283407749674183},
 {u'a quattropani': 0.7839212713940216},
 {u'k kovnir': 0.769877907279814},
 {u'rr fenton': -0.08127974009953438},
 {u'a hepp': 0.5890823044605473},
 {u'md vesper': 0.8122750930929914},
 {u'ma horton': 0.495316856265915},
 {u'r poetes': -0.031881508431809466},
 {u'j horwitz': 0.27328520886757324},
 {u'jhh ho': 0.18419583567229283},
 {u'd wiersma': 0.745504966159254},
 {u'h george': 0.7705234645552208},
 {u'mr pitts': 0.5790192189592621},
 {u'd kostrewa': 0.48475685304513805},
 {u'yl wang': 0.7943043435483403},
 {u'cz zhu': 0.31241868904765446},
 {u'm togrul': 0.5578580500106929},
 {u'gc lloyd-jones': 0.2971471192339781},
 {u'pl decola': -0.033733460568159075},
 {u'm monck': 0.4862206660743819},
 {u'jr harper': -0.26205857608867333},
 {u'b dedecker': 0.35019196480907033},
 {u'jf zhang': 0.7858600858917768},
 {u'a hense': -0.2363443637834207},
 {u'jd evans': 0.7734738838189839},
 {u'r street': 0.5748583537603658},
 {u'av storozhev': 0.8396916269531653},
 {u'gs pollock': 0.4614661792990895},
 {u'jd cooper': -0.1769579945453964},
 {u'b nimmervoll': 0.6447319878493956},
 {u'la chtcheglova': 0.6447319878493956},
 {u'k juhasz': 0.6447319878493956},
 {u'a sonnleitner': 0.6447319878493956},
 {u't kang': 0.38166536037295035},
 {u'nh kwon': 0.38166536037295035},
 {u's sutton': 0.6770593633593102},
 {u'c schotten': 0.6884659523439635},
 {u'd plaza': 0.6884659523439635},
 {u's collin': 0.8538780334681737},
 {u'i heimann': 0.8624186427754456},
 {u'vb bright': 0.8624186427754456},
 {u'y deng': 0.4690352527165527},
 {u'c eames': 0.4690352527165527},
 {u'jn chotard': 0.4690352527165527},
 {u'y pustovalova': 0.2365548238160192},
 {u'k brinkert': 0.5938231722135128},
 {u'o borkiewicz': 0.7303152064341911},
 {u'j cho': 0.7303152064341911},
 {u'ldec alves': -0.20522416989204714},
 {u'al desider\xe1': -0.20522416989204714},
 {u'tj brocksom': -0.20522416989204714},
 {u'jt pedersen': 0.4529700575911779},
 {u'cb borg': 0.4529700575911779},
 {u'p faller': 0.4529700575911779},
 {u'f maseras': 0.685854420643103},
 {u'ja kersten': 0.6666296217785138},
 {u'l guerrini': 0.4987869419356544},
 {u'r arenal': 0.4987869419356544},
 {u'p matteini': 0.4987869419356544},
 {u'd broder-rodgers': 0.6902379905887726},
 {u'mg hyldgaard': 0.10349761054567562},
 {u's purup': 0.10349761054567562},
 {u'xc frett\xe9': 0.10349761054567562},
 {u'kt jensen': 0.10349761054567562},
 {u'lp christensen': 0.10349761054567562},
 {u's chakraborty': 0.8099611848283377},
 {u'sj philips': 0.41561443139799314},
 {u'm canalizo-hernandez': 0.41561443139799314},
 {u'gs armstrong': 0.7241015917245791},
 {u'a gould': 0.6303264438710505},
 {u'np reynolds': 0.6153972772320349},
 {u'sa rands': 0.6231689732263883},
 {u'wtk chan': -0.22607942157380212},
 {u'rp lewis': 0.5804687719299456},
 {u'e muratov': 0.5804687719299456},
 {u'y kalantar motamedi': 0.5804687719299456},
 {u'm cokol': 0.5804687719299456},
 {u'tr swaroop': -0.1773499347156988},
 {u'hwh g\xf6hlmann': 0.5071746126117178},
 {u'cp babu rajeev': 0.007994889633517419},
 {u'tt chu': 0.007994889633517419},
 {u'h ximei': 0.007994889633517419},
 {u'mjp cullen': 0.8202344339490797},
 {u'pr field': 0.8202344339490797},
 {u'k furtado': 0.8202344339490797},
 {u'jc manners': 0.8202344339490797},
 {u'sf milton': 0.8202344339490797},
 {u'c morcrette': 0.8202344339490797},
 {u'bj shipway': 0.8202344339490797},
 {u'dn walters': 0.8202344339490797},
 {u'mr willett': 0.8202344339490797},
 {u'kd williams': 0.8202344339490797},
 {u'n wood': 0.8202344339490797},
 {u'j thuburn': 0.8202344339490797},
 {u'mt woodhouse': 0.8202344339490797},
 {u'kj kilpin': 0.666169134054157},
 {u'c dhananjaya mohan': 0.34328263400348336},
 {u'a chinnathambi': 0.34328263400348336},
 {u's ali alharbi': 0.34328263400348336},
 {u'me zayed': 0.34328263400348336},
 {u'h braun': 0.47030720945257554},
 {u'a sauerbrei': 0.47030720945257554},
 {u'b bandy': 0.6681333066854},
 {u'o cooper': 0.7335259187235926},
 {u'c granier': 0.7335259187235926},
 {u'ge mills': 0.7335259187235926},
 {u'o tarasova': 0.7335259187235926},
 {u'e von schneidemesser': 0.7335259187235926},
 {u'ml williams': 0.7335259187235926},
 {u'csy tan': 0.7484621579389477},
 {u'ah g\xf6ller': 0.743504304988669},
 {u'j kunze': 0.743504304988669},
 {u'b testa': 0.743504304988669},
 {u'c byrne': 0.3505365468080689},
 {u'l amniai': 0.3505365468080689},
 {u'fx cantrelle': 0.3505365468080689},
 {u'jm wieruszeski': 0.3505365468080689},
 {u'y jacquot': 0.3505365468080689},
 {u'cd boone': 0.6663297973408812},
 {u'a delcloo': 0.6663297973408812},
 {u'n jones': 0.6663297973408812},
 {u'st leblanc': 0.6663297973408812},
 {u'b liley': 0.6663297973408812},
 {u'e mahieu': 0.6663297973408812},
 {u'a maycock': 0.6663297973408812},
 {u'r querel': 0.6663297973408812},
 {u'c sioris': 0.6663297973408812},
 {u'r st\xfcbi': 0.6663297973408812},
 {u'j gold': -0.13960308585129633},
 {u'x xu': 0.5826876056824251},
 {u'g bouvier': 0.714765538677479},
 {u'c orellana-tavra': 0.500723841555096},
 {u'd fairen-jimenez': 0.500723841555096},
 {u'j axel zeitler': 0.500723841555096},
 {u't beweries': 0.5828256334885297},
 {u'c blasius': 0.5828256334885297},
 {u'n jasim': 0.5828256334885297},
 {u'r nazir': 0.5828256334885297},
 {u's nazir': 0.5828256334885297},
 {u'd dominick': 0.7178761060011912},
 {u'l juneng': 0.7178761060011912},
 {u'n amil': 0.7178761060011912},
 {u'ps moi': 0.7178761060011912},
 {u'n lunt': 0.32780751447899437},
 {u's jiang': 0.32780751447899437},
 {u'rl greenaway': 0.32780751447899437},
 {u'm h\xe4vecker': 0.6064292371164671},
 {u'ch chuang': 0.6064292371164671},
 {u'e stotz': 0.6064292371164671},
 {u'm salmeron': 0.6064292371164671},
 {u'd mercadante': 0.6031136364616627},
 {u'iv aramburu': 0.6031136364616627},
 {u'n banterle': 0.6031136364616627},
 {u'aj dore': 0.8092665905625993},
 {u'dc carslaw': 0.8092665905625993},
 {u'c braban': 0.8092665905625993},
 {u'c conolly': 0.8092665905625993},
 {u'sj griffiths': 0.8092665905625993},
 {u'j hall': 0.8092665905625993},
 {u's lawrence': 0.8092665905625993},
 {u'se metcalfe': 0.8092665905625993},
 {u'a redington': 0.8092665905625993},
 {u'd simpson': 0.8092665905625993},
 {u'p sutton': 0.8092665905625993},
 {u'ys tang': 0.8092665905625993},
 {u'm werner': 0.8092665905625993},
 {u'jd whyatt': 0.8092665905625993},
 {u'y trottier': 0.4821778429381173},
 {u'js huston': 0.4821778429381173},
 {u'b meredig': 0.7574368546779484},
 {u'm croft': 0.7521876441998879},
 {u'z zhong': 0.7521876441998879},
 {u't connolley': 0.7521876441998879},
 {u'm drakopoulos': 0.7521876441998879},
 {u'j siewenie': 0.6161520921464435},
 {u'sw chen': 0.5184215599266399},
 {u's drakulic': 0.5184215599266399},
 {u'm ouberai': 0.5184215599266399},
 {u'r arranz': 0.5184215599266399},
 {u's ness': 0.5184215599266399},
 {u'ej de-genst': 0.5184215599266399},
 {u'c alfonso': 0.5184215599266399},
 {u'g rivas': 0.5184215599266399},
 {u'jm valpuesta': 0.5184215599266399},
 {u'dl egan': 0.05824801251401955},
 {u'fj warren': 0.05824801251401955},
 {u'pr ellis': 0.05824801251401955},
 {u'\xe9 sliwi\u0144ski': 0.6827990086143281},
 {u'p decorse': 0.8033425042213537},
 {u'c mangeney': 0.8033425042213537},
 {u'h glass': -0.06265635197951576},
 {u'ja cormack': -0.06265635197951576},
 {u'g tustin': -0.06265635197951576},
 {u'ht alvin leung': 0.21276914382069917},
 {u'm kratzer': 0.8355676797917466},
 {u'a matkovi\u0107': 0.8355676797917466},
 {u'dc beddows': 0.8017496081495868},
 {u'jk esser-gietl': 0.8017496081495868},
 {u'f siekmann': 0.5988694092383448},
 {u'sb morales': 0.5988694092383448},
 {u'a gratien': 0.5988694092383448},
 {u'v michoud': 0.5988694092383448},
 {u's ravier': 0.5988694092383448},
 {u'm cazaunau': 0.5988694092383448},
 {u'w steinbrecht': 0.8463789244411807},
 {u'j anderson': 0.8463789244411807},
 {u'e kyr\xf6l\xe4': 0.8463789244411807},
 {u'm laine': 0.8463789244411807},
 {u'c long': 0.7570420820822353},
 {u'aa penckwitt': 0.7570420820822353},
 {u'ce sioris': 0.7570420820822353},
 {u'c roth': 0.8463789244411807},
 {u'hj wang': 0.8463789244411807},
 {u'd rossouw': 0.5175027465217308},
 {u'p burdet': 0.5175027465217308},
 {u'f de la pe\xf1a': 0.5175027465217308},
 {u"ps o'hora": 0.09042468478247333},
 {u'sa shipilovskikh': 0.09042468478247333},
 {u'ae rubtsov': 0.09042468478247333},
 {u'mr elsegood': 0.09042468478247333},
 {u'e nogueira': 0.4315339463052975},
 {u'a preto': 0.4315339463052975},
 {u'js spencer': 0.6416569849152397},
 {u'cs tan': 0.7484621579389477},
 {u'a nyk\xe4nen': 0.7484621595676736},
 {u'm kettunen': 0.7484621595676736},
 {u'j laine': 0.7484621595676736},
 {u'pw senior': -0.0945460686157936},
 {u'h shi': -0.0945460686157936},
 {u'k smistrup': 0.5533213246318083},
 {u's mart\xednez-montero': -0.21042982785550396},
 {u'a dierker-viik': -0.21042982785550396},
 {u'p lindovska': -0.21042982785550396},
 {u't ilina': -0.21042982785550396},
 {u'b de nijs': 0.28023776367627856},
 {u'rw bowman': 0.28023776367627856},
 {u'f benz': 0.28023776367627856},
 {u'sj barrow': 0.28023776367627856},
 {u'j mertens': 0.28023776367627856},
 {u'do sigle': 0.28023776367627856},
 {u'r chikkaraddy': 0.28023776367627856},
 {u'a eiden': 0.28023776367627856},
 {u'a ferrari': 0.28023776367627856},
 {u'rp matthews': 0.6936231168879076},
 {u'cf moldovan': 0.8126825383739972},
 {u'k gajewski': 0.8126825383739972},
 {u'm tamagnone': 0.8126825383739972},
 {u'am ionescu': 0.8126825383739972},
 {u'k hadje georgiou': 0.40119703998366885},
 {u'e giacomini': 0.40119703998366885},
 {u'mr hansen': 0.40119703998366885},
 {u'g m\xe9ndez-abt': 0.40119703998366885},
 {u'l carro': 0.40119703998366885},
 {u'ja souto': 0.6176075195702122},
 {u'al brame': 0.6058083290054037},
 {u'a dyson': 0.6058083290054037},
 {u'j cheriyan': 0.6058083290054037},
 {u'm singer': 0.6058083290054037},
 {u'ib wilkinson': 0.6058083290054037},
 {u's reis': 0.577825376513166},
 {u'e seto': 0.577825376513166},
 {u'a northcross': 0.577825376513166},
 {u'nwt quinn': 0.577825376513166},
 {u'm convertino': 0.577825376513166},
 {u's steinle': 0.577825376513166},
 {u'm vieno': 0.7729195827528172},
 {u'mc wimberly': 0.577825376513166},
 {u'sj spencer': 0.8322337669159611},
 {u'k mingard': 0.8322337669159611},
 {u'j presto': 0.7095278066897454},
 {u'fr kurudenkandy': 0.7095278066897454},
 {u'l dolfe': 0.7095278066897454},
 {u'c dunning': 0.7095278066897454},
 {u'j johansson': 0.7095278066897454},
 {u'a fisahn': 0.7095278066897454},
 {u'ns minasyan': 0.38727744270136905},
 {u'ej stone': 0.6671405215204406},
 {u'sm huber': -0.1174889748780075},
 {u'l mendil': -0.1174889748780075},
 {u'k smollett': -0.1174889748780075},
 {u'f werner': -0.1174889748780075},
 {u'h jung': 0.657650443270672},
 {u'xl wang': 0.657650443270672},
 {u'v srinivas': -0.0812412058545955},
 {u'cp baburajeev': 0.045361997469113124},
 {u'ay sukhorukov': -0.0812412058545955},
 {u'ks sharath kumar': -0.0812412058545955},
 {u'm madegowda': -0.0812412058545955},
 {u's archer-nicholls': 0.2862513578146521},
 {u's utembe': 0.2862513578146521},
 {u'ra zaveri': 0.2862513578146521},
 {u'c percival': 0.2862513578146521},
 {u'z cai': -0.0141589885221433},
 {u'c su': -0.0141589885221433},
 {u'h ananda': 0.3617996535351621},
 {u'm surender': 0.3145099714602741},
 {u'ca mcadam': -0.011962324333102063},
 {u'b nozi\xe8re': 0.4679462429120837},
 {u'j allan': 0.5573497317420949},
 {u"b d'anna": 0.4679462429120837},
 {u'i grgi\u0107': 0.4679462429120837},
 {u'y iinuma': 0.4679462429120837},
 {u'a kahnt': 0.4679462429120837},
 {u'cj kampf': 0.4679462429120837},
 {u'n marsden': 0.4679462429120837},
 {u's saarikoski': 0.4679462429120837},
 {u'j schnelle-kreis': 0.4679462429120837},
 {u'a wisthaler': 0.4679462429120837},
 {u'a mendoza': 0.4958361322509266},
 {u't ramming': 0.4906021760321849},
 {u'j birk': 0.4906021760321849},
 {u's moes': 0.4906021760321849},
 {u'c appenzeller-herzog': 0.4906021760321849},
 {u'eb rusanov': -0.1352230879068948},
 {u'ag gittis': 0.43787780898994155},
 {u'a tomczak': 0.43787780898994155},
 {u'dn garboczi': 0.43787780898994155},
 {u'a orr': 0.8258918180098859},
 {u's vosper': 0.8258918180098859},
 {u'e pastor': 0.7206877670100367},
 {u'ac whitwood': 0.7421418732545045},
 {u't wu': 0.34670192466174005},
 {u'fd toste': 0.34670192466174005},
 {u'wt morgan': 0.7419359589473304},
 {u'pd rosenberg': 0.7740484140773097},
 {u'gb mcfiggans': 0.7740484140773097},
 {u'k wybra\u0144ska': 0.7810691946696489},
 {u'j paczesny': 0.7810691946696489},
 {u'k serejko': 0.7810691946696489},
 {u'k sura': 0.7810691946696489},
 {u'k w\u0142odyga': 0.7810691946696489},
 {u'i dzi\u0119cielewski': 0.7810691946696489},
 {u'a \u015bliwa': 0.7810691946696489},
 {u'i wybra\u0144ska': 0.7810691946696489},
 {u'r ho\u0142yst': 0.7810691946696489},
 {u'm fia\u0142kowski': 0.7810691946696489},
 {u'c denjean': 0.7840288490004219},
 {u'b picquet-varrault': 0.7840288490004219},
 {u'm camredon': 0.7355328409127481},
 {u'e pangui': 0.7907491341784424},
 {u'p zapf': 0.7840288490004219},
 {u'y katrib': 0.7840288490004219},
 {u'a monod': 0.7452037354436598},
 {u'jf doussin': 0.7907491341784424},
 {u'q gan': 0.6882284121192682},
 {u'da vosburg': 0.6882284121192682},
 {u'm brzozowski': 0.7100551143253803},
 {u's yanik': -0.10073223706302639},
 {u'ay ishchenko': -0.10073223706302639},
 {u'nm roda': 0.1919880103484206},
 {u'de moore': -0.024786659914432775},
 {u'm spain': -0.024786659914432775},
 {u'pv fish': -0.024786659914432775},
 {u's jenkinson': -0.024786659914432775},
 {u'g mcmurray': -0.024786659914432775},
 {u'th sum': -0.05220964837403665},
 {u'sm carvalho': 0.19274357001240355},
 {u'uf keyser': 0.8171430054981191},
 {u'ms shchepinov': 0.6026936645813616},
 {u'b verbist': 0.5071746254884886},
 {u'g klambauer': 0.5071746254884886},
 {u'l vervoort': 0.5071746254884886},
 {u'o thas': 0.5071746254884886},
 {u's hochreiter': 0.5071746254884886},
 {u'i pritisanac': 0.24335535611197068},
 {u'e ippoliti': 0.5247554296285097},
 {u'mfa santos': -0.03772638997734147},
 {u'lf veiros': -0.03772638997734147},
 {u'et hwang': 0.6485944180785321},
 {u'd hojo': 0.6485944180785321},
 {u'v radu': 0.6485944180785321},
 {u'e ainsworth': 0.6485944180785321},
 {u'c lockwood': 0.6485944180785321},
 {u't adschiri': 0.6485944180785321},
 {u'jn butt': 0.6485944180785321},
 {u'lj jeuken': 0.6485944187619704},
 {u'pe williams': 0.8173061130055281},
 {u'e mandelkow': 0.5801158209099939},
 {u's anusha': 0.0351221958945469},
 {u'b cp': 0.5100983504195333},
 {u'j mathai': 0.31177939458943615},
 {u's mohan': 0.5100983504195333},
 {u' chandra': 0.16224712448893294},
 {u'l mervin': 0.5100983504195333},
 {u'm m': 0.5100983504195333},
 {u'sf field': -0.0036878254634571833},
 {u'ak reeve': 0.3398031533062328},
 {u'mh ludtmann': 0.3398031533062328},
 {u'pr angelova': 0.5850573487603521},
 {u'em simcox': 0.3398031533062328},
 {u'dm turnbull': 0.3398031533062328},
 {u'ne farrawell': 0.5163595244148326},
 {u'f utel': 0.6435498668150107},
 {u'm ciaccia': 0.7207274831427543},
 {u'i tosi': 0.7207274831427543},
 {u'r cacciapaglia': 0.7207274831427543},
 {u'l mandolini': 0.7207274831427543},
 {u's di stefano': 0.7207274831427543},
 {u'hf jeremias': 0.3078678177173608},
 {u'm chaves-ferreira': 0.26778557537368014},
 {u'am gon\xe7alves': 0.31456973218458145},
 {u'j olivero-verbel': 0.31456973218458145},
 {u'ms paramjeet-kaur': 0.7691656654260672},
 {u'y-k lim': 0.7691656654260672},
 {u'n abd. rahman': 0.7691656654260672},
 {u'ip stott': 0.8817752186284139},
 {u'd hasa': 0.8257532667897333},
 {u'd voinovich': 0.8257532667897333},
 {u'kd brewer': 0.3899640678695451},
 {u't bacaj': 0.3899640678695451},
 {u'jd swarbrick': 0.3899640678695451},
 {u'p zhou': 0.3899640678695451},
 {u'n barlow': 0.3899640678695451},
 {u'j xu': 0.6355028749990635},
 {u'ab seven': 0.3899640678695451},
 {u'ea prinslow': 0.3899640678695451},
 {u'r voleti': 0.3899640678695451},
 {u'd h\xe4ussinger': 0.3899640678695451},
 {u'dr tomchick': 0.3899640678695451},
 {u'tc s\xfcdhof': 0.3899640678695451},
 {u'j rizo': 0.3899640678695451},
 {u'oe farrance': 0.3542112579923576},
 {u'cm jeffries': 0.3542112579923576},
 {u'c baldock': 0.3542112579923576},
 {u'cg baumann': 0.3542112579923576},
 {u'fl thorp-greenwood': 0.36971808278448814},
 {u'l rul\xed\u0161ek': 0.22673518399184542},
 {u'a nasedkin': 0.3090717875262621},
 {u'm marcellini': 0.3090717875262621},
 {u'a menzel': 0.3090717875262621},
 {u'd van der spoel': 0.3090717875262621},
 {u'j davidsson': 0.3090717875262621},
 {u'ft szczypi\u0144ski': 0.5325817847816268},
 {u'b rybtchinski': 0.5425092933296753},
 {u'as abreu': 0.46920412039228404},
 {u'y ding': 0.7400011667493868},
 {u'ck kwok': 0.6733669580083501},
 {u'pc bevilacqua': 0.7689132023513782},
 {u'sm assmann': 0.7689132023513782},
 {u'cd windle': 0.6165427243332724},
 {u'd lopatik': 0.2137753743451309},
 {u'a nave': 0.2137753743451309},
 {u'ev boldyreva': 0.7100211928084984},
 {u'ks suslick': 0.7100211928084984},
 {u'c schmidt': 0.8031964456215392},
 {u'v beilsten-edmands': 0.815597031554043},
 {u'na patel': 0.815597031554043},
 {u'em clerico': 0.815597031554043},
 {u'e kirschke': 0.815597031554043},
 {u'd agard': 0.815597031554043},
 {u'h belcik christensen': 0.4027155247284421},
 {u'v isberg': 0.4027155247284421},
 {u'd sejer pedersen': 0.4027155247284421},
 {u'h br\xe4uner-osborne': 0.4027155247284421},
 {u'de gloriam': 0.4027155247284421},
 {u'p regan': 0.22496915761069694},
 {u't piers': 0.22496915761069694},
 {u'g whitehead': 0.22496915761069694},
 {u'bl winters': 0.22496915761069694},
 {u'e kim': 0.22496915761069694},
 {u'gl collingridge': 0.22496915761069694},
 {u'j jo': 0.22496915761069694},
 {u'fp schmidt': 0.4195183769549409},
 {u'f hofer': 0.4195183769549409},
 {u'b orvananos': 0.8395638693196682},
 {u'h-c yu': 0.8395638693196682},
 {u'k thornton': 0.8395638693196682},
 {u'la baker': 0.18820707788197721},
 {u'k houben': 0.2417318964263342},
 {u'g yarova': 0.6515444412334988},
 {u'a prasad': 0.8000690129561591},
 {u'b renvois\xe9': 0.47176658658189613},
 {u'ev yates': 0.5206419638167337},
 {u'c blackstone': 0.47176658658189613},
 {u'o paulsen': 0.47176658658189613},
 {u'pm murphy': 0.47176658658189613},
 {u'ja dolan': 0.803865321185263},
 {u'm dosnon': 0.6054334040439704},
 {u'c bignon': 0.6054334040439704},
 {u'v subramanian': 0.7042455079892281},
 {u'g wohlfahrt': 0.7042455079892281},
 {u'p prusis': 0.7042455079892281},
 {u'i cort\xe9s-ciriano': 0.6915967715110009},
 {u'gj velders': 0.5953274551302089},
 {u'rs holvey': 0.502581429009475},
 {u'e valkov': 0.502581429009475},
 {u'd neal': 0.502581429009475},
 {u'm stewart': 0.502581429009475},
 {u'dv van marle': 0.04434084342374495},
 {u'sm bijvoets': 0.04434084342374495},
 {u'cj chandler': 0.44334350668162703},
 {u'j brodie': 0.44334350668162703},
 {u't gregory': 0.44334350668162703},
 {u'rh walker': 0.44334350668162703},
 {u'ar choudhury': 0.4240452623810896},
 {u'e sikorska': 0.4240452623810896},
 {u'j van den boom': 0.4240452623810896},
 {u'p bayer': 0.4240452623810896},
 {u'\u0142 popenda': 0.4240452623810896},
 {u'i zhukov': 0.4240452623810896},
 {u's passamonti': 0.4240452623810896},
 {u'm novi\u010d': 0.4240452623810896},
 {u'r kundra': 0.39749111675323584},
 {u's collins': 0.2569018762863152},
 {u'u weininger': 0.6508665774385092},
 {u'k bernfur': 0.6508665774385092},
 {u'sc hook': 0.28579159784112074},
 {u'c deville': 0.1437906024405865},
 {u'm finsel': 0.1437906024405865},
 {u'dp de sousa': 0.1437906024405865},
 {u'b szafranowska': 0.1437906024405865},
 {u'j behnken': 0.1437906024405865},
 {u's svane': 0.1437906024405865},
 {u'n baumlin': 0.7335421955374236},
 {u'c str\xe4hl': 0.7335421955374236},
 {u'l d\xfcmbgen': 0.7335421955374236},
 {u'sm dean': 0.8256898690381885},
 {u'm joshi': 0.7531648854393062},
 {u'a osprey': 0.6924718078925167},
 {u'ns blunt': 0.6699886370794916},
 {u'ms frei': -0.2862003753277198},
 {u'mk bilyard': -0.2862003753277198},
 {u'd sanfelice': 0.19521052005383},
 {u's faggiano': 0.19521052005383},
 {u"a d'urzo": 0.6144787759310434},
 {u'a konijnenberg': 0.6144787759310434},
 {u'r grandori': 0.6144787759310434},
 {u'i hands-portman': 0.7822015604693492},
 {u'n martinez-s\xe1ez': 0.3605503104429742},
 {u'd andreu': 0.3605503104429742},
 {u'j l asensio': 0.3605503104429742},
 {u'cn johnson': 0.1546169179601414},
 {u'd hurst': 0.1546169179601414},
 {u'a cridland': 0.1546169179601414},
 {u'd vesey': 0.1546169179601414},
 {u'i wall': 0.1546169179601414},
 {u'm ahmed': 0.1546169179601414},
 {u'd rivers': 0.1546169179601414},
 {u'j myatt': 0.1546169179601414},
 {u'g giblin': 0.1546169179601414},
 {u'k philpott': 0.1546169179601414},
 {u'u kumar': 0.1546169179601414},
 {u'a stevens': 0.1546169179601414},
 {u'ra bit': 0.1546169179601414},
 {u'r watson': 0.1546169179601414},
 {u'j witherington': 0.1546169179601414},
 {u'e demont': 0.1546169179601414},
 {u'm carraro': -0.20070081299533304},
 {u'c meloni': -0.20070081299533304},
 {u'i murgia': -0.20070081299533304},
 {u'm pittalis': -0.20070081299533304},
 {u'ar pallipurath': 0.49184134161417603},
 {u'h coelho': 0.5433472085887868},
 {u'j valero-gonz\xe1lez': 0.72780544890632},
 {u'j castro-l\xf3pez': 0.7046669475674083},
 {u'sp tiwari': 0.3270151806113392},
 {u'kr kemplen': 0.48876180199559194},
 {u'n reuter': 0.3270151806113392},
 {u'p fariselli': 0.6309640686768684},
 {u'l lozano': -0.13296292006594246},
 {u'st chill': 0.6409265197637345},
 {u'j stevenson': 0.6409265197637345},
 {u'v ruehle': 0.6409265197637345},
 {u'aj ballard': 0.8369030714211748},
 {u'c jer\xf4me': 0.43443981838788154},
 {u'gf wei': 0.7512097477047511},
 {u'j philpott': 0.6356673425000483},
 {u'nw waggoner': 0.3813903657242474},
 {u'b saccoccia': 0.3813903657242474},
 {u'ia ibarra': 0.3813903657242474},
 {u'vm lynch': 0.3813903657242474},
 {u'i efimov': 0.3684654660037165},
 {u'ks \xe5kerfeldt': 0.3684654660037165},
 {u'b berger': 0.6441610763450416},
 {u'j bernard': 0.6441610763450416},
 {u'm bhattacharjee': 0.6441610763450416},
 {u'k bhuvaneshwar': 0.6441610763450416},
 {u'aa bieberich': 0.6441610763450416},
 {u'f boehm': 0.6441610763450416},
 {u'yc chebaro': 0.5287079309425664},
 {u'f fazeli': 0.7638726189265731},
 {u'p maxwell': 0.89817990858175},
 {u'n south': 0.8911230793800029},
 {u'j kling': 0.7841031579540944},
 {u'a lipovsky': 0.2919919804103477},
 {u'r hommel': 0.7725589633164162},
 {u'lw thomason': 0.7725589633164162},
 {u't mueller': 0.4500121962736325},
 {u'j billaud': 0.5226516322436968},
 {u'j canales-v\xe1zquez': 0.5226516322436968},
 {u'p rozier': 0.5226516322436968},
 {u'mk mishra': 0.6838944099625129},
 {u're turner': 0.8154637678678028},
 {u'ka see': 0.360539614981376},
 {u's britto': 0.5553680421515232},
 {u'a emly': 0.360539614981376},
 {u'a van der ven': 0.360539614981376},
 {u'te allen': 0.4791365408089771},
 {u's gutsell': 0.4791365408089771},
 {u'b amgarten': 0.3774043922011907},
 {u'bl oliveira': 0.6017596271280096},
 {u'y song': 0.18518384734230325},
 {u'j brujic': 0.18518384734230325},
 {u'hc shum': 0.18518384734230325},
 {u'it lucas': 0.5610296680804403},
 {u'as mcleod': 0.5610296680804403},
 {u'js syzdek': 0.5610296680804403},
 {u'dn basov': 0.5610296680804403},
 {u'de fitzpatrick': 0.4617462549466549},
 {u'gi lampronti': 0.393242990441628},
 {u'j luo': 0.5574208922931468},
 {u'y naro': 0.5574208922931468},
 {u's fenner': 0.15192082007432045},
 {u'wj venstra': 0.7679456045299659},
 {u'j hirst': 0.058648860944193686},
 {u'ico ciriano': 0.8533676146444207},
 {u'r jeffrey': -0.2987029546222533},
 {u'pgj plaza-alexander': -0.2987029546222533},
 {u'm greiner': 0.8185431708855375},
 {u'pc seville': 0.7563201985352402},
 {u'l nicoud': 0.42708183019636536},
 {u'm morbidelli': 0.42708183019636536},
 {u'jp rodrigues': 0.4055415756652684},
 {u'v pandey': 0.33629785188458233},
 {u'mk shanmugam': 0.33629785188458233},
 {u'a deivasigamani': 0.33629785188458233},
 {u'km hui': 0.33629785188458233},
 {u'pe lobie': 0.33629785188458233},
 {u'l josa-culler\xe9': 0.5671968091268575},
 {u'v oleinikovas': 0.3658457360002886},
 {u'cm baker': 0.3658457360002886},
 {u'kj huang': 0.6623324733175441},
 {u'ss qamar': 0.6311059498499381},
 {u'p farah': 0.8090380511267528},
 {u'k hadje-georgiou': 0.5315648068967886},
 {u'c lucas': 0.2389008959762163},
 {u'cjl goddard': 0.7402050773657636},
 {u'jc meyer': 0.7402050773657636},
 {u's uhl': 0.7946461984248279},
 {u't journot': 0.7946461984248279},
 {u'a snyder-keller': 0.3367462365467169},
 {u's-jm hsieh': 0.13540707362051901},
 {u'lsh dixon': -0.13149136184965188},
 {u'da jacques': 0.30238053379825164},
 {u'wa mcewan': 0.30238053379825164},
 {u's essig': 0.30238053379825164},
 {u'pmsd cal': 0.4887786666725877},
 {u'pmp gois': 0.4887786666725877},
 {u'a grossmann': 0.27220849059541385},
 {u's bartlett': 0.4581798577981614},
 {u'b baptiste': 0.44134858706551483},
 {u'ic ciriano': 0.8533676146444207},
 {u'n simon-delso': 0.7395429417670007},
 {u'v amaral-rogers': 0.7318753036434127},
 {u'h van dyck': 0.7318753036434127},
 {u'jh pereira': 0.30442570804053276},
 {u'c petchprayoon': 0.30442570804053276},
 {u'pd adams': 0.30442570804053276},
 {u'm ogawa': 0.6662368477920725},
 {u'a toto': 0.29443848916601906},
 {u'd bonetti': 0.29443848916601906},
 {u'a morrone': 0.29443848916601906},
 {u'h takahashi': 0.12196042764874773},
 {u't shirafuji': 0.12196042764874773},
 {u's danno': 0.12196042764874773},
 {u't ueyama': 0.12196042764874773},
 {u'an shuvaev': 0.12196042764874773},
 {u'jm mart\xedn-\xe1lvarez': -0.05012464150554355},
 {u'vm ray\xf3n': 0.5381810860083597},
 {u'p bombelli': 0.7694866801377107},
 {u'cj howe': 0.7694866801377107},
 {u'm aggerbeck': 0.7371344722613711},
 {u's canulescu': 0.7820314887414341},
 {u'k dirscherl': 0.7371344722613711},
 {u's engberg': 0.7371344722613711},
 {u'j schou': 0.7820314887414341},
 {u'mf mohamed': 0.5896495498552673},
 {u'i ivani': 0.5472330012665729},
 {u'g kieslich': 0.43479415894612805},
 {u'i lieberwirth': 0.43479415894612805},
 {u'd schiavone': 0.45078555853833524},
 {u'g guilbaud': 0.45078555853833524},
 {u'c papadopoulou': 0.45078555853833524},
 {u'p sarkies': 0.3840457472912829},
 {u'mn prioleau': 0.45078555853833524},
 {u'je sale': 0.3840457472912829},
 {u'h amara': 0.8336765693093324},
 {u'm diarra': 0.8336765693093324},
 {u'f ducastelle': 0.8336765693093324},
 ...]

In [64]:
print(len(sims))


4570

In [ ]: