In [1]:
import os, sys, math
from text_util import *
from collections import Counter, defaultdict
import nltk
stemmer = nltk.stem.porter.PorterStemmer()
In [2]:
import re
refs_pat = '^[a-z][a-z\'-]+[a-z]$'
refs_prog = re.compile(refs_pat)
NAMEWORDS = set()
In [3]:
# l2norm() function to divide a person's TF value by the l2norm of the term vector
def l2norm(vec):
return float(math.sqrt(sum(map(lambda (term, c): c**2, vec))))
In [4]:
# get_terms() to perform all of the data cleaning
def get_terms(s):
# Casing and short words
# We can deal with these by lower-casing all of the terms and filtering out the short terms.
s = s.lower()
lines = filter(lambda line: not line.strip().startswith(">"), s.split('\n'))
arr = '\n'.join(lines).split()
terms = []
for term in arr:
if re.match(refs_pat, term) != None:
terms.append(term)
terms = map(lambda term: term.replace("'s",'').replace("'", '').replace(".", "").replace(",", ""), terms)
terms = filter(lambda term: len(term) > 3, terms)
# Stop Words
# The text_util module defines a variable STOPWORDS that contains a list of common english
# stop words in lower case. We can filter out terms that are found in in this list.
from text_util import STOPWORDS
terms = filter(lambda term: term not in STOPWORDS, terms)
# Remove names from the terms
terms = filter(lambda term: term not in NAMEWORDS, terms)
terms = filter(stemmer.stem, terms)
return terms
In [5]:
# To calculate term frequency
folder_tf = defaultdict(Counter)
for e in TextWalker('sotu'):
terms_in_text = get_terms(e['text'])
folder_tf[e['folder']].update(terms_in_text)
In [6]:
# To calculate inverse document frequency
terms_per_folder = defaultdict(set)
ntexts = 0
for e in TextWalker('sotu'):
terms_in_text = get_terms(e['text'])
# this collects all of the terms in each folder
terms_per_folder[e['folder']].update(terms_in_text)
In [7]:
# Each iteration retrieves the terms for a given folder, and adds them all to the counter.
allterms = Counter()
for folder, terms in terms_per_folder.iteritems():
# this will increment the counter value for each term in `terms`
allterms.update(terms)
In [8]:
# To normalize weights
for key in folder_tf.keys():
tfs = folder_tf[key]
normfactor = float(l2norm(tfs.iteritems()))
for term in tfs.keys():
tfs[term] /= normfactor
In [9]:
idfs = {}
# The number of keys should be the number of folders
nfolders = len(terms_per_folder)
for term, count in allterms.iteritems():
idfs[term] = math.log( nfolders / (1.0 + count) )
In [10]:
# Calculate tf-idf for each folder
# key is folder name, value is a list of (term, tfidf score) pairs
tfidfs = {}
for folder, tfs in folder_tf.items():
tfidfs[folder] = map(lambda (k, v): (k, v*idfs[k]), tfs.items())
pass
In [11]:
# Print the top terms
f = open(r"TFIDF.txt", "w")
for folder, terms in tfidfs.items():
print folder
f.write(folder + '\n')
sorted_by_count_top20 = sorted(terms, key=lambda (k, v):v, reverse=True)[:20]
for pair in sorted_by_count_top20:
print '\t', pair
f.write('\t' + str(pair) + '\n')
f.close()
James Madison 4
('british', 0.07416591794975048)
('madison', 0.05625201403667222)
('militia', 0.05510277214520098)
('edicts', 0.04614189914505176)
('savages', 0.04148516050423836)
('enemy', 0.039558749797707744)
('captain', 0.03813838022298889)
('proofs', 0.03813838022298889)
('danish', 0.035157508772920135)
('revocation', 0.035157508772920135)
('milan', 0.03300393629137833)
('seminary', 0.03300393629137833)
('orders', 0.032925600486767626)
('regulars', 0.0323724090184379)
('major-general', 0.0323724090184379)
('detroit', 0.030761266096701174)
('james', 0.02976404945306569)
('lake', 0.028663207463346975)
('detachments', 0.02812600701833611)
('tribes', 0.026245092861105712)
George H.W. Bush 41
('budget', 0.11140573155794081)
('kids', 0.08677762873729751)
('help', 0.08226387754137214)
('tell', 0.07432912157693332)
('billion', 0.06828093224518954)
('saddam', 0.06391746679567961)
('economic', 0.060019455684755044)
('environmental', 0.05682299342475569)
('soviet', 0.054749921133158526)
('parents', 0.05201323053518133)
('jobs', 0.04977265557559866)
('tough', 0.04885292916612805)
('freeze', 0.04870542293550488)
('program', 0.04705888439289403)
('spending', 0.04507405405264552)
('iraq', 0.04407975253372176)
('bush', 0.042611644530453074)
('yeltsin', 0.04137964819291265)
('child', 0.041013642480298776)
('nuclear', 0.039729519025373826)
Franklin Pierce 14
('objects', 0.027585035854258404)
('mosquito', 0.026169144519516734)
('sectional', 0.025691857512242147)
('denmark', 0.02445972037030945)
('punta', 0.024090103136076065)
('kansas', 0.022871188721398466)
('cyane', 0.022233047748317754)
('pierce', 0.022233047748317754)
('greytown', 0.022233047748317754)
('british', 0.020885649350379138)
('territory', 0.019812593233306662)
('territories', 0.019411691897441095)
('pretensions', 0.01833983194277377)
('proposition', 0.017995677558049972)
('confederation', 0.017121804259216618)
('compact', 0.01701565318503184)
('koszta', 0.016674785811238314)
('insolence', 0.016674785811238314)
('relation', 0.016585662719418727)
('contraband', 0.01635571532469796)
John Quincy Adams 6
('quincy', 0.049855883396412226)
('adams', 0.045124601632223316)
('intercourse', 0.03981450386225392)
('colonies', 0.037361587173189825)
('conformably', 0.03384345122416749)
('discriminating', 0.033559856604505736)
('objects', 0.03263000378566973)
('greeks', 0.032276293456452484)
('enjoyments', 0.03115992712275764)
('scarcely', 0.029134485416200513)
('persevering', 0.02656215943855447)
('chesapeake', 0.02578678934690451)
('interdiction', 0.024927941698206113)
('yearly', 0.0248650250112241)
('purchasers', 0.02449638188526166)
('unpropitious', 0.024207220092339367)
('enumerations', 0.024207220092339367)
('draw-backs', 0.024207220092339367)
('surveys', 0.023882143214300718)
('duties', 0.023521876351930263)
Chester A. Arthur 21
('five-twenties', 0.09936991387087023)
('consols', 0.08613597203121688)
('consular', 0.046027002060191294)
('iglesias', 0.044164406164831214)
('chester', 0.044164406164831214)
('kongo', 0.04263685603716356)
('sinking', 0.039360630513040736)
('intercourse', 0.038455846250556175)
('honorary', 0.03828265423609639)
('chile', 0.03733962474061127)
('courteously', 0.0331233046236234)
('ten-forties', 0.0331233046236234)
('silver', 0.03280052542753395)
('premises', 0.032489493248669434)
('switzerland', 0.03087252316007969)
('arthur', 0.03087252316007969)
('lately', 0.03044208836548236)
('miscellaneous', 0.029871699792489013)
('repayment', 0.028227732900996026)
('caracas', 0.028227732900996026)
Harry S. Truman 33
('economic', 0.10492052719311197)
('program', 0.09818131468376945)
('atomic', 0.09012648617404401)
('billion', 0.0874741732452193)
('soviet', 0.0787477538108244)
('reconversion', 0.07721957033386526)
('million', 0.06534924764689024)
('communist', 0.06330205929838627)
('housing', 0.05793061844615777)
('dollars', 0.05458679711649403)
('democratic', 0.05172908367609651)
('authorizations', 0.05163235753620049)
('veterans', 0.05088316400084038)
('wartime', 0.04939694412192062)
('demobilization', 0.04364584410174993)
('budget', 0.04111286142525307)
('collective', 0.04006335089170654)
('lend-lease', 0.03889498144674932)
('programs', 0.036903679133780135)
('peacetime', 0.03491713148136514)
James Polk 11
('texas', 0.10144080768134942)
('mexico', 0.10089377605374623)
('mexican', 0.07104583136151184)
('paredes', 0.04571619944767029)
('annexation', 0.04295784240237344)
('steamers', 0.04031002485369515)
('nueces', 0.035919870994598084)
('oregon', 0.03521886564261553)
('texan', 0.0271324517559225)
('anna', 0.02612354254152588)
('polk', 0.022644446815534628)
('california', 0.021341903930776993)
('redress', 0.021341903930776993)
('insults', 0.019813890963592797)
('protective', 0.019667095366792234)
('wine', 0.01959265690614441)
('herrera', 0.01959265690614441)
('cession', 0.0188113449317244)
('santa', 0.01847062671433995)
('grande', 0.018174471785619532)
Lyndon B. Johnson 36
('vietnam', 0.1811391926340426)
('help', 0.08841204954930205)
('billion', 0.08706583158503552)
('programs', 0.07576179377867778)
('budget', 0.06644497673594815)
('soviet', 0.05394585105363435)
('program', 0.05357620098226123)
('communist', 0.0497420182442892)
('percent', 0.0475840476585858)
('lyndon', 0.045736691994146476)
('vietnamese', 0.045736691994146476)
('today', 0.04160540041830862)
('americans', 0.04065261764380179)
('poverty', 0.0391871347131092)
('goal', 0.03902621469860326)
('million', 0.036373394733927915)
('nuclear', 0.03618541703557112)
('jobs', 0.034906138917057516)
('basic', 0.03396218341802797)
('johnson', 0.033527948383437194)
George Washington 1
('gentlemen', 0.10536619003301763)
('violences', 0.05633779797479983)
('persuasion', 0.04922770744028257)
('forbear', 0.03938216595222606)
('indians', 0.037514933480847105)
('burthens', 0.03600837080266904)
('militia', 0.03527271130889377)
('impressions', 0.03315586764809217)
('pleasing', 0.03255115300671181)
('recess', 0.030684917022877088)
('mild', 0.029536624464169544)
('agreeably', 0.029536624464169544)
('fellow-citizens', 0.029356898106756908)
('objects', 0.0284775970895523)
('florins', 0.028168898987399917)
('lament', 0.028168898987399917)
('consolations', 0.028168898987399917)
('tenderness', 0.028168898987399917)
('imbittered', 0.028168898987399917)
('george', 0.027458570000606634)
Calvin Coolidge 30
('economic', 0.044445830895211764)
('method', 0.040251326876878636)
('marketing', 0.03857221019269287)
('reclamation', 0.037513983536250496)
('veterans', 0.035475663597613255)
('muscle', 0.03272545470631662)
('flood', 0.032458893743480856)
('negro', 0.03079330768331919)
('cooperative', 0.030596872539946054)
('shoals', 0.02840623302868398)
('nitrates', 0.0280890602834969)
('coolidge', 0.0280890602834969)
('calvin', 0.0280890602834969)
('exceedingly', 0.02678192506067639)
('league', 0.02648045896676506)
('interstate', 0.025339759712580897)
('farmer', 0.024754632959201908)
('wage', 0.023863380596542024)
('consolidation', 0.023748422346894033)
('nitrate', 0.023407550236247413)
Warren Harding 29
('insistent', 0.09963014467137114)
('railway', 0.09632939731326183)
('motor', 0.07116438905097938)
('freight', 0.0670243647126482)
('nontaxable', 0.06108214024923401)
('reclamation', 0.05758409473820474)
('pre-war', 0.056931511240783515)
('viewpoint', 0.05294730889021361)
('hindering', 0.05294730889021361)
('disordered', 0.05205429710497112)
('readjustment', 0.05142997398117989)
('illiteracy', 0.04793067130932124)
('problems', 0.047277194929078815)
('centum', 0.047175554187748735)
('menace', 0.04517889148448246)
('unmindful', 0.04479973797052735)
('mindful', 0.0443586241683513)
('aloofness', 0.04072142683282267)
('helpfulness', 0.04072142683282267)
('royalties', 0.04072142683282267)
James Buchanan 15
('kansas', 0.08039362307198157)
('slavery', 0.045143559597397145)
('slaves', 0.039542023862263034)
('honduras', 0.03547118550765024)
('bulwer', 0.03473356383862063)
('topeka', 0.03039186835879305)
('lecompton', 0.03039186835879305)
('amistad', 0.030107797891781668)
('clayton', 0.030107797891781668)
('mormons', 0.030107797891781668)
('slave', 0.027509377292264058)
('utah', 0.02674852714760461)
('miramon', 0.026050172878965473)
('african', 0.024506503781444165)
('fugitive-slave', 0.02258084841883625)
('granada', 0.021967791034590577)
('war-making', 0.021708477399137893)
('territory', 0.021322633835402602)
('valorem', 0.019771011931131517)
('redress', 0.01934723982745592)
Zachary Taylor 12
('california', 0.07331346946229668)
('isthmus', 0.05936758600813989)
('reconnaissance', 0.04235509173920425)
('hidalgo', 0.04235509173920425)
('oregon', 0.042248189930731164)
('granada', 0.041621828010914505)
('german', 0.04009333372674373)
('rome', 0.03833562884907991)
('daffaires', 0.03709286702606656)
('portugal', 0.036199835696134594)
('post-office', 0.03572096413342636)
('respectfully', 0.03572096413342636)
('guadalupe', 0.03505148853990696)
('cautiously', 0.03505148853990696)
('mineral', 0.03476781493141117)
('mexico', 0.03286621439683783)
('register', 0.03227478747279596)
('light-houses', 0.03227478747279596)
('empire', 0.03183476001825215)
('advices', 0.02986949960245492)
Ronald Reagan 40
('spending', 0.0910499877069903)
('economic', 0.09092987335731652)
('budget', 0.08935942468122435)
('soviet', 0.08162988255981671)
('programs', 0.08021070345615812)
('deficits', 0.07064759199156614)
('democratic', 0.059027820567006)
('nuclear', 0.057051298493069655)
('bipartisan', 0.05621697196857714)
('help', 0.05595647019287517)
('jobs', 0.05529766237923067)
('percent', 0.049357112559317996)
('billion', 0.047531608872991675)
('spoke', 0.044957558540087546)
('program', 0.04445803520298006)
('reagan', 0.04080862116819602)
('today', 0.040617120431638475)
('dream', 0.04061457554588032)
('america', 0.040102437314491465)
('commitment', 0.03949833027087905)
William H. Taft 27
('wool', 0.047408896219176946)
('opium', 0.044267525429879453)
('anti-trust', 0.04242343148164436)
('arbitration', 0.03505661670862098)
('panama', 0.03338085509775605)
('procedure', 0.03329618907605213)
('hague', 0.03299600226350117)
('canal', 0.032239561898973874)
('tariff', 0.03188058017359659)
('postal', 0.02916912743240493)
('parcel', 0.02801434776587729)
('zelaya', 0.02697264560602233)
('statute', 0.026648501578977288)
('nationals', 0.026303026003079776)
('filipinos', 0.026039720841105563)
('liberia', 0.025795113360258047)
('tobacco', 0.02554924832477607)
('tolls', 0.023872725077088174)
('schedule', 0.02373919677191108)
('consular', 0.023717975990510873)
sotu
Richard Nixon 37
('programs', 0.07082564642370187)
('today', 0.06346494758559063)
('program', 0.06315131165315788)
('goal', 0.06242987349380369)
('achieve', 0.05585830786287698)
('help', 0.04592437503652123)
('nixon', 0.04492560809265457)
('colleagues', 0.0397511016190268)
('initiatives', 0.03908792385188877)
('chance', 0.03780964952007897)
('spending', 0.03695251117758358)
('america', 0.035386922889082406)
('billion', 0.035108960268644754)
('budget', 0.035108960268644754)
('clean', 0.03285782815463352)
('sixties', 0.03202263538473165)
('confrontation', 0.03202263538473165)
('percent', 0.031549637146268836)
('freshmen', 0.031096790584628078)
('expansionary', 0.031096790584628078)
Martin van Buren 8
('buren', 0.04253233772979548)
('specie', 0.04220629412058425)
('banks', 0.038159470777759864)
('notes', 0.036133831202003364)
('circuit', 0.03202044825945126)
('banking', 0.028503618713984255)
('intrusions', 0.02765095674136854)
('moneys', 0.025270721766154646)
('graduation', 0.02503109122518142)
('custody', 0.022526680595126344)
('suspension', 0.02149922113902399)
('seminoles', 0.02053061863824384)
('disbursement', 0.02026993667351171)
('objects', 0.019544746490021806)
('safe-keeping', 0.01883017412959256)
('preemption', 0.018716805709106176)
('trustee', 0.018582280048025816)
('unavailable', 0.01843397116091236)
('embarrassments', 0.017755276644964957)
('writ', 0.017542262647206475)
Benjamin Harrison 23
('silver', 0.0787544784378458)
('electors', 0.053798404291898076)
('bullion', 0.0370020581559549)
('meats', 0.03530056318925072)
('pounds', 0.03213476724519739)
('cent', 0.03203521002659271)
('harrison', 0.03169556530471285)
('methods', 0.031085035860216232)
('pork', 0.028240450551400578)
('cattle', 0.027751543616966176)
('bering', 0.025560455341127455)
('conference', 0.025204083129905054)
('canadian', 0.02464802662274868)
('circulation', 0.022896458072895635)
('couplers', 0.022853297525890257)
('brakes', 0.022853297525890257)
('steamship', 0.022568871486997773)
('postmaster-general', 0.021732749196286715)
('settlers', 0.021732749196286715)
('merchandise', 0.021624432624401432)
James Monroe 5
('spain', 0.07845776341815042)
('likewise', 0.04699110866456985)
('presumed', 0.03183215956801498)
('augmentation', 0.03183215956801498)
('article', 0.03139294563004987)
('tribes', 0.030980550269756157)
('catholic', 0.028566075668459857)
('colonies', 0.026852062094039914)
('respecting', 0.026034933181290233)
('fortifications', 0.025509458989337916)
('entertained', 0.02416685588463592)
('adventurers', 0.02400571616746406)
('florida', 0.023856466265370333)
('savages', 0.02337224372873988)
('proportionably', 0.023107373010107863)
('vessels', 0.023080719806359798)
('monroe', 0.022300603244095402)
('amelia', 0.022037361004995957)
('buenos', 0.021868427409922807)
('ayres', 0.021005001646531053)
Dwight D. Eisenhower 34
('economic', 0.11320314249034724)
('program', 0.1091559395042579)
('communist', 0.08406250393683061)
('programs', 0.06776518844027678)
('atomic', 0.06627033666329606)
('billion', 0.04754540403385803)
('budget', 0.0453842493050463)
('today', 0.04501498417240267)
('farm', 0.039641464179673035)
('basic', 0.03819492439361055)
('help', 0.03816321171288807)
('achieve', 0.03812572418425416)
('soviet', 0.037414577578422564)
('collective', 0.03583806781947987)
('ballistic', 0.034171506762375854)
('problems', 0.031899961642128764)
('deterrent', 0.03162486533844399)
('planning', 0.030718343845268458)
('nuclear', 0.030718343845268458)
('insurance', 0.02871094193595763)
Ulysses S. Grant 18
('cable', 0.03799372990597601)
('expatriation', 0.033363862837534584)
('ulysses', 0.028642135834866755)
('specie', 0.02782132523122224)
('spain', 0.02686821416843244)
('naturalization', 0.02384685019819049)
('interpreters', 0.02202847818297474)
('ironclads', 0.02202847818297474)
('domingo', 0.021996369945565062)
('herewith', 0.02089678794305526)
('currency', 0.01864833303151882)
('postmaster-general', 0.018620775637266537)
('homestead', 0.017997029955462325)
('majesty', 0.017545969585060446)
('acres', 0.017545969585060446)
('exhibition', 0.017382763670889083)
('pensioners', 0.0173057946978045)
('centennial', 0.016718710735771514)
('woods', 0.016426116136396447)
('legal-tender', 0.016426116136396447)
Woodrow Wilson 28
('programme', 0.061160360331964495)
('serviceable', 0.05504432429876805)
('interstate', 0.04572066375904327)
('scout', 0.04281225223237514)
('woodrow', 0.04049121994535828)
('processes', 0.039653896821673355)
('tasks', 0.03749322959610115)
('wilson', 0.03728359543882995)
('instrumentalities', 0.03542981745218849)
('economic', 0.03445829492907358)
('debatable', 0.03167577591243995)
('gentlemen', 0.03136333655607516)
('enthusiasm', 0.030191896617980368)
('german', 0.028947201351090975)
('railways', 0.028575414849402042)
('democracy', 0.028230392303933063)
('method', 0.026821985575050538)
('unrest', 0.026129049578237234)
('porto', 0.026067956386049966)
('thoughtful', 0.026067956386049966)
Millard Fillmore 13
('california', 0.043534338623795556)
('kossuth', 0.03256499685155532)
('article', 0.029928973664954842)
('respectfully', 0.02969609791954937)
('postages', 0.02874768177983289)
('invoice', 0.02822803752901824)
('mexico', 0.02602175593522247)
('dock', 0.024715495911708112)
('fillmore', 0.02442374763866649)
('swamp-land', 0.02442374763866649)
('millard', 0.02442374763866649)
('prescribing', 0.023956401483194077)
('texas', 0.02322619662493811)
('importer', 0.022764114969763823)
('mexican', 0.02254358169140128)
('objects', 0.02244673024871613)
('peruvian', 0.022171043734421424)
('oregon', 0.021951506901179533)
('seamen', 0.02149585767635442)
('corporal', 0.02117102814676368)
William McKinley 25
('puerto', 0.05168960164808929)
('spain', 0.04410189953759515)
('gold', 0.04114662932119517)
('islands', 0.03560986088658411)
('philippine', 0.034459734432059526)
('spanish', 0.03363511994159692)
('cuba', 0.03363511994159692)
('peking', 0.032708096316559215)
('cuban', 0.03244338790913788)
('philippines', 0.028035511128479327)
('manila', 0.0279658168923055)
('cable', 0.02787255293914876)
('exposition', 0.02664992578250611)
('legations', 0.025892780709389857)
('william', 0.025881656300638132)
('belligerency', 0.025407907665254085)
('hawaii', 0.02412181410244167)
('chinese', 0.023858404667879345)
('tsung-li', 0.021931830389275025)
('armor', 0.02189986302361688)
Abraham Lincoln 16
('emancipation', 0.08869654774099045)
('colored', 0.06184655171599825)
('rebellion', 0.05301133004228421)
('insurgent', 0.05301133004228421)
('disloyal', 0.043429333817680126)
('slavery', 0.04176272304605539)
('invalid', 0.04061896025268934)
('insurgents', 0.03975849753171316)
('slave', 0.034258509480665965)
('telegraph', 0.033193589719526656)
('hired', 0.03309336520108008)
('maryland', 0.03309336520108008)
('kentucky', 0.03275660520834819)
('colonizing', 0.032495168202151474)
('loyal', 0.030625996900440624)
('slaves', 0.028451648331022844)
('chaplains', 0.028115797523277926)
('retract', 0.028115797523277926)
('disbursements', 0.027841815364036928)
('insurrection', 0.026859760706163575)
John F. Kennedy 35
('communist', 0.12413693648658296)
('nuclear', 0.11438617694771898)
('economic', 0.08970894354670254)
('billion', 0.08005156236725537)
('alliance', 0.06492960956482653)
('help', 0.06482151195223293)
('program', 0.06417867896744714)
('basic', 0.05215787134953683)
('goal', 0.05101612180093513)
('latin', 0.05101612180093513)
('hemispheric', 0.05072941486299534)
('today', 0.04886167972528714)
('programs', 0.04781138207040877)
('jobs', 0.047515794888206286)
('winds', 0.04519943147147111)
('peace-keeping', 0.0438926165234593)
('nassau', 0.0438926165234593)
('farm', 0.0430289727342859)
('cold', 0.042236262122850025)
('communism', 0.041378978828860984)
Barack Obama 44
('jobs', 0.22177474730336555)
('businesses', 0.13167148295671652)
('middle-class', 0.08365361164794274)
('democrats', 0.07772045357986863)
('kids', 0.07456250220030129)
('help', 0.06837606963474971)
('americans', 0.05931898986679658)
('folks', 0.058843090353944756)
('iran', 0.058435606842090274)
('republicans', 0.05809594616532284)
('college', 0.05474253516162776)
('afghan', 0.053258930143072356)
('clean', 0.051522386034473185)
('biden', 0.050792717536058324)
('nuclear', 0.050160564935892014)
('students', 0.0489121448233412)
('qaeda', 0.04843103832249317)
('workers', 0.04828584370809889)
('trillion', 0.04782797143376531)
('student', 0.04309553303151556)
Rutherford B. Hayes 19
('coinage', 0.06960150512269621)
('silver', 0.057823455690127326)
('examinations', 0.04085711512195214)
('hayes', 0.033558895013304536)
('qualifications', 0.027617691638842836)
('rutherford', 0.026847116010643633)
('gold', 0.025659306805473743)
('coin', 0.025530741821478235)
('resumption', 0.025530741821478235)
('colored', 0.025309638226434988)
('appointments', 0.02496823701897075)
('specie', 0.02421937444041828)
('polygamy', 0.023700059032659745)
('utah', 0.023628715515866698)
('commencing', 0.021933805279147896)
('indians', 0.02145276118336877)
('legal-tender', 0.021449207793095396)
('postal', 0.021393013526287145)
('tender', 0.02042855756097607)
('fireproof', 0.020135337007982725)
Theodore Roosevelt 26
('interstate', 0.08283831113875816)
('forest', 0.05561050843602439)
('corporations', 0.039620359612152614)
('accidents', 0.03370025739195162)
('philippines', 0.03194858630227087)
('regards', 0.031773229737479494)
('fashion', 0.03076530532811269)
('hague', 0.02976540823796355)
('standpoint', 0.02847126005370426)
('philippine', 0.02792495990067069)
('wrongdoing', 0.027769978056577316)
('corporation', 0.027424360324614767)
('isthmus', 0.026722035851212304)
('canal', 0.02444660486707289)
('type', 0.0244409459519073)
('shipper', 0.024067314315700344)
('monroe', 0.022481358365788767)
('wage-worker', 0.022466838261301084)
('islands', 0.02245944356248091)
('wage-workers', 0.022215982445261854)
Jimmy Carter 39
('soviet', 0.14915766279809894)
('nuclear', 0.13039970400258996)
('economic', 0.09538298690582014)
('program', 0.09177823288488282)
('commitment', 0.07126421667020282)
('programs', 0.06958511663885737)
('solar', 0.06421071593108213)
('strategic', 0.05241128734850462)
('major', 0.05198895841269969)
('help', 0.051653209870886216)
('percent', 0.0512565382603159)
('regulatory', 0.051124314390125804)
('budget', 0.050258251910249414)
('refugee', 0.04966021405897373)
('afghanistan', 0.04815803694831159)
('persian', 0.04696792495478398)
('jobs', 0.044747298839429676)
('basic', 0.043661249655753645)
('paperwork', 0.042565897764834625)
('ensure', 0.042458463894112314)
Grover Cleveland 22:24
('silver', 0.08195574186991465)
('gold', 0.07178962506092643)
('coinage', 0.04686043373331957)
('notes', 0.0432849209926174)
('cent', 0.032727623189539985)
('grover', 0.029824231136583456)
('civil-service', 0.02842708906880627)
('allotments', 0.02585228303983034)
('circulation', 0.025592143667443053)
('circulating', 0.024544205599415232)
('tariff', 0.024162684255248094)
('ounces', 0.021543569199858618)
('amounted', 0.021140603849479345)
('preceding', 0.021140603849479345)
('spain', 0.020154670363733505)
('consular', 0.020073819093592953)
('postal', 0.019804429516845645)
('arbitration', 0.01919684043799803)
('withdrawals', 0.0191108685533858)
('bering', 0.0191108685533858)
Andrew Johnson 17
('rebellion', 0.04379629305786753)
('paper', 0.03525608482412996)
('depreciated', 0.03447525651642221)
('specie', 0.03352774342109414)
('circulating', 0.030585724050898412)
('circulation', 0.029305804208607768)
('currency', 0.028765802688833476)
('freedmen', 0.02870395939388686)
('negroes', 0.02771337611378046)
('electors', 0.025517984013933653)
('gold', 0.022365132708585915)
('silver', 0.022081950628569894)
('negro', 0.02193879960135959)
('evacuation', 0.021477188494021058)
('blown', 0.021477188494021058)
('cent', 0.02104953666690439)
('elective', 0.020438270093671513)
('medium', 0.02024178807618907)
('monarchical', 0.01979526865270033)
('sacredly', 0.01979526865270033)
Thomas Jefferson 3
('jefferson', 0.08246851850002067)
('dispositions', 0.0494811111000124)
('barbary', 0.04763296112335975)
('tripoli', 0.043318568074477905)
('mediterranean', 0.042251487219935296)
('fellow', 0.03988833083803485)
('funded', 0.039603082910988754)
('efficaciously', 0.03748052884058357)
('ensuing', 0.036535390513106974)
('thomas', 0.036066144285744305)
('vessels', 0.03489337278603389)
('port', 0.03449551030282567)
('legislature', 0.03449551030282567)
('militia', 0.03413280528971592)
('orleans', 0.033686643822071934)
('meditated', 0.03248892605585843)
('extinguished', 0.030845046822000947)
('embargo', 0.02941067390611079)
('harbors', 0.02755728835428597)
('mississippi', 0.02755728835428597)
William J. Clinton 42
('parents', 0.1034390641109345)
('help', 0.07607743937110463)
('jobs', 0.07509071672580525)
('budget', 0.07491903600777497)
('thank', 0.06269774363419661)
('global', 0.05827453400962557)
('bipartisan', 0.056837915625340275)
('challenge', 0.055447522232301226)
('americans', 0.05385241860058931)
('child', 0.05303676039611421)
('percent', 0.049902285749666694)
('nuclear', 0.04826248821565151)
('medicare', 0.04739703862908251)
('today', 0.04738356482304139)
('college', 0.04677431470529261)
('businesses', 0.0467056337570821)
('brady', 0.045402475493768475)
('children', 0.0419048074344995)
('cuts', 0.03838637365358977)
('empowerment', 0.037835396244807064)
Herbert Hoover 31
('economic', 0.10820623474627004)
('unemployment', 0.0515948430508936)
('cent', 0.04610867882372253)
('banking', 0.044440122804167474)
('budget', 0.04298746210279849)
('farm', 0.03830803929842007)
('herbert', 0.037636354737037546)
('banks', 0.03591764758251275)
('normal', 0.03578456936844851)
('visas', 0.034735047301980085)
('activities', 0.03353664798308084)
('shocks', 0.03353363805529731)
('hoover', 0.03035132376439545)
('origins', 0.030109083789630037)
('overlap', 0.030109083789630037)
('program', 0.029626748536111646)
('exhaustive', 0.028652613769104728)
('world-wide', 0.028378160379743427)
('railways', 0.02820172583270762)
('veterans', 0.02820172583270762)
Andrew Jackson 7
('chambers', 0.038463112661613126)
('french', 0.031317607747176165)
('bank', 0.025955806028226912)
('withstanding', 0.025343914531008115)
('objects', 0.024183955927049177)
('ministry', 0.02242481659609975)
('ration', 0.019109546507268076)
('intercourse', 0.018669618918254877)
('francs', 0.017542654094744023)
('deposit', 0.016273875004519097)
('minister', 0.016211824355806127)
('duties', 0.01603135196817688)
('wines', 0.0158068326198872)
('motives', 0.015675261075452536)
('accompanying', 0.015460181254293142)
('fellow', 0.015275142751299441)
('installment', 0.014436935754989768)
('france', 0.01399863695904373)
('daffaires', 0.013842981242561293)
('documents', 0.013711875347307053)
Gerald R. Ford 38
('programs', 0.12779703315487612)
('nuclear', 0.09155780327998342)
('barrel', 0.07416933435523704)
('economic', 0.07041569192615706)
('strategic', 0.06583046948857178)
('budget', 0.06570275797586682)
('percent', 0.06521616764910723)
('barrels', 0.06221646864048129)
('spending', 0.06169511945407813)
('crude', 0.0611100932333396)
('vulnerability', 0.05933546748418963)
('jobs', 0.05888061475317625)
('petroleum', 0.056555845861967886)
('achieve', 0.0564261167044901)
('today', 0.053667907179745185)
('freshman', 0.05143325548534641)
('program', 0.05060931569039507)
('help', 0.050554516988883344)
('billion', 0.04637841739472952)
('insulation', 0.04450160061314223)
John Adams 2
('gentlemen', 0.23705094716304934)
('croix', 0.08965606131718941)
('adams', 0.07172484905375154)
('article', 0.06600984861096947)
('commissioners', 0.06328453163852271)
('captures', 0.05277517161812261)
('philadelphia', 0.046281262724323834)
('passamaquoddy', 0.04528889304597441)
('dispensations', 0.04447024919575585)
('demarcation', 0.04222013729449809)
('fundy', 0.03962257373697858)
('catholic', 0.03627350137893355)
('envoys', 0.03627350137893355)
('condemnations', 0.03586242452687577)
('majesty', 0.03300492430548473)
('punctuality', 0.03279015892150245)
('damages', 0.03166510297087357)
('ensuing', 0.03125560994592239)
('france', 0.030703764862761232)
('consuls', 0.02964192648474691)
George W. Bush 43
('terrorists', 0.22796661579435332)
('iraqi', 0.2023207993220611)
('iraq', 0.19476914016971497)
('terrorist', 0.13453767489502821)
('saddam', 0.10735389351782834)
('iraqis', 0.09623082129903734)
('qaeda', 0.0926832658684271)
('hussein', 0.08670891399516904)
('help', 0.08472278598905605)
('afghanistan', 0.07848031035543311)
('nuclear', 0.06819509036924201)
('budget', 0.05989498280304343)
('coalition', 0.059794522175568084)
('regime', 0.059510198301482596)
('qaida', 0.05880772412718948)
('terror', 0.05787462839152804)
('medicare', 0.055324866334337905)
('americans', 0.05398098988253192)
('seniors', 0.052320206903622074)
('drug', 0.05175792375561078)
John Tyler 10
('texas', 0.05915430092814346)
('exchequer', 0.0479289213401844)
('paper', 0.04091265394070938)
('specie', 0.03491655046977247)
('mexico', 0.03313712542194917)
('notes', 0.03229501344472621)
('parental', 0.03202816356350458)
('annexation', 0.031473682634282296)
('tyler', 0.02764636349475322)
('overruling', 0.026690136302920487)
('esteemed', 0.026690136302920487)
('circulation', 0.023082146821792573)
('indispensably', 0.022586781884879344)
('currency', 0.021063767108666653)
('evermore', 0.020734772621064913)
('medium', 0.0205327168988544)
('alterations', 0.020338014661868343)
('revolting', 0.019325811697733546)
('warehousing', 0.019325811697733546)
('correspondence', 0.019083417035520033)
Franklin D. Roosevelt 32
('japanese', 0.07672765769029806)
('democratic', 0.0654877754928382)
('hitler', 0.06032759058490455)
('economic', 0.05749141493111894)
('today', 0.05494684069915687)
('fighting', 0.04338974711782562)
('program', 0.041431727484046416)
('democracy', 0.04073162161766017)
('axis', 0.038121376118032936)
('autocracy', 0.03803145386336886)
('objectives', 0.036201538923464505)
('nurses', 0.03584508597970712)
('franklin', 0.03137466706700257)
('decent', 0.02967568981691102)
('nazi', 0.02852359039752665)
('nazis', 0.02852359039752665)
('roosevelt', 0.02746261552925473)
('problems', 0.026264912739243394)
('attack', 0.026264912739243394)
('liberation', 0.025821044819111787)
In [12]:
from math import *
# To calculate folder cosine similarity
def cal_similarity(folder1_tfidfs, folder2_tfidfs):
# compute the similarity between the two arguments
folder1_score = dict(folder1_tfidfs)
folder2_score = dict(folder2_tfidfs)
numerator = 0.0
for key, valus in folder1_score.items():
dotscore = folder1_score[key]*folder2_score.get(key, 0.0)
numerator += dotscore
# compute the l2 norm of each vector
folder1_norm = math.sqrt(sum([score**2 for score in folder1_score.values()]))
folder2_norm = math.sqrt(sum([score**2 for score in folder2_score.values()]))
denominator = folder1_norm * folder2_norm + 1.0
similarity = numerator/denominator
return (similarity)
In [13]:
def sort_by_count(key_value, top_n):
sorted_by_count_topn = sorted(key_value, key=lambda (k, v):v, reverse=True)[:top_n]
return (sorted_by_count_topn)
In [14]:
num_of_folders = len(tfidfs.keys())
folder_similarity = dict()
for i in range(0, num_of_folders-1):
for j in range(i+1, num_of_folders):
folder1 = tfidfs.keys()[i]
folder2 = tfidfs.keys()[j]
similarity = cal_similarity(sort_by_count(tfidfs[folder1], 100), sort_by_count(tfidfs[folder2], 100))
key = '%s and %s' % (folder1, folder2)
folder_similarity[key] = similarity
#print('The similarity between President [%s] and [%s] is %.2f' % (folder1, folder2, similarity))
sorted_similarity = sort_by_count(folder_similarity.items(), len(folder_similarity))
f = open(r"Cosine.txt", "w")
f.write('The sorted President cosine similarities are:' + '\n')
print('The sorted President cosine similarities are:')
for k,v in sorted_similarity:
print('%s: %s' % (k, v))
f.write('%s: %s' % (k, v) + '\n')
f.close()
The sorted President cosine similarities are:
Barack Obama 44 and William J. Clinton 42: 0.0676334806187
Ronald Reagan 40 and Jimmy Carter 39: 0.0623734943335
Harry S. Truman 33 and Dwight D. Eisenhower 34: 0.0595218469118
Jimmy Carter 39 and Gerald R. Ford 38: 0.0584774329405
George H.W. Bush 41 and Ronald Reagan 40: 0.0558422689536
Barack Obama 44 and George W. Bush 43: 0.0546894180587
Ronald Reagan 40 and Gerald R. Ford 38: 0.0530576877938
Dwight D. Eisenhower 34 and John F. Kennedy 35: 0.0518104579733
John F. Kennedy 35 and Jimmy Carter 39: 0.0516111916764
Ronald Reagan 40 and William J. Clinton 42: 0.0514051229734
George H.W. Bush 41 and William J. Clinton 42: 0.0508569724243
Lyndon B. Johnson 36 and John F. Kennedy 35: 0.0483871769983
Dwight D. Eisenhower 34 and Jimmy Carter 39: 0.0477242185966
William J. Clinton 42 and George W. Bush 43: 0.0476947761951
George H.W. Bush 41 and George W. Bush 43: 0.047345218519
George H.W. Bush 41 and Jimmy Carter 39: 0.0470845378234
Harry S. Truman 33 and Jimmy Carter 39: 0.0451337004046
Lyndon B. Johnson 36 and Jimmy Carter 39: 0.0444321268807
George H.W. Bush 41 and Barack Obama 44: 0.0444225416568
George H.W. Bush 41 and Gerald R. Ford 38: 0.0442467164769
Lyndon B. Johnson 36 and Gerald R. Ford 38: 0.0436992463319
John F. Kennedy 35 and Gerald R. Ford 38: 0.0432741717334
Harry S. Truman 33 and John F. Kennedy 35: 0.0432450634479
Dwight D. Eisenhower 34 and Gerald R. Ford 38: 0.043084086215
Lyndon B. Johnson 36 and Ronald Reagan 40: 0.0430060068121
Ronald Reagan 40 and John F. Kennedy 35: 0.0404694611677
Ronald Reagan 40 and Barack Obama 44: 0.0404110979107
Ronald Reagan 40 and Dwight D. Eisenhower 34: 0.0394570660785
George H.W. Bush 41 and Lyndon B. Johnson 36: 0.0392741983237
Harry S. Truman 33 and Lyndon B. Johnson 36: 0.0371854307937
Harry S. Truman 33 and Ronald Reagan 40: 0.0371091206993
Lyndon B. Johnson 36 and Dwight D. Eisenhower 34: 0.037050350929
Lyndon B. Johnson 36 and Richard Nixon 37: 0.0367971839261
William J. Clinton 42 and Gerald R. Ford 38: 0.0364619942498
Ronald Reagan 40 and Richard Nixon 37: 0.0359651693628
George H.W. Bush 41 and John F. Kennedy 35: 0.0359205942697
Richard Nixon 37 and Gerald R. Ford 38: 0.0359076910885
Ronald Reagan 40 and George W. Bush 43: 0.035217494097
Lyndon B. Johnson 36 and William J. Clinton 42: 0.0348318289355
Jimmy Carter 39 and William J. Clinton 42: 0.0346507733862
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Millard Fillmore 13 and William McKinley 25: 0.000406064085287
William H. Taft 27 and William J. Clinton 42: 0.000404300344111
Millard Fillmore 13 and Grover Cleveland 22:24: 0.000387747010345
John F. Kennedy 35 and John Tyler 10: 0.000387623967887
Warren Harding 29 and Abraham Lincoln 16: 0.000379707859002
John Quincy Adams 6 and Rutherford B. Hayes 19: 0.000371004834427
Chester A. Arthur 21 and Abraham Lincoln 16: 0.000355405232176
Woodrow Wilson 28 and Grover Cleveland 22:24: 0.000355294289767
James Madison 4 and Andrew Johnson 17: 0.000354878536724
Zachary Taylor 12 and Benjamin Harrison 23: 0.000353043468782
Lyndon B. Johnson 36 and William H. Taft 27: 0.000352111841499
Chester A. Arthur 21 and William J. Clinton 42: 0.000348157154137
James Polk 11 and George Washington 1: 0.00034696199224
Benjamin Harrison 23 and John Adams 2: 0.000346747761799
Rutherford B. Hayes 19 and Andrew Jackson 7: 0.000334469983215
Andrew Jackson 7 and George W. Bush 43: 0.000331360596086
Calvin Coolidge 30 and Zachary Taylor 12: 0.000328347734083
John Quincy Adams 6 and William H. Taft 27: 0.000328207698849
Warren Harding 29 and Ulysses S. Grant 18: 0.0003263950655
Chester A. Arthur 21 and Herbert Hoover 31: 0.00032456606855
Woodrow Wilson 28 and Andrew Johnson 17: 0.0003167538112
William J. Clinton 42 and Andrew Jackson 7: 0.000313115255342
Dwight D. Eisenhower 34 and Rutherford B. Hayes 19: 0.000306197358783
Ulysses S. Grant 18 and John F. Kennedy 35: 0.000305246848819
Ulysses S. Grant 18 and Woodrow Wilson 28: 0.000297714108383
Calvin Coolidge 30 and Thomas Jefferson 3: 0.00029373284455
John Quincy Adams 6 and Grover Cleveland 22:24: 0.000286514192464
William H. Taft 27 and George W. Bush 43: 0.000286244707463
Dwight D. Eisenhower 34 and Grover Cleveland 22:24: 0.00028248492833
Chester A. Arthur 21 and Jimmy Carter 39: 0.000281435631326
William H. Taft 27 and Barack Obama 44: 0.00027748462076
Grover Cleveland 22:24 and William J. Clinton 42: 0.000272675342061
Dwight D. Eisenhower 34 and Abraham Lincoln 16: 0.000270785647924
John Quincy Adams 6 and John Tyler 10: 0.000267617695188
Benjamin Harrison 23 and William J. Clinton 42: 0.000265174907969
James Polk 11 and Warren Harding 29: 0.000261316632098
John Quincy Adams 6 and Benjamin Harrison 23: 0.000259219493405
William H. Taft 27 and Richard Nixon 37: 0.000257203418627
William H. Taft 27 and James Monroe 5: 0.000252607130249
Rutherford B. Hayes 19 and Franklin D. Roosevelt 32: 0.000249267672811
George Washington 1 and William H. Taft 27: 0.000248257181048
Abraham Lincoln 16 and Thomas Jefferson 3: 0.000246559422761
Rutherford B. Hayes 19 and Jimmy Carter 39: 0.000235192557736
Dwight D. Eisenhower 34 and Andrew Johnson 17: 0.00022290418162
Dwight D. Eisenhower 34 and William McKinley 25: 0.000202200367944
James Monroe 5 and Andrew Johnson 17: 0.000201662555611
Dwight D. Eisenhower 34 and Ulysses S. Grant 18: 0.000193614204963
Lyndon B. Johnson 36 and Andrew Jackson 7: 0.000182359238248
James Polk 11 and Herbert Hoover 31: 0.000182209833579
Andrew Johnson 17 and Thomas Jefferson 3: 0.000182180807985
Rutherford B. Hayes 19 and Thomas Jefferson 3: 0.000178854291243
Grover Cleveland 22:24 and Franklin D. Roosevelt 32: 0.000177482503574
James Polk 11 and Woodrow Wilson 28: 0.000164002832269
Benjamin Harrison 23 and Dwight D. Eisenhower 34: 0.000163519588456
Franklin Pierce 14 and Calvin Coolidge 30: 0.000155530697782
Harry S. Truman 33 and Rutherford B. Hayes 19: 0.000143714297566
William H. Taft 27 and Andrew Jackson 7: 0.000143249326734
James Monroe 5 and Rutherford B. Hayes 19: 0.000141012734251
James Polk 11 and Theodore Roosevelt 26: 0.000135232666018
Calvin Coolidge 30 and Millard Fillmore 13: 0.000129412019128
Thomas Jefferson 3 and Gerald R. Ford 38: 0.0
sotu and Theodore Roosevelt 26: 0.0
George H.W. Bush 41 and James Monroe 5: 0.0
Abraham Lincoln 16 and Andrew Jackson 7: 0.0
James Madison 4 and Chester A. Arthur 21: 0.0
James Madison 4 and Jimmy Carter 39: 0.0
James Madison 4 and Theodore Roosevelt 26: 0.0
Benjamin Harrison 23 and Gerald R. Ford 38: 0.0
George Washington 1 and Richard Nixon 37: 0.0
George H.W. Bush 41 and James Buchanan 15: 0.0
Barack Obama 44 and Thomas Jefferson 3: 0.0
James Polk 11 and George W. Bush 43: 0.0
Richard Nixon 37 and John Tyler 10: 0.0
Lyndon B. Johnson 36 and Thomas Jefferson 3: 0.0
Abraham Lincoln 16 and William J. Clinton 42: 0.0
Harry S. Truman 33 and Ulysses S. Grant 18: 0.0
James Madison 4 and Herbert Hoover 31: 0.0
Millard Fillmore 13 and Barack Obama 44: 0.0
James Polk 11 and Franklin D. Roosevelt 32: 0.0
John F. Kennedy 35 and Andrew Jackson 7: 0.0
James Monroe 5 and George W. Bush 43: 0.0
John Quincy Adams 6 and Jimmy Carter 39: 0.0
John Adams 2 and Franklin D. Roosevelt 32: 0.0
Thomas Jefferson 3 and Franklin D. Roosevelt 32: 0.0
Zachary Taylor 12 and Jimmy Carter 39: 0.0
George H.W. Bush 41 and Millard Fillmore 13: 0.0
James Buchanan 15 and William J. Clinton 42: 0.0
James Monroe 5 and Gerald R. Ford 38: 0.0
Richard Nixon 37 and Benjamin Harrison 23: 0.0
James Madison 4 and sotu: 0.0
sotu and Abraham Lincoln 16: 0.0
Lyndon B. Johnson 36 and Rutherford B. Hayes 19: 0.0
Chester A. Arthur 21 and George Washington 1: 0.0
James Madison 4 and George H.W. Bush 41: 0.0
Abraham Lincoln 16 and Barack Obama 44: 0.0
Chester A. Arthur 21 and Woodrow Wilson 28: 0.0
James Monroe 5 and Jimmy Carter 39: 0.0
James Polk 11 and Lyndon B. Johnson 36: 0.0
James Madison 4 and Lyndon B. Johnson 36: 0.0
sotu and George W. Bush 43: 0.0
Calvin Coolidge 30 and Andrew Jackson 7: 0.0
James Madison 4 and Warren Harding 29: 0.0
Harry S. Truman 33 and sotu: 0.0
James Madison 4 and Rutherford B. Hayes 19: 0.0
William McKinley 25 and Barack Obama 44: 0.0
sotu and Jimmy Carter 39: 0.0
Zachary Taylor 12 and Andrew Johnson 17: 0.0
George H.W. Bush 41 and Zachary Taylor 12: 0.0
Grover Cleveland 22:24 and Gerald R. Ford 38: 0.0
Millard Fillmore 13 and John F. Kennedy 35: 0.0
William McKinley 25 and Jimmy Carter 39: 0.0
sotu and Millard Fillmore 13: 0.0
William McKinley 25 and Thomas Jefferson 3: 0.0
Chester A. Arthur 21 and Gerald R. Ford 38: 0.0
Dwight D. Eisenhower 34 and John Adams 2: 0.0
James Buchanan 15 and Gerald R. Ford 38: 0.0
Thomas Jefferson 3 and Herbert Hoover 31: 0.0
Grover Cleveland 22:24 and George W. Bush 43: 0.0
James Polk 11 and Dwight D. Eisenhower 34: 0.0
George Washington 1 and William J. Clinton 42: 0.0
George Washington 1 and William McKinley 25: 0.0
Martin van Buren 8 and Gerald R. Ford 38: 0.0
Franklin Pierce 14 and Dwight D. Eisenhower 34: 0.0
Millard Fillmore 13 and Herbert Hoover 31: 0.0
Rutherford B. Hayes 19 and William J. Clinton 42: 0.0
Lyndon B. Johnson 36 and Ulysses S. Grant 18: 0.0
George H.W. Bush 41 and James Polk 11: 0.0
sotu and James Monroe 5: 0.0
James Polk 11 and William J. Clinton 42: 0.0
Martin van Buren 8 and John F. Kennedy 35: 0.0
Benjamin Harrison 23 and George W. Bush 43: 0.0
Warren Harding 29 and James Monroe 5: 0.0
Abraham Lincoln 16 and John F. Kennedy 35: 0.0
Abraham Lincoln 16 and George W. Bush 43: 0.0
Franklin Pierce 14 and Richard Nixon 37: 0.0
James Madison 4 and Richard Nixon 37: 0.0
Franklin Pierce 14 and Harry S. Truman 33: 0.0
James Madison 4 and Abraham Lincoln 16: 0.0
sotu and Barack Obama 44: 0.0
Jimmy Carter 39 and Thomas Jefferson 3: 0.0
sotu and Dwight D. Eisenhower 34: 0.0
sotu and Rutherford B. Hayes 19: 0.0
John F. Kennedy 35 and John Adams 2: 0.0
James Buchanan 15 and Herbert Hoover 31: 0.0
Ronald Reagan 40 and James Monroe 5: 0.0
Martin van Buren 8 and George W. Bush 43: 0.0
Millard Fillmore 13 and Franklin D. Roosevelt 32: 0.0
George H.W. Bush 41 and Franklin Pierce 14: 0.0
Calvin Coolidge 30 and John Adams 2: 0.0
Harry S. Truman 33 and Andrew Jackson 7: 0.0
Ronald Reagan 40 and William McKinley 25: 0.0
Richard Nixon 37 and Rutherford B. Hayes 19: 0.0
Millard Fillmore 13 and Jimmy Carter 39: 0.0
Ronald Reagan 40 and Abraham Lincoln 16: 0.0
sotu and Richard Nixon 37: 0.0
George Washington 1 and Jimmy Carter 39: 0.0
Warren Harding 29 and sotu: 0.0
Dwight D. Eisenhower 34 and Andrew Jackson 7: 0.0
Franklin Pierce 14 and Franklin D. Roosevelt 32: 0.0
James Buchanan 15 and sotu: 0.0
Lyndon B. Johnson 36 and John Adams 2: 0.0
Richard Nixon 37 and Millard Fillmore 13: 0.0
George H.W. Bush 41 and John Quincy Adams 6: 0.0
Richard Nixon 37 and Ulysses S. Grant 18: 0.0
John Quincy Adams 6 and Calvin Coolidge 30: 0.0
Franklin Pierce 14 and Barack Obama 44: 0.0
John F. Kennedy 35 and Thomas Jefferson 3: 0.0
James Buchanan 15 and Theodore Roosevelt 26: 0.0
Lyndon B. Johnson 36 and Grover Cleveland 22:24: 0.0
Jimmy Carter 39 and John Adams 2: 0.0
Harry S. Truman 33 and John Tyler 10: 0.0
Millard Fillmore 13 and Gerald R. Ford 38: 0.0
Woodrow Wilson 28 and John Tyler 10: 0.0
George H.W. Bush 41 and Andrew Jackson 7: 0.0
Harry S. Truman 33 and Zachary Taylor 12: 0.0
John Quincy Adams 6 and sotu: 0.0
James Madison 4 and George W. Bush 43: 0.0
Abraham Lincoln 16 and Franklin D. Roosevelt 32: 0.0
Richard Nixon 37 and Thomas Jefferson 3: 0.0
sotu and William McKinley 25: 0.0
Ronald Reagan 40 and Andrew Johnson 17: 0.0
Franklin Pierce 14 and George W. Bush 43: 0.0
Dwight D. Eisenhower 34 and Thomas Jefferson 3: 0.0
George H.W. Bush 41 and William McKinley 25: 0.0
Jimmy Carter 39 and Andrew Jackson 7: 0.0
James Madison 4 and Grover Cleveland 22:24: 0.0
Dwight D. Eisenhower 34 and John Tyler 10: 0.0
Ronald Reagan 40 and Andrew Jackson 7: 0.0
James Buchanan 15 and Woodrow Wilson 28: 0.0
Andrew Johnson 17 and John Adams 2: 0.0
Richard Nixon 37 and William McKinley 25: 0.0
Ronald Reagan 40 and John Adams 2: 0.0
George Washington 1 and Warren Harding 29: 0.0
Harry S. Truman 33 and William McKinley 25: 0.0
Franklin Pierce 14 and sotu: 0.0
James Polk 11 and Gerald R. Ford 38: 0.0
James Madison 4 and William McKinley 25: 0.0
Ronald Reagan 40 and Thomas Jefferson 3: 0.0
Chester A. Arthur 21 and John F. Kennedy 35: 0.0
Lyndon B. Johnson 36 and Martin van Buren 8: 0.0
James Polk 11 and Barack Obama 44: 0.0
Andrew Johnson 17 and George W. Bush 43: 0.0
George Washington 1 and Ronald Reagan 40: 0.0
Zachary Taylor 12 and sotu: 0.0
Calvin Coolidge 30 and Martin van Buren 8: 0.0
Chester A. Arthur 21 and Lyndon B. Johnson 36: 0.0
Theodore Roosevelt 26 and Andrew Johnson 17: 0.0
Woodrow Wilson 28 and Abraham Lincoln 16: 0.0
James Monroe 5 and Franklin D. Roosevelt 32: 0.0
Warren Harding 29 and Zachary Taylor 12: 0.0
Jimmy Carter 39 and John Tyler 10: 0.0
Zachary Taylor 12 and Gerald R. Ford 38: 0.0
Calvin Coolidge 30 and James Buchanan 15: 0.0
John Quincy Adams 6 and Lyndon B. Johnson 36: 0.0
Chester A. Arthur 21 and Richard Nixon 37: 0.0
James Polk 11 and Calvin Coolidge 30: 0.0
James Buchanan 15 and Barack Obama 44: 0.0
Ronald Reagan 40 and Rutherford B. Hayes 19: 0.0
Ronald Reagan 40 and Martin van Buren 8: 0.0
sotu and Gerald R. Ford 38: 0.0
Lyndon B. Johnson 36 and John Tyler 10: 0.0
Lyndon B. Johnson 36 and Zachary Taylor 12: 0.0
Woodrow Wilson 28 and Millard Fillmore 13: 0.0
George Washington 1 and Herbert Hoover 31: 0.0
Gerald R. Ford 38 and John Adams 2: 0.0
George H.W. Bush 41 and Rutherford B. Hayes 19: 0.0
Martin van Buren 8 and William McKinley 25: 0.0
Barack Obama 44 and John Tyler 10: 0.0
Theodore Roosevelt 26 and Andrew Jackson 7: 0.0
Warren Harding 29 and Thomas Jefferson 3: 0.0
John Quincy Adams 6 and Ronald Reagan 40: 0.0
Abraham Lincoln 16 and Jimmy Carter 39: 0.0
John Quincy Adams 6 and Woodrow Wilson 28: 0.0
Ronald Reagan 40 and Ulysses S. Grant 18: 0.0
Harry S. Truman 33 and Millard Fillmore 13: 0.0
John Quincy Adams 6 and William McKinley 25: 0.0
William McKinley 25 and William J. Clinton 42: 0.0
Lyndon B. Johnson 36 and sotu: 0.0
Harry S. Truman 33 and Benjamin Harrison 23: 0.0
James Madison 4 and Harry S. Truman 33: 0.0
James Buchanan 15 and John F. Kennedy 35: 0.0
William McKinley 25 and George W. Bush 43: 0.0
Lyndon B. Johnson 36 and William McKinley 25: 0.0
George H.W. Bush 41 and Martin van Buren 8: 0.0
John Quincy Adams 6 and John F. Kennedy 35: 0.0
Ulysses S. Grant 18 and Barack Obama 44: 0.0
James Polk 11 and Jimmy Carter 39: 0.0
George Washington 1 and Franklin D. Roosevelt 32: 0.0
Richard Nixon 37 and Andrew Johnson 17: 0.0
George Washington 1 and Dwight D. Eisenhower 34: 0.0
James Madison 4 and Barack Obama 44: 0.0
James Polk 11 and sotu: 0.0
Franklin Pierce 14 and Lyndon B. Johnson 36: 0.0
George Washington 1 and Theodore Roosevelt 26: 0.0
Harry S. Truman 33 and Grover Cleveland 22:24: 0.0
Ronald Reagan 40 and sotu: 0.0
Richard Nixon 37 and Andrew Jackson 7: 0.0
sotu and Franklin D. Roosevelt 32: 0.0
Richard Nixon 37 and Abraham Lincoln 16: 0.0
Zachary Taylor 12 and William J. Clinton 42: 0.0
William H. Taft 27 and John Tyler 10: 0.0
Calvin Coolidge 30 and James Monroe 5: 0.0
James Madison 4 and Ronald Reagan 40: 0.0
Chester A. Arthur 21 and sotu: 0.0
Andrew Johnson 17 and Gerald R. Ford 38: 0.0
Harry S. Truman 33 and James Monroe 5: 0.0
Martin van Buren 8 and Barack Obama 44: 0.0
Ulysses S. Grant 18 and Gerald R. Ford 38: 0.0
Chester A. Arthur 21 and Franklin D. Roosevelt 32: 0.0
Harry S. Truman 33 and Abraham Lincoln 16: 0.0
Lyndon B. Johnson 36 and Millard Fillmore 13: 0.0
James Buchanan 15 and Richard Nixon 37: 0.0
Warren Harding 29 and Andrew Jackson 7: 0.0
Barack Obama 44 and Grover Cleveland 22:24: 0.0
Zachary Taylor 12 and Richard Nixon 37: 0.0
William J. Clinton 42 and John Tyler 10: 0.0
Harry S. Truman 33 and Andrew Johnson 17: 0.0
George H.W. Bush 41 and Benjamin Harrison 23: 0.0
Calvin Coolidge 30 and sotu: 0.0
George H.W. Bush 41 and sotu: 0.0
James Madison 4 and John F. Kennedy 35: 0.0
Benjamin Harrison 23 and Barack Obama 44: 0.0
sotu and Andrew Jackson 7: 0.0
Richard Nixon 37 and John Adams 2: 0.0
Ulysses S. Grant 18 and Franklin D. Roosevelt 32: 0.0
Rutherford B. Hayes 19 and Gerald R. Ford 38: 0.0
James Polk 11 and John F. Kennedy 35: 0.0
Zachary Taylor 12 and Dwight D. Eisenhower 34: 0.0
George H.W. Bush 41 and Chester A. Arthur 21: 0.0
James Buchanan 15 and Dwight D. Eisenhower 34: 0.0
James Madison 4 and Dwight D. Eisenhower 34: 0.0
Warren Harding 29 and Millard Fillmore 13: 0.0
Franklin Pierce 14 and Herbert Hoover 31: 0.0
George Washington 1 and Calvin Coolidge 30: 0.0
John Quincy Adams 6 and Herbert Hoover 31: 0.0
James Monroe 5 and John F. Kennedy 35: 0.0
William H. Taft 27 and Thomas Jefferson 3: 0.0
Harry S. Truman 33 and Thomas Jefferson 3: 0.0
James Madison 4 and Calvin Coolidge 30: 0.0
George H.W. Bush 41 and Abraham Lincoln 16: 0.0
Theodore Roosevelt 26 and John Adams 2: 0.0
James Buchanan 15 and Franklin D. Roosevelt 32: 0.0
Andrew Jackson 7 and Gerald R. Ford 38: 0.0
Warren Harding 29 and Martin van Buren 8: 0.0
Franklin Pierce 14 and Woodrow Wilson 28: 0.0
Ulysses S. Grant 18 and Jimmy Carter 39: 0.0
Chester A. Arthur 21 and Barack Obama 44: 0.0
sotu and Ulysses S. Grant 18: 0.0
Franklin Pierce 14 and William J. Clinton 42: 0.0
sotu and Martin van Buren 8: 0.0
George W. Bush 43 and John Tyler 10: 0.0
Millard Fillmore 13 and William J. Clinton 42: 0.0
Zachary Taylor 12 and Barack Obama 44: 0.0
Richard Nixon 37 and James Monroe 5: 0.0
Barack Obama 44 and John Adams 2: 0.0
William H. Taft 27 and John Adams 2: 0.0
James Buchanan 15 and George W. Bush 43: 0.0
Martin van Buren 8 and Franklin D. Roosevelt 32: 0.0
sotu and John Tyler 10: 0.0
George Washington 1 and sotu: 0.0
Warren Harding 29 and John Tyler 10: 0.0
James Monroe 5 and Barack Obama 44: 0.0
Harry S. Truman 33 and George Washington 1: 0.0
James Madison 4 and Zachary Taylor 12: 0.0
George Washington 1 and Gerald R. Ford 38: 0.0
John Quincy Adams 6 and Richard Nixon 37: 0.0
Jimmy Carter 39 and Andrew Johnson 17: 0.0
Barack Obama 44 and Rutherford B. Hayes 19: 0.0
sotu and Herbert Hoover 31: 0.0
sotu and Thomas Jefferson 3: 0.0
Warren Harding 29 and James Buchanan 15: 0.0
George H.W. Bush 41 and John Adams 2: 0.0
James Madison 4 and Woodrow Wilson 28: 0.0
Theodore Roosevelt 26 and John Tyler 10: 0.0
Millard Fillmore 13 and George W. Bush 43: 0.0
Ronald Reagan 40 and Millard Fillmore 13: 0.0
Chester A. Arthur 21 and Ronald Reagan 40: 0.0
Barack Obama 44 and Andrew Jackson 7: 0.0
Franklin Pierce 14 and Warren Harding 29: 0.0
Rutherford B. Hayes 19 and George W. Bush 43: 0.0
George H.W. Bush 41 and Thomas Jefferson 3: 0.0
James Buchanan 15 and Jimmy Carter 39: 0.0
sotu and Andrew Johnson 17: 0.0
Chester A. Arthur 21 and George W. Bush 43: 0.0
William H. Taft 27 and sotu: 0.0
John Tyler 10 and Franklin D. Roosevelt 32: 0.0
sotu and William J. Clinton 42: 0.0
William J. Clinton 42 and John Adams 2: 0.0
James Madison 4 and William J. Clinton 42: 0.0
Richard Nixon 37 and Martin van Buren 8: 0.0
George Washington 1 and John F. Kennedy 35: 0.0
Harry S. Truman 33 and James Buchanan 15: 0.0
Martin van Buren 8 and Jimmy Carter 39: 0.0
Chester A. Arthur 21 and Harry S. Truman 33: 0.0
James Madison 4 and William H. Taft 27: 0.0
Barack Obama 44 and Andrew Johnson 17: 0.0
James Madison 4 and Gerald R. Ford 38: 0.0
James Polk 11 and Richard Nixon 37: 0.0
George H.W. Bush 41 and John Tyler 10: 0.0
James Madison 4 and Franklin D. Roosevelt 32: 0.0
Andrew Johnson 17 and Franklin D. Roosevelt 32: 0.0
sotu and Grover Cleveland 22:24: 0.0
Andrew Johnson 17 and William J. Clinton 42: 0.0
George H.W. Bush 41 and Andrew Johnson 17: 0.0
Chester A. Arthur 21 and Dwight D. Eisenhower 34: 0.0
Ronald Reagan 40 and Grover Cleveland 22:24: 0.0
sotu and John Adams 2: 0.0
Benjamin Harrison 23 and Jimmy Carter 39: 0.0
Gerald R. Ford 38 and John Tyler 10: 0.0
Lyndon B. Johnson 36 and Benjamin Harrison 23: 0.0
Franklin Pierce 14 and Jimmy Carter 39: 0.0
George H.W. Bush 41 and Grover Cleveland 22:24: 0.0
Martin van Buren 8 and William J. Clinton 42: 0.0
James Monroe 5 and William J. Clinton 42: 0.0
Ulysses S. Grant 18 and George W. Bush 43: 0.0
Zachary Taylor 12 and Herbert Hoover 31: 0.0
John Quincy Adams 6 and Franklin D. Roosevelt 32: 0.0
sotu and Woodrow Wilson 28: 0.0
Lyndon B. Johnson 36 and George Washington 1: 0.0
John Quincy Adams 6 and Gerald R. Ford 38: 0.0
William McKinley 25 and Gerald R. Ford 38: 0.0
Richard Nixon 37 and Grover Cleveland 22:24: 0.0
John Quincy Adams 6 and Barack Obama 44: 0.0
John Quincy Adams 6 and Harry S. Truman 33: 0.0
Herbert Hoover 31 and Andrew Jackson 7: 0.0
Theodore Roosevelt 26 and Thomas Jefferson 3: 0.0
Woodrow Wilson 28 and Andrew Jackson 7: 0.0
Harry S. Truman 33 and John Adams 2: 0.0
Ronald Reagan 40 and Benjamin Harrison 23: 0.0
Ronald Reagan 40 and John Tyler 10: 0.0
Franklin Pierce 14 and Ronald Reagan 40: 0.0
Zachary Taylor 12 and George W. Bush 43: 0.0
John Adams 2 and George W. Bush 43: 0.0
John Quincy Adams 6 and Theodore Roosevelt 26: 0.0
Zachary Taylor 12 and Ronald Reagan 40: 0.0
Jimmy Carter 39 and Grover Cleveland 22:24: 0.0
Zachary Taylor 12 and John F. Kennedy 35: 0.0
Franklin Pierce 14 and Gerald R. Ford 38: 0.0
Lyndon B. Johnson 36 and James Buchanan 15: 0.0
Abraham Lincoln 16 and Gerald R. Ford 38: 0.0
James Monroe 5 and Dwight D. Eisenhower 34: 0.0
James Monroe 5 and Woodrow Wilson 28: 0.0
Lyndon B. Johnson 36 and James Monroe 5: 0.0
sotu and Benjamin Harrison 23: 0.0
James Monroe 5 and Herbert Hoover 31: 0.0
Woodrow Wilson 28 and Thomas Jefferson 3: 0.0
John Quincy Adams 6 and Warren Harding 29: 0.0
George Washington 1 and George W. Bush 43: 0.0
sotu and John F. Kennedy 35: 0.0
Martin van Buren 8 and Woodrow Wilson 28: 0.0
Martin van Buren 8 and Theodore Roosevelt 26: 0.0
Herbert Hoover 31 and John Adams 2: 0.0
Lyndon B. Johnson 36 and Abraham Lincoln 16: 0.0
George H.W. Bush 41 and Ulysses S. Grant 18: 0.0
Calvin Coolidge 30 and John Tyler 10: 0.0
Dwight D. Eisenhower 34 and Millard Fillmore 13: 0.0
Harry S. Truman 33 and James Polk 11: 0.0
James Buchanan 15 and Ronald Reagan 40: 0.0
Martin van Buren 8 and Dwight D. Eisenhower 34: 0.0
Herbert Hoover 31 and John Tyler 10: 0.0
Andrew Jackson 7 and Franklin D. Roosevelt 32: 0.0
George H.W. Bush 41 and George Washington 1: 0.0
Harry S. Truman 33 and Martin van Buren 8: 0.0
John Quincy Adams 6 and Dwight D. Eisenhower 34: 0.0
Ulysses S. Grant 18 and William J. Clinton 42: 0.0
Franklin Pierce 14 and John F. Kennedy 35: 0.0
George Washington 1 and Barack Obama 44: 0.0
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Content source: shngli/SOTU-mining
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