In [5]:
%matplotlib inline
import matplotlib.pyplot as plt
plt.style.use('fivethirtyeight')
https://en.wikipedia.org/wiki/Latent_Dirichlet_allocation
We'll use the package lda (simpler than gensim). Other packages:
(Very) basic (approximate) theory:
In [1]:
import numpy as np
import lda
import lda.datasets
X = lda.datasets.load_reuters()
vocab = lda.datasets.load_reuters_vocab()
titles = lda.datasets.load_reuters_titles()
print(X.shape)
print(X)
#(395, 4258)
#84010
model = lda.LDA(n_topics=20, n_iter=1500, random_state=1)
model.fit(X) # model.fit_transform(X) is also available
topic_word = model.topic_word_ # model.components_ also works
n_top_words = 8
for i, topic_dist in enumerate(topic_word):
topic_words = np.array(vocab)[np.argsort(topic_dist)][:-(n_top_words+1):-1]
print('Topic {}: {}'.format(i, ' '.join(topic_words)))
(395, 4258)
[[1 0 1 ..., 0 0 0]
[7 0 2 ..., 0 0 0]
[0 0 0 ..., 0 0 0]
...,
[1 0 1 ..., 0 0 0]
[1 0 1 ..., 0 0 0]
[1 0 1 ..., 0 0 0]]
Topic 0: british churchill sale million major letters west britain
Topic 1: church government political country state people party against
Topic 2: elvis king fans presley life concert young death
Topic 3: yeltsin russian russia president kremlin moscow michael operation
Topic 4: pope vatican paul john surgery hospital pontiff rome
Topic 5: family funeral police miami versace cunanan city service
Topic 6: simpson former years court president wife south church
Topic 7: order mother successor election nuns church nirmala head
Topic 8: charles prince diana royal king queen parker bowles
Topic 9: film french france against bardot paris poster animal
Topic 10: germany german war nazi letter christian book jews
Topic 11: east peace prize award timor quebec belo leader
Topic 12: n't life show told very love television father
Topic 13: years year time last church world people say
Topic 14: mother teresa heart calcutta charity nun hospital missionaries
Topic 15: city salonika capital buddhist cultural vietnam byzantine show
Topic 16: music tour opera singer israel people film israeli
Topic 17: church catholic bernardin cardinal bishop wright death cancer
Topic 18: harriman clinton u.s ambassador paris president churchill france
Topic 19: city museum art exhibition century million churches set
In [6]:
doc_topic = model.doc_topic_
for i in range(5):
print("{} (top topic: {})".format(titles[i], doc_topic[i].argmax()))
0 UK: Prince Charles spearheads British royal revolution. LONDON 1996-08-20 (top topic: 8)
1 GERMANY: Historic Dresden church rising from WW2 ashes. DRESDEN, Germany 1996-08-21 (top topic: 13)
2 INDIA: Mother Teresa's condition said still unstable. CALCUTTA 1996-08-23 (top topic: 14)
3 UK: Palace warns British weekly over Charles pictures. LONDON 1996-08-25 (top topic: 8)
4 INDIA: Mother Teresa, slightly stronger, blesses nuns. CALCUTTA 1996-08-25 (top topic: 14)
In [6]:
from matplotlib import cm
import lda
import pylab as plt
from collections import Counter
import bisect
import re
import pickle
import string
#Delete punctuation
def remove_punctuation(string_to_remove):
transtable = {ord(c): None for c in string.punctuation}
return string_to_remove.translate(transtable).lower()
def remove_stop_words(text,cached_stop):
text = ' '.join([word for word in text.lower().split() if word not in cached_stop])
return text
#Remove endings
def stem_string(string_to_stem,language="english"):
from nltk.stem.snowball import SnowballStemmer
stemmer = SnowballStemmer(language)
return " ".join([stemmer.stem(word) for word in string_to_stem.split(" ")])
def bi_contains(lst, item):
""" efficient `item in lst` for sorted lists """
pos = bisect.bisect_left(lst, item)
return [((item <= lst[-1]) and (lst[pos] == item)),pos]
def create_dictionary(lang,cached_stop):
"""
top 5000 words
"""
from labMTsimple.storyLab import emotionFileReader, emotion, stopper, emotionV
labMT,labMTvector,labMTwordList = emotionFileReader(stopval=0.0,lang=lang,returnVector=True)
vocab = sorted(list(set(labMTwordList) - set(cached_stop)))
pickle.dump(vocab,open('./data/vocab.txt',"wb+"))
def create_corpus(all_articles,language="english"):
vocab = pickle.load(open('./data/vocab.txt',"rb+"))
len_vocab = len(vocab)
print("Number of articles: {0}".format(len(all_articles)))
allMessages = np.zeros((len(all_articles),len_vocab))
j = -1
for mess in all_articles:
mess = remove_stop_words(remove_punctuation(mess),cached_stop)
j += 1
# Kind-of efficient way to count words (better to use a dictionary)
file = re.split(' |\n',mess)
c = Counter(file)
del c['']
values = np.zeros(len_vocab)
for word in c:
pos = bi_contains(vocab, word)
if pos[0]:
values[pos[1]] = c[word]
allMessages[j,:] += values
allMessages = np.array(allMessages,dtype=int)
pickle.dump(allMessages, open('./data/corpus.dat',"wb+"))
def lda_run(allMessages,vocab,topicNum=10,n_iter=1000):
print(topicNum)
model = lda.LDA(n_topics=topicNum, n_iter=n_iter, random_state=1)
model.fit(allMessages)
topic_word = model.topic_word_
print(model.loglikelihood())
np.savetxt("./data/ldaTopics"+str(topicNum)+".dat",np.asarray(topic_word))
for i, topic_dist in enumerate(topic_word):
topic_words = np.array(vocab)[np.argsort(topic_dist)][:]#-[:n_top_words:-1]
freq_words = np.array(topic_dist)[np.argsort(topic_dist)][:]#-n_top_words:-1]
print('Topic {}: {}'.format(i, ' '.join(topic_words[::-1][:5])))
print('Topic {}: {}'.format(i, ' '.join([str(_) for _ in freq_words[::-1][:5]])))
doc_topic = model.doc_topic_
allDisSorted = []
for i in range(allMessages.shape[0]):
allDisSorted.append(doc_topic[i])
allDisSorted = np.asarray(allDisSorted)
np.savetxt("./data/allDistComb1Day"+str(topicNum)+".dat",allDisSorted)
return model.loglikelihood()
def plotNumTopics(x,y,ax2,loglikelihood=False):
from statsmodels.nonparametric.smoothers_lowess import lowess
import pylab as plt
from scipy.misc import comb
x = np.asarray(x)
if loglikelihood:
y = np.asarray(y)
else:
y = np.asarray(y)/comb(x,2)
a = lowess(y,x,frac = 0.3)
ax2.plot(x,y,'.',linewidth=2,markersize=7,color='orange')
ax2.plot(x,a[:,1],color='orange',linewidth=2,label='Distance')
ax2.set_xlabel('Number of Topics',fontsize=12)
ax2.set_ylabel('Average distance between topic',fontsize=12)
def find_distances(tit="",retTopics = False):
from scipy.stats import pearsonr,spearmanr,kendalltau,entropy
import pylab as plt
from scipy.spatial.distance import pdist, squareform
from scipy.cluster.hierarchy import linkage, dendrogram,leaders,fcluster
vocab = sorted(pickle.load(open('./data/vocab.txt',"rb+")))
def KL_H(u,v):
return entropy(u,v)*entropy(v,u)/entropy(u)/entropy(v)
varValues = np.transpose(np.loadtxt("./data/allDistComb1Day"+tit+".dat"))
data_dist_a = pdist(varValues,lambda u,v: KL_H(u,v))
varValues2 = (np.loadtxt("./data/ldaTopics"+tit+".dat"))
data_dist_b = pdist(varValues2,lambda u,v: KL_H(u,v))
return np.mean(data_dist_a),np.mean(data_dist_b)
In [ ]:
In [94]:
import pandas as pd
import re
from nltk.corpus import stopwords
filenames = ["./data/Pablo_Iglesias_Podemos.csv","./data/Albert_Rivera_Ciudadanos.csv","./data/Mariano_Rajoy_PP.csv","./data/Pedro_Sanchez_PSOE.csv"]
separator_csv = "\t" #tab
header = None
index_col = None
columns_csv = ["Date","Newspaper","Article"]
column_text = "Article" #leave empty to not get the valence
column_date = "Date" #leave empty to not parse the date
language = "spanish"
all_messages = []
## Fill up
for filename in filenames:
print(filename)
df = pd.read_csv(filename,sep=separator_csv,header=header,index_col=index_col)
df.columns = columns_csv
all_messages = all_messages + [article for article in df[column_text].values]
extra_stop_words = [_.lower() for _ in ["elpais.com","elpais","Podemos","Pablo","Iglesias","Ciudadanos","Albert","Rivera","Pedro","Sanchez","Sánchez","PSOE","Mariano","Rajoy","PP"]]
cached_stop = set(stopwords.words(language) + extra_stop_words)
create_dictionary(lang=language, cached_stop=cached_stop)
create_corpus(all_messages,language=language)
./data/Pablo_Iglesias_Podemos.csv
./data/Albert_Rivera_Ciudadanos.csv
./data/Mariano_Rajoy_PP.csv
./data/Pedro_Sanchez_PSOE.csv
Number of articles: 2803
In [7]:
def find_number_topics(range_lookup,n_iter=1000):
allMessages = pickle.load(open('./data/corpus.dat',"rb+"))
vocab = pickle.load(open('./data/vocab.txt',"rb+"))
distances = []
for i in range_lookup:
loglikelihood = lda_run(allMessages,vocab,topicNum = i,n_iter=n_iter)
freq_distance, topic_distance = find_distances(tit=str(i),retTopics=True)
distances.append([loglikelihood,freq_distance,topic_distance])
fig = plt.figure(figsize = (15,5))
loglikelihood,freq_distance,topic_distance = zip(*distances)
ax = fig.add_subplot(1,3,1)
plotNumTopics(range_lookup, loglikelihood,ax,loglikelihood=True)
ax = fig.add_subplot(1,3,2)
plotNumTopics(range_lookup, freq_distance,ax,loglikelihood=True)
ax =fig.add_subplot(1,3,3)
plotNumTopics(range_lookup, topic_distance,ax,loglikelihood=True)
plt.show()
In [125]:
find_number_topics(range(2,100,10),n_iter=100)
WARNING:lda:all zero column in document-term matrix found
2
-3440573.1760276067
Topic 0: debate campaña país política gobierno
Topic 0: 0.0117660677649 0.00917084327794 0.00752570097313 0.00710566463999 0.00666062614416
Topic 1: partido gobierno si presidente elecciones
Topic 1: 0.014214360573 0.0132010466655 0.0114097949156 0.0104204175571 0.00937119882615
12
WARNING:lda:all zero column in document-term matrix found
-3483789.0754104587
Topic 0: años españa tres campaña gobierno
Topic 0: 0.0132403642208 0.0112477944087 0.00896682633443 0.00804919549994 0.00694803849855
Topic 1: gobierno josé francia presidente millones
Topic 1: 0.0164002616258 0.00847416123493 0.00824862179291 0.0077331030683 0.00712092458283
Topic 2: congreso dos acuerdo partidos cámara
Topic 2: 0.0211223559253 0.0145583226082 0.0144411077275 0.0133392878493 0.0124718977324
Topic 3: televisión campaña programas política cada
Topic 3: 0.0193821243473 0.0180952083829 0.01333751906 0.0103347151431 0.0074489035866
Topic 4: partido ley campaña cambio candidato
Topic 4: 0.0130207101688 0.0107129323878 0.0105134948018 0.0100861285461 0.00928837820204
Topic 5: elecciones si partido partidos ahora
Topic 5: 0.0161060856967 0.0139349487908 0.0108756195142 0.0108164066895 0.00975057584472
Topic 6: partido votos socialistas elecciones ayer
Topic 6: 0.0249970949636 0.0171872762109 0.0165387099477 0.0157280021186 0.0142687280264
Topic 7: si partido federal general cataluña
Topic 7: 0.0212611577571 0.0169368975977 0.0137784918931 0.0137360971856 0.0137360971856
Topic 8: gobierno españa presidente líder ayer
Topic 8: 0.0264412256334 0.0235454939419 0.0216682609833 0.0213087908423 0.0166157084458
Topic 9: debate política solo partido país
Topic 9: 0.017596561698 0.0175403435491 0.0107379475316 0.010513074936 0.00927627566007
Topic 10: debate cara país candidato candidatos
Topic 10: 0.0447052316681 0.0251792933383 0.0212985512915 0.0173566951967 0.0138731944618
Topic 11: candidato presidente líder barcelona campaña
Topic 11: 0.0190898988217 0.0180057074929 0.0158760459542 0.0144046434366 0.0110746272124
22
WARNING:lda:all zero column in document-term matrix found
-3457483.195777958
Topic 0: dos españa español ataque líder
Topic 0: 0.0207763088433 0.0177677998717 0.0105587312039 0.00913962319844 0.00891256591757
Topic 1: campaña política programas televisión partidos
Topic 1: 0.0302335335271 0.0210879202176 0.0185248183984 0.0170685105466 0.0153209411244
Topic 2: partido programa reforma socialista líder
Topic 2: 0.0165484964591 0.0149361201984 0.0122629700819 0.0117537986312 0.01154164386
Topic 3: millones gobierno años euros crisis
Topic 3: 0.0203727822346 0.0177375625231 0.0164199526674 0.0130245734238 0.00988258069093
Topic 4: gobierno españa presidente ayer país
Topic 4: 0.0259651162159 0.0179801952232 0.0158074276061 0.013634659989 0.0122766802284
Topic 5: cataluña si constitución r partido
Topic 5: 0.0270060943116 0.0151059592831 0.0145850779519 0.0129823661635 0.0113395865805
Topic 6: campaña cara presidente candidato años
Topic 6: 0.0242910549255 0.0146760960737 0.0146128397654 0.0132212009843 0.012335612669
Topic 7: cataluña gobierno españa si nuevo
Topic 7: 0.0187740721565 0.017006149844 0.0167956829021 0.0141858928218 0.0141437994334
Topic 8: ayer líder formación españa presidente
Topic 8: 0.0219300597386 0.0171867158875 0.0153306248153 0.0127183484914 0.0111372338743
Topic 9: congreso acuerdo mesa cámara grupos
Topic 9: 0.0307787868186 0.0253025854769 0.0212968456066 0.020384145383 0.0191165061835
Topic 10: candidato puntos solo socialistas voto
Topic 10: 0.0116640041568 0.0108901258658 0.0104479096995 0.0102820786371 0.0102268016163
Topic 11: reforma líder constitución constitucional presidente
Topic 11: 0.0242453592602 0.0215926266371 0.0214692437244 0.0157936297402 0.0149299493513
Topic 12: federal partido general secretario socialista
Topic 12: 0.0230001762258 0.0220512681479 0.0194304744089 0.0178941470446 0.0178037748467
Topic 13: si ser años política tan
Topic 13: 0.015037565101 0.0146534077501 0.0117996674295 0.0115252693217 0.00795809392098
Topic 14: gobierno presidente elecciones españa ayer
Topic 14: 0.0259543792601 0.0203093723336 0.0179735073985 0.0172597708906 0.0145021525644
Topic 15: política partido cambio político sido
Topic 15: 0.021652269014 0.0135494383366 0.0131509384672 0.0112469946468 0.0089002731938
Topic 16: candidato campaña partido debate equipo
Topic 16: 0.0273373252409 0.0202768084654 0.014257265317 0.0133973305815 0.0126279152919
Topic 17: partido españoles elecciones pacto gobierno
Topic 17: 0.0176684881603 0.0131342980214 0.0121180140247 0.0114926084883 0.0103981487996
Topic 18: debate país cara candidatos debates
Topic 18: 0.0508068931455 0.026609670466 0.0234701573968 0.0198712033907 0.0130561628259
Topic 19: partido elecciones gobierno si mayoría
Topic 19: 0.0282001169919 0.0228915255269 0.0220800210991 0.0197131331848 0.0183944384897
Topic 20: elecciones votos partido madrid dos
Topic 20: 0.0231436259924 0.0214696146007 0.0209674111832 0.0204233574809 0.0169079335585
Topic 21: presidente líder candidato mas ayer
Topic 21: 0.0297055898015 0.0238187391313 0.0201648318188 0.0200295019183 0.019352852416
32
WARNING:lda:all zero column in document-term matrix found
-3443164.3970891815
Topic 0: puede si ahora solo presidente
Topic 0: 0.0151632106274 0.0128371684313 0.01094187479 0.0105972759461 0.0102526771023
Topic 1: debate país cara candidatos debates
Topic 1: 0.0453310797494 0.0225165286048 0.0210831536638 0.0197095026786 0.0192317110316
Topic 2: federal general secretario partido comité
Topic 2: 0.0286994922084 0.0265814875806 0.0260519864236 0.0244634829527 0.0226102289034
Topic 3: elecciones mayoría partido gobierno partidos
Topic 3: 0.0274878812386 0.0214347025756 0.0209881566086 0.0202935295489 0.0154807563496
Topic 4: si gobierno política años partidos
Topic 4: 0.0180816117965 0.016060127915 0.0138140347134 0.0137017300533 0.0135332730632
Topic 5: presidente pasado socialista candidato cambio
Topic 5: 0.0164783693272 0.0135795311511 0.0127403937843 0.0123589677085 0.0109095486204
Topic 6: cataluña caso derecho mas millones
Topic 6: 0.0178932016208 0.0134576783419 0.0124051812926 0.012330002932 0.0111271491614
Topic 7: gobierno españa presidente francia ayer
Topic 7: 0.0250944816626 0.0197715710951 0.0184028226634 0.0176424068681 0.0150569931639
Topic 8: campaña partido elecciones social si
Topic 8: 0.0208677638917 0.0180602032067 0.0118380416885 0.00918224104047 0.00827168081829
Topic 9: ataque policía embajada sido cuatro
Topic 9: 0.0171087984033 0.0134898614934 0.0131608672289 0.0112965663965 0.0107482426223
Topic 10: reforma constitución ley congreso legislatura
Topic 10: 0.0288367279189 0.0279254297747 0.0180964283622 0.0175105938409 0.0165342029721
Topic 11: rey cataluña constitución solo ser
Topic 11: 0.0220507245634 0.0176407847642 0.0157947634529 0.0110771534351 0.010256699519
Topic 12: corrupción años ley ayer candidato
Topic 12: 0.02284992303 0.0169440491059 0.016363143474 0.0121999864455 0.0118127160243
Topic 13: país debate redes sociales web
Topic 13: 0.0319714458105 0.0218630746687 0.0153592389729 0.013948768581 0.0126166576553
Topic 14: españa r política si partido
Topic 14: 0.0244192710967 0.0156053885092 0.0130527339893 0.0116559984973 0.0101147731268
Topic 15: partido partidos millones años cinco
Topic 15: 0.0134948735396 0.0116495784654 0.0115342475233 0.0102656071597 0.00911229773836
Topic 16: congreso dos diputados votos partido
Topic 16: 0.0255043473596 0.0250654664085 0.0228222971029 0.0203353050466 0.0194087785943
Topic 17: años vida si política primera
Topic 17: 0.0163334762813 0.0121362811026 0.0110413606212 0.00876027628493 0.00803032929733
Topic 18: ayer líder presidente partido dijo
Topic 18: 0.0276065607686 0.0266367979725 0.0256023843235 0.0149996444203 0.0124782611507
Topic 19: debate política cara gonzález bien
Topic 19: 0.0210291717749 0.0181063109437 0.0112051117588 0.0103932059724 0.0100684436578
Topic 20: partido campaña política año hace
Topic 20: 0.0238304426808 0.019133564033 0.0187882053089 0.0149892593437 0.014091326661
Topic 21: debate cara gobierno candidato televisión
Topic 21: 0.0341652279697 0.0192319179469 0.0181392367257 0.018066391311 0.0166823284308
Topic 22: gobierno cataluña líder españa elecciones
Topic 22: 0.0206571778519 0.0189677746336 0.0181998640798 0.0163952742785 0.0118646020112
Topic 23: mesa congreso presidente si gobierno
Topic 23: 0.0225413181365 0.0176737533418 0.0150527569138 0.0133303878326 0.010185192119
Topic 24: partido gobierno partidos líder dos
Topic 24: 0.026421979362 0.0236505399688 0.0216181510804 0.0184771864347 0.0182000424954
Topic 25: gobierno acuerdo pacto fuerzas ayer
Topic 25: 0.0265173392631 0.0249430551934 0.0236639493868 0.0196790428353 0.0171700275992
Topic 26: campaña elecciones madrid partido candidato
Topic 26: 0.0240809418607 0.0234562151786 0.022717901827 0.0219795884755 0.0140285216127
Topic 27: reforma laboral españa programa socialistas
Topic 27: 0.0254420314706 0.0177857353633 0.0176262291944 0.0173869699411 0.0154728959142
Topic 28: debate así imagen dos televisión
Topic 28: 0.0202467846601 0.0109763764425 0.00959114303068 0.0091649173655 0.00895180453291
Topic 29: programas televisión campaña política políticos
Topic 29: 0.0287542239634 0.0275380699636 0.0259744433924 0.0205017503931 0.015463398108
Topic 30: cara candidato líder debate presidente
Topic 30: 0.0333789624685 0.0266283506943 0.0244719052664 0.017908810486 0.0166899500267
Topic 31: presidente líder gobierno candidato mensaje
Topic 31: 0.0413509060956 0.0249855439301 0.023458110128 0.0223670859836 0.0176756821628
42
WARNING:lda:all zero column in document-term matrix found
-3420639.513905245
Topic 0: federal comité secretario partido general
Topic 0: 0.0278787966181 0.0223031334266 0.0216302085586 0.0211976140007 0.0210053497527
Topic 1: españa comisión reforma déficit europea
Topic 1: 0.0228104425431 0.0170333774914 0.0153400998038 0.0150412860942 0.0143440541052
Topic 2: programas televisión campaña políticos partidos
Topic 2: 0.033244972677 0.0317240105598 0.0220550371006 0.0162971090856 0.0153193477245
Topic 3: solo aunque encuesta pasado dos
Topic 3: 0.0223255764508 0.0163723728832 0.0148840719912 0.0142462287518 0.0133957710993
Topic 4: campaña primera cara público después
Topic 4: 0.0246662403591 0.0177496182808 0.0140955537865 0.0137040468764 0.0122685215394
Topic 5: ayer gobierno legislatura millones presidente
Topic 5: 0.0227935483167 0.0194128488391 0.0138510529243 0.0135238884587 0.013305778815
Topic 6: líder ayer gobierno socialista partido
Topic 6: 0.030249575079 0.0285210828044 0.0275608093185 0.0264084811354 0.0217031410546
Topic 7: pacto gobierno españa partidos acuerdo
Topic 7: 0.0238348256748 0.0225228771032 0.021101599484 0.0204456251982 0.0137765532924
Topic 8: partido elecciones gobierno presidente si
Topic 8: 0.0321769765674 0.0318218301406 0.0266366923082 0.0214515544759 0.0198889101977
Topic 9: partidos mayoría elecciones si partido
Topic 9: 0.0302202272564 0.021641382135 0.0194828340076 0.0191507496804 0.0182651914743
Topic 10: campaña años personas gente candidato
Topic 10: 0.0391637489757 0.0174539998084 0.0156448540445 0.0120265625166 0.00989815573552
Topic 11: elecciones años madrid mayo cuatro
Topic 11: 0.0343451688941 0.0327452883518 0.0232526638011 0.0179197286603 0.0170664590377
Topic 12: españa cambio política electoral sido
Topic 12: 0.0245075990601 0.0207761428845 0.017044686709 0.014825983037 0.0134140807003
Topic 13: debate cara candidato candidatos líder
Topic 13: 0.0623093304838 0.0526770865472 0.0228020799627 0.0182869656174 0.0170829351253
Topic 14: gobierno hace españa partido fuerzas
Topic 14: 0.0256095738215 0.0145490598563 0.0145490598563 0.0120579531074 0.0120579531074
Topic 15: presidente lópez tres rey candidato
Topic 15: 0.0340930982608 0.0191575484053 0.0182917194281 0.0160189183632 0.0152613180082
Topic 16: voto barcelona partido cataluña campaña
Topic 16: 0.0302459202844 0.0298246796465 0.026875995181 0.0221581000362 0.0204731374845
Topic 17: política españa suárez líder partido
Topic 17: 0.0126023136218 0.0121482171035 0.0106724034193 0.00987773451247 0.00919658973515
Topic 18: partido propuestas populares socialistas casi
Topic 18: 0.0196551409728 0.0195538310353 0.0151975037231 0.0127660652233 0.0121582055984
Topic 19: reforma constitución constitucional ley líder
Topic 19: 0.0526225073339 0.0337883959044 0.0230586596961 0.0180362299816 0.0160957457737
Topic 20: dos político ser capacidad cambio
Topic 20: 0.0140701622029 0.0111136032298 0.0103999510639 0.00999214982617 0.00948239827908
Topic 21: país ataque españa español exteriores
Topic 21: 0.027320533046 0.0218053791989 0.0203945258892 0.0157771877846 0.0157771877846
Topic 22: política años sido corrupción político
Topic 22: 0.0178114536369 0.0144529142962 0.0133334011826 0.0130280794244 0.00966954008366
Topic 23: si gobierno elecciones presidente candidato
Topic 23: 0.042894010538 0.0212683847689 0.0148165406167 0.0148165406167 0.0133827974718
Topic 24: partido izquierda ganar campaña partidos
Topic 24: 0.0212051498815 0.0209279764957 0.0170475490943 0.0162160289369 0.016077442244
Topic 25: política mas cataluña si tan
Topic 25: 0.015063459577 0.0133072605321 0.0113484231359 0.0102676852621 0.00932203962255
Topic 26: partido congreso diputados ley defensa
Topic 26: 0.0240607282489 0.0210532764517 0.0207191151408 0.0202735667264 0.0150383728572
Topic 27: r si cataluña ser partido
Topic 27: 0.037804380039 0.0161025353822 0.0158691822138 0.0145857397879 0.0115521485993
Topic 28: país debate televisión redes sociales
Topic 28: 0.0351631890968 0.0312249906819 0.0166677215412 0.0163864216545 0.0142063475319
Topic 29: política equipo socialista forma ser
Topic 29: 0.0321186513122 0.0206394177342 0.0174643105743 0.016365235019 0.016365235019
Topic 30: socialista socialistas años zapatero españa
Topic 30: 0.0231509147846 0.0217152547848 0.0183055622852 0.0162418010355 0.0146266835357
Topic 31: gobierno españa cataluña presidente líder
Topic 31: 0.0371751755661 0.0357286988218 0.0307383540541 0.0253863901003 0.0242292087049
Topic 32: candidato madrid día debate gobierno
Topic 32: 0.0206308176022 0.017896777561 0.0157841102564 0.0154112866144 0.0135471684044
Topic 33: si líder elecciones país gobierno
Topic 33: 0.0186183177358 0.0175524241972 0.0162022923817 0.0161312328125 0.015989113674
Topic 34: congreso acuerdo mesa cámara dos
Topic 34: 0.0417954025601 0.021836604633 0.0207003364342 0.020058097887 0.0198110830612
Topic 35: policía dos embajada sido casa
Topic 35: 0.0183072592182 0.0156921562293 0.0153844970542 0.0130770532404 0.0129232236528
Topic 36: campaña candidato cataluña debate partido
Topic 36: 0.0256506943806 0.0250375547994 0.02033681801 0.0202346280797 0.0115484840124
Topic 37: debate cara presidente país debates
Topic 37: 0.0356302692098 0.0235070379522 0.0213785317009 0.0211934442007 0.0208232692005
Topic 38: presidente gobierno tras funciones dos
Topic 38: 0.0348306124375 0.0242787409816 0.0205898753507 0.0169867972925 0.0154426209819
Topic 39: españa gobierno euros millones violencia
Topic 39: 0.0138765275479 0.0138765275479 0.0130836397514 0.0130836397514 0.0113987531839
Topic 40: votos partido formación fuerza diputados
Topic 40: 0.0310211690503 0.0236528953631 0.0159162079916 0.0145162359911 0.0142951877805
Topic 41: presidente candidato líder violencia mensaje
Topic 41: 0.0441273287162 0.0241879726748 0.0230081291221 0.0173448800689 0.0169909270031
52
WARNING:lda:all zero column in document-term matrix found
-3413190.7839068924
Topic 0: campaña elecciones partido partidos dos
Topic 0: 0.0329113507465 0.0231479754709 0.0201860526345 0.0195278475597 0.0190890441765
Topic 1: general secretario federal partido díaz
Topic 1: 0.029466215418 0.0252270721419 0.0249490955336 0.0240456715567 0.0217523645385
Topic 2: partido gobierno presidente elecciones si
Topic 2: 0.035727116722 0.034522865716 0.0205736248959 0.0204732706454 0.0185665398858
Topic 3: debate cara debates presidente país
Topic 3: 0.0846648423178 0.0495948351444 0.0374620296324 0.0329454377994 0.0287830884632
Topic 4: programas televisión política partidos campaña
Topic 4: 0.0409623948856 0.0329232967958 0.027053479143 0.0197800094428 0.0160794722268
Topic 5: si sistema partido nuevo gobierno
Topic 5: 0.0165627604249 0.0137145690264 0.0135035918858 0.0130816376046 0.0114993090499
Topic 6: voto campaña socialistas aunque mayoría
Topic 6: 0.0333868521987 0.0212813945487 0.0200071358487 0.0179683219287 0.0168214890987
Topic 7: reforma constitución único laboral españa
Topic 7: 0.0610846269271 0.0310741365345 0.0205837438751 0.0181935278261 0.0180607380456
Topic 8: millones años ahora año cuatro
Topic 8: 0.0338522235598 0.0288460850805 0.0182378392553 0.0178802579353 0.0172842890687
Topic 9: votos elecciones resultado fuerza partido
Topic 9: 0.0336321165108 0.0295378608977 0.0232502540632 0.0194484452795 0.0192291101574
Topic 10: empresas empresa grupo presidente cara
Topic 10: 0.0163986286169 0.0149079947662 0.0132517349322 0.0117611010815 0.0117611010815
Topic 11: según ser josé presidente manuel
Topic 11: 0.0293550049183 0.0176448545599 0.0162396365169 0.0137414711072 0.0123362530642
Topic 12: pacto gobierno partidos acuerdo españa
Topic 12: 0.0377218766952 0.0285124957422 0.0186723352719 0.0185461793685 0.0182938675615
Topic 13: partido voto campaña barcelona elecciones
Topic 13: 0.0499028855444 0.0278902756058 0.0220136059842 0.0203203282967 0.0171329820612
Topic 14: política españa político españoles partidos
Topic 14: 0.0269387875048 0.0256653638563 0.0145963736813 0.0142045510202 0.0138127283591
Topic 15: ley gobierno líder propuestas socialistas
Topic 15: 0.0436214039258 0.0185801493243 0.0161568021049 0.0150028272384 0.0139642498586
Topic 16: gobierno francia ayer exteriores consejo
Topic 16: 0.0291687315049 0.0229388194317 0.0220892859671 0.0179832075552 0.0177000297337
Topic 17: madrid candidato campaña día hoy
Topic 17: 0.0231707174368 0.021883520367 0.017670875411 0.0153305171022 0.0132241946242
Topic 18: españa cataluña diálogo acuerdo socialistas
Topic 18: 0.0281621038891 0.0236885528429 0.0196550232111 0.0163548626033 0.0156214935794
Topic 19: debate gobierno electoral televisión diario
Topic 19: 0.0190026167975 0.0128356417821 0.0121689417804 0.01200226678 0.0116689167792
Topic 20: hacer cosas dirigente cambio va
Topic 20: 0.0184606077528 0.0183054896304 0.0181503715079 0.0142724184466 0.0141173003242
Topic 21: si solo partido campaña derecha
Topic 21: 0.0358032004321 0.0248273038494 0.022910877462 0.0191651349774 0.017510039461
Topic 22: debate cara candidatos gobierno país
Topic 22: 0.0489404025905 0.0450975959854 0.0259965866835 0.024075183381 0.0236230884863
Topic 23: dos debate cuatro madrid periodistas
Topic 23: 0.032021294597 0.0239512150676 0.0143191846616 0.0136683717964 0.0111952829084
Topic 24: ayer fuerzas partido gobierno líder
Topic 24: 0.0294694531867 0.0251081485673 0.0248724023716 0.022632813513 0.0221613211217
Topic 25: poder democracia constitucional cualquier cataluña
Topic 25: 0.016293339177 0.0143877969073 0.0123869775241 0.0121011461837 0.0120058690702
Topic 26: elecciones dos partidos gobierno bien
Topic 26: 0.027001049996 0.0222702989604 0.0181164687828 0.015462632836 0.0138472544336
Topic 27: mujeres pasado jóvenes años españa
Topic 27: 0.0167587875184 0.0139208346284 0.0113531629661 0.0112180223523 0.0110828817384
Topic 28: ataque gobierno embajada policía casa
Topic 28: 0.0219069930176 0.0187124450462 0.0181039597183 0.0174954743904 0.0120191064393
Topic 29: campaña años política idea jóvenes
Topic 29: 0.0244512910383 0.0196461127521 0.013851633054 0.0131449891883 0.0114490439108
Topic 30: socialista partido socialistas corrupción frente
Topic 30: 0.038057505094 0.0158489386246 0.0157411300495 0.0150942785989 0.0147708528736
Topic 31: españa déficit impuestos gobierno fiscal
Topic 31: 0.0199371708771 0.0175206661498 0.0164131014831 0.0163124137862 0.0163124137862
Topic 32: ser política entonces presidente equipo
Topic 32: 0.0163511559717 0.0137838312592 0.0094599159539 0.0094599159539 0.00932479360061
Topic 33: cataluña mas independencia constitucional gobierno
Topic 33: 0.0610863388211 0.0317143252418 0.0266061489672 0.0200080879458 0.0188374642162
Topic 34: congreso elecciones presidente partido si
Topic 34: 0.0320766539606 0.0257360674937 0.020738193455 0.0180527685984 0.0168592464399
Topic 35: elecciones partido gobierno si mayoría
Topic 35: 0.0277281255488 0.0215357172565 0.0176539090733 0.0150660369511 0.01377210089
Topic 36: gobierno elecciones españa presidente funciones
Topic 36: 0.0300682952649 0.0197762208973 0.0192616171789 0.0170561726716 0.0145566688966
Topic 37: cara redes sociales campaña electoral
Topic 37: 0.0199456727887 0.0195785970365 0.0177432182755 0.0161525566826 0.0159078395145
Topic 38: años cambio partidos si día
Topic 38: 0.0237079846739 0.0205043761293 0.0190947883696 0.0164037571921 0.0142253033817
Topic 39: gente madrid ahora cada público
Topic 39: 0.0209606505192 0.0174937359157 0.0143419953669 0.0135540602298 0.0122933640103
Topic 40: izquierda ganar socialista encuestas campaña
Topic 40: 0.0215861857745 0.0199819154987 0.0169192176995 0.0164816894424 0.0156066329284
Topic 41: si hizo debate política soraya
Topic 41: 0.0288728956581 0.0189701103254 0.0139489797342 0.0129726487859 0.0122752695371
Topic 42: cada país política sociales análisis
Topic 42: 0.0349552252656 0.0256754875729 0.0201076449572 0.0171690613545 0.0146944646365
Topic 43: españa presidente gobierno país español
Topic 43: 0.036313805625 0.0267869717094 0.0218164496666 0.0215403095531 0.0162936473967
Topic 44: r si gobierno va partido
Topic 44: 0.040639933774 0.0155543291482 0.0149271890326 0.0141746208938 0.013422052755
Topic 45: congreso mesa cámara acuerdo grupos
Topic 45: 0.0428141169878 0.036335221552 0.032920668552 0.0323953527058 0.0312571683725
Topic 46: campaña según equipo partido electoral
Topic 46: 0.0571373983296 0.021291191295 0.020381389086 0.0191076659934 0.0151045362738
Topic 47: líder ayer gobierno dijo socialista
Topic 47: 0.0575883842431 0.0492547838072 0.0346175625287 0.0282071006549 0.0267113262177
Topic 48: presidente candidato líder rey violencia
Topic 48: 0.0334377114652 0.0257420356389 0.0241498268473 0.0207000411321 0.0203019889341
Topic 49: siempre líder partidos partido si
Topic 49: 0.0172620251628 0.0168574780533 0.0156438367248 0.0152392896153 0.0133514031042
Topic 50: país candidato electoral partidos líder
Topic 50: 0.031162760814 0.0281108951604 0.0253802785229 0.0187946736913 0.0134940649244
Topic 51: congreso diputados grupo socialistas ayer
Topic 51: 0.0463955514612 0.034963428305 0.0339645049225 0.0270830327314 0.023198330688
62
WARNING:lda:all zero column in document-term matrix found
-3395950.1907744473
Topic 0: elecciones mayoría resultado crisis ser
Topic 0: 0.0319911230182 0.0187956094928 0.0167962892617 0.0161964931923 0.0159965611692
Topic 1: gobierno años año millones españa
Topic 1: 0.0301479429139 0.0249202781118 0.0238747451513 0.0196926133096 0.0193441023228
Topic 2: pacto gobierno partidos fuerzas antonio
Topic 2: 0.0270363615197 0.0254841088129 0.0156531750036 0.0150064030424 0.0124193151978
Topic 3: líder socialista pasado españa sino
Topic 3: 0.0245608951805 0.0190419029485 0.0161444320267 0.0158684824151 0.0154545579977
Topic 4: federal congreso comité partido general
Topic 4: 0.0435834449313 0.0319349905307 0.0310633374803 0.0273390017195 0.025437213246
Topic 5: mayoría partido votos si izquierda
Topic 5: 0.0259363570973 0.0228970589725 0.0179328720354 0.0175276322855 0.017223702473
Topic 6: votos elecciones diputados resultado partido
Topic 6: 0.0339592041847 0.0252792434729 0.0211676831358 0.020634703092 0.0198733030296
Topic 7: propuestas único reforma tres contrato
Topic 7: 0.0320148476933 0.0284796826207 0.027890488442 0.0255337117269 0.0210165563564
Topic 8: si campaña aunque político ser
Topic 8: 0.033336419896 0.0253113570073 0.0143540596015 0.0123477938793 0.0111131688195
Topic 9: gente ahora candidato cada mayor
Topic 9: 0.0189941022748 0.0145672383509 0.0135676239165 0.0122824053579 0.0119968012338
Topic 10: programas campaña televisión política partidos
Topic 10: 0.0346798151976 0.0256430241621 0.0241745456189 0.0221412676359 0.0166062331266
Topic 11: país través diario televisión electoral
Topic 11: 0.0251146622256 0.0152015015134 0.0137475712756 0.0133510448471 0.013218869371
Topic 12: candidato barcelona gobierno líder campaña
Topic 12: 0.0348481232199 0.0241873120435 0.0225961461963 0.0210049803491 0.0203685140102
Topic 13: partidos pacto acuerdo presidente ayer
Topic 13: 0.0345747070113 0.0302190098956 0.0268161215239 0.0213715001293 0.0178324962228
Topic 14: gobierno equipo euros josé dependencia
Topic 14: 0.0289787329458 0.0156976042224 0.0150076754575 0.0148351932663 0.0132828535454
Topic 15: justicia país vida caso tribunal
Topic 15: 0.0171242026831 0.0167478879335 0.0137373699362 0.0137373699362 0.0129847404369
Topic 16: líder secretario ayer formación general
Topic 16: 0.0309016132047 0.0245235712636 0.0227641114178 0.0218843814949 0.0208946853316
Topic 17: congreso mesa acuerdo cámara grupos
Topic 17: 0.0546108493088 0.0303713631859 0.0282325849986 0.0276622441487 0.0259512215988
Topic 18: ayer líder elecciones tras gobierno
Topic 18: 0.0403169732482 0.0365629131506 0.0251375128536 0.0218731127687 0.0205673527348
Topic 19: españa violencia demás cambio francia
Topic 19: 0.0514358701802 0.0174893274127 0.0142318308845 0.0135460421417 0.0128602533989
Topic 20: españa gobierno elecciones derecho crisis
Topic 20: 0.0365230734114 0.0336064014609 0.0181353589409 0.0152186869904 0.0144578160468
Topic 21: madrid partido pasado política años
Topic 21: 0.0315932653854 0.0233191670741 0.0169255456517 0.0165494502739 0.0157972595183
Topic 22: españa política país elecciones gobierno
Topic 22: 0.0390278589304 0.0251369795054 0.0240345287574 0.0235935484582 0.0211681568126
Topic 23: campaña dos cataluña mas después
Topic 23: 0.0330632790743 0.0281486886979 0.0232340983216 0.0163834571909 0.0157877492665
Topic 24: si campaña partido elecciones voto
Topic 24: 0.0261703351196 0.0259203080334 0.025586938585 0.0232533524465 0.0208364239459
Topic 25: reforma constitución ley constitucional españa
Topic 25: 0.0352891976071 0.032262201582 0.0321028860017 0.022703266766 0.0223846356054
Topic 26: españa gobierno cataluña si líder
Topic 26: 0.0232644510047 0.0229923680738 0.0165984191982 0.0127892581659 0.0121090508387
Topic 27: debate corrupción cara actitud candidato
Topic 27: 0.0370425828145 0.0254840150261 0.0210182047443 0.0165523944624 0.0162896997399
Topic 28: encuestas izquierda siempre ganar partidos
Topic 28: 0.0214567111177 0.0199770654928 0.0184974198679 0.0183124641648 0.0175726413524
Topic 29: madrid día hoy candidato hora
Topic 29: 0.0196144096805 0.0188743130979 0.017764168224 0.0133235887283 0.0131385645827
Topic 30: fuerzas cataluña ayer políticas españa
Topic 30: 0.024746639969 0.0236132493365 0.0221020618265 0.0219131633877 0.0192685852451
Topic 31: partidos años centro dos sigue
Topic 31: 0.0170950491634 0.0166245863848 0.0155268399015 0.0147427352706 0.00941082378033
Topic 32: política años trata toda general
Topic 32: 0.0283702734562 0.0163231731803 0.0159345570424 0.0150277860539 0.0134733215021
Topic 33: debate cara candidatos redes público
Topic 33: 0.0462060358219 0.0366464410425 0.0362481245934 0.016465074286 0.0161995299866
Topic 34: josé zapatero luis rodríguez socialista
Topic 34: 0.0307280968306 0.0305583377188 0.0288607466006 0.0251260461405 0.0239377323578
Topic 35: cada mujeres análisis podrá web
Topic 35: 0.0256291669169 0.0246281057921 0.0178208901436 0.0146174945442 0.0134162211945
Topic 36: política político imagen hacer frente
Topic 36: 0.0188448935991 0.0136838820409 0.0134438349917 0.013323811467 0.0117635056471
Topic 37: presidente candidato equipo política confianza
Topic 37: 0.0260748595727 0.0161005827078 0.0143507095736 0.0124258491259 0.0119008871857
Topic 38: gobierno política partidos partido parlamento
Topic 38: 0.0273371552957 0.0235405039422 0.0206297379045 0.0182251920473 0.0180986370022
Topic 39: líder elecciones ahora funciones gobierno
Topic 39: 0.0231104906918 0.0221720412449 0.0209989794362 0.0183009372764 0.0174797940103
Topic 40: política madrid años ser partidos
Topic 40: 0.052234496407 0.0191428617775 0.0188184339871 0.0123298781774 0.0118432364916
Topic 41: grupo millones ayer propio diputados
Topic 41: 0.0284414655646 0.0201257338633 0.0163004972808 0.0151362948426 0.0126415753322
Topic 42: ataque policía embajada alicante sido
Topic 42: 0.0270153755065 0.0227598201565 0.0220197235739 0.0127685162914 0.0122134438544
Topic 43: campaña según electoral tras cara
Topic 43: 0.0294678347539 0.0231395969704 0.0221508098167 0.0176023889098 0.0154270571717
Topic 44: gobierno socialista españa presidente campaña
Topic 44: 0.0301479429139 0.0249202781118 0.0240490006447 0.0202153797898 0.0191698468294
Topic 45: debate cara país debates televisión
Topic 45: 0.0793877238995 0.0450456913686 0.0308149176144 0.0244639937902 0.0207004833759
Topic 46: madrid electoral comunidad anoche valenciana
Topic 46: 0.0238757140078 0.0231683378429 0.0215767414717 0.0206925212655 0.0176861725644
Topic 47: partido socialista voto socialistas ley
Topic 47: 0.0309376165288 0.0263800461281 0.0215462593396 0.0183697708785 0.0179554462966
Topic 48: partido partidos elecciones españoles gobierno
Topic 48: 0.0393786297163 0.0289770546207 0.0263766608467 0.023280953973 0.0200614188244
Topic 49: gobierno presidente líder partido socialista
Topic 49: 0.0440028067303 0.0320157293844 0.031138626164 0.0279225810224 0.0254374552312
Topic 50: presidente solidaridad condena escribió pontevedra
Topic 50: 0.0464250424148 0.0214422879729 0.0208829725749 0.0184592725171 0.0178999571192
Topic 51: debate presidente cara debates país
Topic 51: 0.0395579379046 0.0342299433295 0.0266415874195 0.0245426804656 0.0227666822739
Topic 52: impuestos millones programa euros ser
Topic 52: 0.0238444989517 0.01781520205 0.0141154062239 0.0137043177988 0.0130191704236
Topic 53: r si cataluña partido acuerdo
Topic 53: 0.0474198804997 0.0180586344084 0.0177650219475 0.0173246032562 0.0149757035689
Topic 54: debate ser mejor presidente candidato
Topic 54: 0.0407552220401 0.0144382453344 0.0130848008181 0.0130848008181 0.01278403537
Topic 55: españa partido años política líder
Topic 55: 0.0152562215088 0.0143693350125 0.0113539209252 0.00975752523192 0.00833850683789
Topic 56: campaña cataluña puede ayer ahora
Topic 56: 0.0315754616723 0.0261847921512 0.0150954148505 0.0140172809463 0.0137092426879
Topic 57: presidente gobierno país tras ayer
Topic 57: 0.0330433548021 0.0222014275204 0.0214270041432 0.0191037340114 0.0161351110652
Topic 58: españa reforma programa comisión europea
Topic 58: 0.0347456454564 0.0262902209172 0.0250603409842 0.024752871001 0.0229080511015
Topic 59: partido socialistas presidente gobierno mayoría
Topic 59: 0.0257848459516 0.0238712016679 0.0226625842255 0.0202453493408 0.0178281144561
Topic 60: candidato debate cara líder candidatos
Topic 60: 0.0413839926546 0.0381509692604 0.0252188756838 0.0219858522896 0.0201753591889
Topic 61: líder si rey mas violencia
Topic 61: 0.0373389648735 0.0327048605135 0.0238338607385 0.022245024958 0.022245024958
72
WARNING:lda:all zero column in document-term matrix found
-3396264.975911104
Topic 0: debate cara candidatos debates dos
Topic 0: 0.0473887868549 0.0393974231357 0.030985461326 0.0281814740561 0.0269196797847
Topic 1: candidato aunque debate electoral barrio
Topic 1: 0.0313668256069 0.015956270283 0.015956270283 0.0119676559639 0.0119676559639
Topic 2: si barcelona cada puede día
Topic 2: 0.0248354994834 0.0230228216144 0.0190349303025 0.0164971812859 0.0154095745645
Topic 3: partido españa líder solo público
Topic 3: 0.0148542376754 0.0140925795457 0.0106651179618 0.0102842888969 0.0102842888969
Topic 4: campaña si juego izquierda perder
Topic 4: 0.026006597204 0.0198980749428 0.0157093739637 0.0157093739637 0.0136150234742
Topic 5: ayer política campaña debate líder
Topic 5: 0.0292641394019 0.0214938747169 0.0181873791063 0.0166994560815 0.0142195843735
Topic 6: políticos formación puede evaluación país
Topic 6: 0.0164301702364 0.0125284925149 0.0123231410559 0.0102696264657 0.00965357208863
Topic 7: mayoría gobierno si absoluta ser
Topic 7: 0.0399978117364 0.0316094678872 0.0280839320666 0.0240721154431 0.020303439221
Topic 8: si ser suárez hizo bien
Topic 8: 0.019052217974 0.0123050259965 0.0111143450593 0.0105851535317 0.00965906835832
Topic 9: programas televisión política partidos entretenimiento
Topic 9: 0.0410817835036 0.0299034471195 0.0234759036986 0.0185853815306 0.0157907974346
Topic 10: años aunque parlamento sido casi
Topic 10: 0.0337439274753 0.016059922353 0.016059922353 0.0132142203793 0.0128076915259
Topic 11: gobierno día ayer candidato españa
Topic 11: 0.0256122503424 0.0204545858751 0.0181425293898 0.0181425293898 0.0163640244011
Topic 12: españa campaña gran españoles final
Topic 12: 0.0338258053193 0.0256888491791 0.0215405970292 0.0151586706447 0.0143609298467
Topic 13: política puede mejor cambio mismo
Topic 13: 0.0246554488259 0.0187276866908 0.0180540773573 0.0176499117572 0.0164374149568
Topic 14: gobierno españa ayer líder si
Topic 14: 0.0354674702994 0.0311622948635 0.0310597906865 0.027677152844 0.0253195567719
Topic 15: ley social medidas españoles constitución
Topic 15: 0.0400838788554 0.0199653342 0.0176439636628 0.017489205627 0.0173344475912
Topic 16: presidente violencia gobierno escribió solidaridad
Topic 16: 0.0340406473316 0.0278698966897 0.0252821625495 0.0242868801879 0.023092541354
Topic 17: diputados formación cataluña congreso partidos
Topic 17: 0.0279702519369 0.0261485045597 0.0238981107408 0.0231479794678 0.0190758382717
Topic 18: política partidos sistema poder corona
Topic 18: 0.0272105505747 0.020222430379 0.0117474760991 0.011004059057 0.0108553756486
Topic 19: campaña partido imagen líder voto
Topic 19: 0.0346092456405 0.0244655936274 0.0216313379179 0.0180512254427 0.0161119978519
Topic 20: españa jóvenes partido si partidos
Topic 20: 0.0248761613198 0.0182856049493 0.0180730063567 0.0153092246529 0.0150966260603
Topic 21: líder socialistas socialista candidato ayer
Topic 21: 0.053192313789 0.045090441552 0.0376930799443 0.0359318033711 0.0225461014143
Topic 22: caso justicia tribunal dirigente ley
Topic 22: 0.0242006981177 0.0239865515986 0.0197036212176 0.0179904490653 0.016705569951
Topic 23: gobierno comisión españa europea fiscal
Topic 23: 0.0352977877605 0.028345544325 0.0278107563684 0.0244237659768 0.0222846141505
Topic 24: congreso mesa cámara grupos lópez
Topic 24: 0.055807619209 0.0393441233794 0.0391020131466 0.0383756824482 0.0329282022105
Topic 25: mejor tres bien siempre puede
Topic 25: 0.0206455783306 0.0166836958108 0.016058135413 0.0145984944846 0.0145984944846
Topic 26: debate candidato cara gobierno socialista
Topic 26: 0.0326970695002 0.0305334519316 0.0235617953218 0.0194749621367 0.0189941582326
Topic 27: gobierno dijo seguridad españa según
Topic 27: 0.0359823004894 0.0263727177241 0.0225735803518 0.0185509643105 0.0181040069725
Topic 28: debate país redes sociales cada
Topic 28: 0.0337827802612 0.0314530337668 0.0278128048692 0.0259198858424 0.0241725759716
Topic 29: país diario programa televisión electoral
Topic 29: 0.0231551699468 0.0176918974466 0.0173016636966 0.0160008845298 0.0132692482797
Topic 30: gobierno elecciones partido cualquier votos
Topic 30: 0.0296618182289 0.0221495460256 0.0170981905786 0.0156734492986 0.0155439273641
Topic 31: alicante violencia logró intención mensaje
Topic 31: 0.026046821194 0.0245999363371 0.0225742975374 0.0211274126805 0.0193911508522
Topic 32: si gobierno elecciones partidos momento
Topic 32: 0.0328565585127 0.0230923509309 0.0226965046776 0.0167588108779 0.0147795796113
Topic 33: españa país ser vamos política
Topic 33: 0.0297112708522 0.0261256338894 0.0247596769512 0.0169054245565 0.015368723001
Topic 34: federal comité secretario general díaz
Topic 34: 0.0319323874345 0.031737088285 0.0310535412618 0.0300770455145 0.0282217035945
Topic 35: candidato campaña elecciones posible falta
Topic 35: 0.0196670089803 0.0183560207136 0.017045032447 0.0161710402692 0.0157340441803
Topic 36: partido españa españoles parte lucha
Topic 36: 0.0244669439374 0.0214558593824 0.0175038109039 0.0169392325498 0.0169392325498
Topic 37: único propuestas contrato laboral reforma
Topic 37: 0.0344274362916 0.0298807023621 0.0274990798277 0.0274990798277 0.0236018793167
Topic 38: gobierno francia ministro españa presidente
Topic 38: 0.0267794804212 0.0266392810577 0.0207509077909 0.0199097116099 0.0194891135194
Topic 39: presidente equipo ahora líder ser
Topic 39: 0.0423909932258 0.0181294042281 0.016902694672 0.016902694672 0.0163574904249
Topic 40: madrid socialistas seis general josé
Topic 40: 0.034813287453 0.0214240764792 0.0158006078702 0.015398931541 0.0145955788825
Topic 41: años votos ahora elecciones fuerza
Topic 41: 0.0225647646512 0.0208755143164 0.0181003173377 0.0171350314321 0.0160490847883
Topic 42: ataque policía embajada casa española
Topic 42: 0.029194903768 0.0252330212482 0.024815980983 0.0173092562087 0.0148070146173
Topic 43: cataluña diputados partido si barcelona
Topic 43: 0.0341168186288 0.0271965714424 0.0235543360812 0.0200335085653 0.0173625359671
Topic 44: millones economía euros años año
Topic 44: 0.0337476028365 0.0252739084544 0.0224493436603 0.0220033597455 0.0193274562564
Topic 45: debate cara socialista comunicación televisión
Topic 45: 0.0548960994257 0.0318876025871 0.0161258764063 0.0154011993405 0.0141330144754
Topic 46: elecciones resultado dos votos electoral
Topic 46: 0.0455716586151 0.0417375968101 0.0333026608389 0.0300163221488 0.0188427706026
Topic 47: reforma constitución constitucional cambio propuestas
Topic 47: 0.0482157773642 0.0381039611941 0.0296041736888 0.0237422512713 0.0142166273429
Topic 48: cataluña mas independencia partido nuevo
Topic 48: 0.0443511284999 0.039253444123 0.0202645698192 0.0198822434909 0.0191175908344
Topic 49: gobierno presidente líder partido solo
Topic 49: 0.0448955770647 0.0355576705515 0.0319661680464 0.0310682924201 0.0251423132868
Topic 50: aunque socialistas vez momento día
Topic 50: 0.0245560271808 0.0178940556179 0.0169423453947 0.0163713192607 0.0159906351714
Topic 51: socialista derecha partido sino pasado
Topic 51: 0.025314997072 0.021536921246 0.0187033643765 0.01775884542 0.01775884542
Topic 52: ayer voto partido dijo tras
Topic 52: 0.0344303908267 0.0310750288123 0.0259690431383 0.0195500897195 0.0180912366697
Topic 53: debate cara país presidente debates
Topic 53: 0.0584109144201 0.0378514871319 0.0328961379907 0.0275190570076 0.0250940989172
Topic 54: millones trata empresa puesto solución
Topic 54: 0.0196316328022 0.0183786831499 0.014828659135 0.0142021843089 0.0114874600622
Topic 55: actitud unas nadie sino díaz
Topic 55: 0.0235714120665 0.0168703930494 0.0147907664579 0.0145596968367 0.0145596968367
Topic 56: pasado si cuatro elecciones menos
Topic 56: 0.0285754486222 0.0233803060805 0.017535770721 0.0173193064485 0.0166699136308
Topic 57: congreso partido elecciones si federal
Topic 57: 0.0512417368606 0.0398818084039 0.0292469817637 0.0244129696545 0.0242921193518
Topic 58: debate socialista corrupción presidente partido
Topic 58: 0.0307302013807 0.0215830320008 0.0201537867852 0.0201537867852 0.0167235982678
Topic 59: partido si mayoría formar gobierno
Topic 59: 0.0477456580359 0.0312186494245 0.0276426300173 0.0238733122638 0.0209738370688
Topic 60: candidato presidente campaña líder gobierno
Topic 60: 0.0455219027726 0.0402013912152 0.0348808796579 0.0216781287564 0.020889904822
Topic 61: gonzález gobierno país años política
Topic 61: 0.0257702769338 0.0252930790399 0.0206801660649 0.0202029681709 0.0195667043123
Topic 62: r partido si gobierno cataluña
Topic 62: 0.0582871681975 0.017144558529 0.0164227583593 0.0162423083169 0.0153400581049
Topic 63: políticas fuerzas condición apoyo socialista
Topic 63: 0.0456364451899 0.0339352926263 0.0274996587164 0.0259395050412 0.0251594282037
Topic 64: cataluña quiere ahora españa ejecutivo
Topic 64: 0.041092320277 0.0253029467156 0.0239713128008 0.0232103791352 0.0199764110564
Topic 65: presidente rey dos partidos ayer
Topic 65: 0.0389866508933 0.0372390337021 0.0279632193797 0.0215104789815 0.0154610348582
Topic 66: equipo candidato campaña dos gobierno
Topic 66: 0.0351900724353 0.0262058509742 0.0190933423176 0.0177831433545 0.017595972074
Topic 67: gobierno elecciones presidente formar funciones
Topic 67: 0.04373391785 0.030074017599 0.0279562036066 0.0201202918348 0.0195908383367
Topic 68: presidente electoral ver tras madrid
Topic 68: 0.0390274995447 0.0333038478549 0.0294013580664 0.02029554856 0.0192548846164
Topic 69: candidato solo casi encuesta puntos
Topic 69: 0.0376135824384 0.0253106490676 0.0244318681126 0.0240803557305 0.0195106947642
Topic 70: pacto acuerdo presidente partidos gobierno
Topic 70: 0.0563477860269 0.0324273083261 0.0299466661942 0.0262257029963 0.0198469089427
Topic 71: campaña dos elecciones cada forma
Topic 71: 0.0812642328068 0.0330824364168 0.0299662008294 0.0294867799698 0.025651413093
82
WARNING:lda:all zero column in document-term matrix found
-3385964.0620545903
Topic 0: líder sino partido frente derecha
Topic 0: 0.0230295876309 0.0193529036128 0.0164502583354 0.0162567486503 0.01586972928
Topic 1: congreso diputados cámara grupo propio
Topic 1: 0.0637820859959 0.0518682984945 0.0436850909178 0.0380290503869 0.0238287784156
Topic 2: dos debate gobierno cara candidatos
Topic 2: 0.0286550529998 0.0239088016594 0.0217993566193 0.0198656986658 0.0189867632324
Topic 3: si política razón político sido
Topic 3: 0.0201280012881 0.0179141425323 0.0177128826454 0.0138889447944 0.0132851651337
Topic 4: candidato campaña líder aunque voto
Topic 4: 0.0726659331077 0.0425623352088 0.0336350613491 0.0269915087093 0.0257458425893
Topic 5: políticas fuerzas programa si condición
Topic 5: 0.0280043863943 0.0272211016899 0.0191924334698 0.0189966122937 0.017821685237
Topic 6: déficit impuestos economía fiscal si
Topic 6: 0.0312917617135 0.0304842844742 0.0262450289682 0.0191796031249 0.0173627793367
Topic 7: elecciones gobierno presión españa líder
Topic 7: 0.0271080255024 0.0214377584466 0.0200547664818 0.018395176124 0.0175653809451
Topic 8: debate dos televisión diario canal
Topic 8: 0.0311822990045 0.0203270434441 0.0175554888329 0.0138600826847 0.0136291198004
Topic 9: millones gobierno años euros cuatro
Topic 9: 0.0328728649593 0.0280878773379 0.0276717914578 0.0208063744357 0.0197661597354
Topic 10: cambio dirigente mejor día ayer
Topic 10: 0.0238674331251 0.0168115881877 0.0161890136344 0.0145288148256 0.0141137651234
Topic 11: gobierno partido partidos fuerza mayoría
Topic 11: 0.0241563851483 0.023143902686 0.0216974991683 0.0198171745954 0.0173582886154
Topic 12: votos fuerza partido dos socialistas
Topic 12: 0.0362959045022 0.0223433068568 0.0221609199595 0.0218873396135 0.0203370509863
Topic 13: madrid candidato general josé número
Topic 13: 0.0529715856345 0.0240293427016 0.0203888089994 0.0158381418716 0.0145639550758
Topic 14: españa ejecutivo europa exteriores españoles
Topic 14: 0.063613883563 0.0283136524092 0.0220420377372 0.0218628487466 0.0207877148028
Topic 15: gobierno elecciones acuerdo legislatura partidos
Topic 15: 0.0319145984009 0.0237629429211 0.0208144717901 0.0159581663978 0.0145706505715
Topic 16: caso justicia así convencido va
Topic 16: 0.0374490506015 0.0321469993704 0.0159094674752 0.0149153328694 0.0142525764655
Topic 17: política cara presidente socialista suárez
Topic 17: 0.023378676225 0.0209297148073 0.0200391833827 0.0184807533896 0.017590221965
Topic 18: ataque embajada aseguró casa dijo
Topic 18: 0.0404750607084 0.0332179641053 0.0240070338013 0.023169676501 0.0217740810004
Topic 19: cataluña independencia gobierno líder españa
Topic 19: 0.036720140607 0.022726611215 0.0207115429825 0.020263750042 0.0198159571014
Topic 20: partido fuentes favor gobierno fuerzas
Topic 20: 0.0314026249802 0.0122009623422 0.0119750604288 0.0119750604288 0.0119750604288
Topic 21: campaña españa día equipo años
Topic 21: 0.0398977905276 0.0180500408458 0.0150103539335 0.0138704713415 0.0131105496134
Topic 22: acuerdo grupos presidente mesa dos
Topic 22: 0.0430053948266 0.0422328659534 0.0333487839108 0.032833764662 0.031031197291
Topic 23: propuestas bloque líder opción candidatos
Topic 23: 0.0355742831905 0.0262635185141 0.0248310931793 0.0219662425096 0.0217275049538
Topic 24: partido hace si política dar
Topic 24: 0.0263945993501 0.0213673986032 0.0206492270679 0.0161606549724 0.013647054599
Topic 25: españa años dos eta año
Topic 25: 0.0209471572856 0.0184621119335 0.0182846086941 0.0138470277083 0.0127820082717
Topic 26: ganar juego encuestas izquierda estrategia
Topic 26: 0.0187568502326 0.0185132864067 0.0170519034513 0.0158340843218 0.01534695667
Topic 27: política líderes hace mismo día
Topic 27: 0.0254384034045 0.0168782253528 0.016633648837 0.0127204245848 0.0127204245848
Topic 28: según cada ahora forma dos
Topic 28: 0.0161754411374 0.0152098872716 0.0140029449393 0.0137615564728 0.0135201680064
Topic 29: partido voto campaña elecciones votos
Topic 29: 0.039187011105 0.0360817424993 0.0314977745575 0.0184852204001 0.0181894805329
Topic 30: mujeres derecho ley hombres inmigrantes
Topic 30: 0.031125346889 0.0129704074487 0.012711051171 0.0121923386156 0.0114142697824
Topic 31: formación candidato líder españa si
Topic 31: 0.0321751043029 0.0271934740644 0.0261556344314 0.0222118438259 0.0217967079727
Topic 32: si candidato elecciones presidente política
Topic 32: 0.030023983298 0.0188087720206 0.0158755629173 0.0141501457977 0.013114895526
Topic 33: dos cara ver película después
Topic 33: 0.0266998580946 0.0247757173437 0.0165981191524 0.0149144959954 0.0141929432138
Topic 34: candidato líder gobierno ayer socialista
Topic 34: 0.0453727433225 0.0440438901228 0.0406268390379 0.032274047497 0.0292366687549
Topic 35: debate años presidente puede ayer
Topic 35: 0.0202860245457 0.0194664699736 0.0165980289713 0.0165980289713 0.0153686971131
Topic 36: millones gobierno grupo empresa banca
Topic 36: 0.0251914108287 0.0197047160635 0.0172107638975 0.0147168117316 0.0129710452154
Topic 37: congreso partido general elecciones federal
Topic 37: 0.0626189096357 0.0340664621821 0.0289779071904 0.0274230709429 0.0236066546991
Topic 38: socialista debate josé luis cara
Topic 38: 0.049731961585 0.0424321919839 0.0266920637817 0.0264639459817 0.0237265323813
Topic 39: casi tres menos solo crisis
Topic 39: 0.0178099411631 0.0172861707142 0.0162386298165 0.0158894495173 0.015540269218
Topic 40: puede políticos ahora cuatro votos
Topic 40: 0.0236784210195 0.0178117208289 0.0127831206655 0.012154545645 0.0117354956314
Topic 41: si partido líneas rojas cataluña
Topic 41: 0.0334229800123 0.0271564160476 0.0211509589148 0.01906210426 0.0177565701007
Topic 42: españa violencia cambio si usted
Topic 42: 0.0308485970175 0.0199991490629 0.0195736805157 0.018297274874 0.0170208692322
Topic 43: partido años elecciones barcelona política
Topic 43: 0.040792157266 0.0253671996846 0.0248530344319 0.0226249850035 0.0210824892454
Topic 44: gobierno ayer elecciones partido acuerdo
Topic 44: 0.0372309807122 0.0332216446869 0.0240574480576 0.021193636611 0.0193321591706
Topic 45: elecciones resultado votos partido ser
Topic 45: 0.0498656969296 0.0296169263193 0.0232805763324 0.0225918426381 0.0220408556827
Topic 46: cataluña general campaña secretario necesidad
Topic 46: 0.0480275238614 0.0246201343907 0.0171539843009 0.0145307423775 0.0135218031761
Topic 47: presidente rey gobierno semana partidos
Topic 47: 0.0451118421998 0.035199046073 0.017528409499 0.0163790998032 0.0155171175313
Topic 48: partidos política nueva dos tan
Topic 48: 0.030706674571 0.0275145545473 0.0218903430769 0.0193062459148 0.014594068737
Topic 49: debate ser país mejor equipo
Topic 49: 0.0248402465735 0.0241628468851 0.0158082507282 0.0128728520785 0.011969652494
Topic 50: campaña política según electoral legislatura
Topic 50: 0.0522313066091 0.0482645393041 0.0277695748948 0.0255658152809 0.0240231835511
Topic 51: r partido si todas izquierda
Topic 51: 0.0534255610335 0.0382558082016 0.0303411545501 0.0155011789536 0.0146767358649
Topic 52: recortes socialista presidente aunque gobierno
Topic 52: 0.0197103375576 0.01787703096 0.015585397713 0.0137520911153 0.0135229277906
Topic 53: años ahora solo barrio si
Topic 53: 0.0271060446021 0.0211272096777 0.0195328536979 0.0167427307332 0.0145504912609
Topic 54: elecciones gente país forma si
Topic 54: 0.0274545561504 0.0268662862521 0.0174539678805 0.0170617879483 0.0166696080162
Topic 55: día madrid hoy vida gobierno
Topic 55: 0.042851191716 0.0244026542089 0.0229148689261 0.0184515130776 0.0178563989645
Topic 56: gobierno españa país millones social
Topic 56: 0.0412490391286 0.0260625831974 0.0232502765435 0.0165007405741 0.0161257663536
Topic 57: gobierno tras país presidente francia
Topic 57: 0.0337133981679 0.0284183772526 0.0264768695836 0.0250648640062 0.0185343382106
Topic 58: socialistas tres anoche hace socialista
Topic 58: 0.0260535012181 0.0258122874303 0.0209880116747 0.0166461634947 0.0159225221314
Topic 59: redes país sociales web programa
Topic 59: 0.0352537722908 0.0328937858607 0.0317137926457 0.0241913358998 0.0194713630397
Topic 60: constitución reforma constitucional españa cambio
Topic 60: 0.0309099872954 0.0263591027173 0.0233251796651 0.0221874585206 0.0197223960407
Topic 61: reforma ley constitución presidente constitucional
Topic 61: 0.0546251506988 0.0503088395076 0.0452483367318 0.028429606918 0.0250063256285
Topic 62: españa problema gobierno valenciana cataluña
Topic 62: 0.019270863441 0.0152243867661 0.0148390080351 0.0136828718423 0.0134901824768
Topic 63: según campaña electoral partido cambio
Topic 63: 0.0282279498115 0.0278158930301 0.0226651832623 0.0203988709644 0.0168963883223
Topic 64: presidente gobierno según tras pontevedra
Topic 64: 0.0444981600404 0.0199653654665 0.0194843302788 0.0137119080261 0.0137119080261
Topic 65: forma hace sido campaña corona
Topic 65: 0.0199084987864 0.0188607749664 0.012749052683 0.0123998114097 0.012225190773
Topic 66: cara campaña candidato imagen dos
Topic 66: 0.0303174977762 0.0216040082052 0.0214224771725 0.021059415107 0.0185179806488
Topic 67: reforma laboral españa programa socialistas
Topic 67: 0.0409679870984 0.0370752775873 0.0274361873691 0.0263239846516 0.0253971490537
Topic 68: comité federal díaz si socialistas
Topic 68: 0.0339644651118 0.0315044795543 0.0244419403731 0.0229342072895 0.020474221732
Topic 69: españa margen tras tribunal derecho
Topic 69: 0.0211200682275 0.020104777956 0.0188864296302 0.0184803135216 0.0182772554673
Topic 70: debate país cara presidente debates
Topic 70: 0.0966161841638 0.0439586982154 0.0424705518733 0.0399521503715 0.0367469120963
Topic 71: gobierno izquierda mayoría partidos formar
Topic 71: 0.040513072699 0.0334878874097 0.0289215169717 0.0217792452609 0.021545072418
Topic 72: policía según interior tras dos
Topic 72: 0.0323765074055 0.0213154557963 0.0210456740497 0.0196967653169 0.0194269835703
Topic 73: ayer lista partido barcelona dijo
Topic 73: 0.0336540328322 0.0308497098604 0.0276139525854 0.0256724982203 0.023299609552
Topic 74: si gobierno ser ahora política
Topic 74: 0.029930110361 0.0285697280936 0.0256789157753 0.0173465743874 0.0164963354703
Topic 75: televisión programas medios políticos equipo
Topic 75: 0.0529613218705 0.0446643246774 0.0250692887532 0.020832524229 0.0206559923738
Topic 76: debate candidatos tres televisión país
Topic 76: 0.0419885437257 0.0272714155857 0.0272714155857 0.0248185608957 0.0246742753257
Topic 77: pacto gobierno partidos presidente acuerdo
Topic 77: 0.0439353951673 0.0371398770485 0.03066042954 0.0251291938619 0.0237068761161
Topic 78: líder partido gobierno secretario general
Topic 78: 0.0309877221917 0.0278224798841 0.0249904209772 0.020325853366 0.020325853366
Topic 79: tras ayer pasado líder bien
Topic 79: 0.0209365827019 0.0186611145243 0.0175233804355 0.0166131931645 0.0150203654402
Topic 80: campaña partido ayer populares líder
Topic 80: 0.04771955523 0.0219743879974 0.0162039194798 0.0157600372861 0.0139845085114
Topic 81: presidente candidato violencia líder mensaje
Topic 81: 0.0333985275938 0.0267560935107 0.0250954849899 0.0245419488164 0.0199291473698
92
WARNING:lda:all zero column in document-term matrix found
-3382876.006279875
Topic 0: política partido razón sido modo
Topic 0: 0.0295813680816 0.0215871239374 0.0154582034269 0.0154582034269 0.0149252538173
Topic 1: si ser gente personaje candidato
Topic 1: 0.0162515169591 0.0156344488553 0.0150173807516 0.0106979040253 0.0104922146574
Topic 2: aunque gobierno solo izquierda dos
Topic 2: 0.0316329048613 0.0213136819436 0.0210893510106 0.0175000560827 0.0166027323508
Topic 3: corrupción guerra gobierno josé dos
Topic 3: 0.0364024546748 0.0212357374525 0.0200690668969 0.0177357257858 0.0165690552302
Topic 4: campaña aunque candidato hizo final
Topic 4: 0.0410767670991 0.0231393142174 0.0218394987912 0.0215795357059 0.0213195726207
Topic 5: juego intentar partidos después perder
Topic 5: 0.0244406482075 0.0220680000949 0.0182717631148 0.0177972334923 0.017559968681
Topic 6: cataluña ahora independencia voto campaña
Topic 6: 0.0352955267739 0.0252343612757 0.0233179487998 0.021880639443 0.0206030311257
Topic 7: cara debate dos candidatos cuatro
Topic 7: 0.0422358668182 0.0368081822345 0.0259528130672 0.0227301253456 0.0157759044728
Topic 8: partido gobierno lograr líder solo
Topic 8: 0.0472326357115 0.0330637305547 0.0309974318859 0.0307022463618 0.0292263187413
Topic 9: pacto gobierno acuerdo españa ayer
Topic 9: 0.0360135387764 0.0326682015861 0.0269614499085 0.0253871735836 0.018696499203
Topic 10: campaña equipo candidato candidatos comunicación
Topic 10: 0.042468025228 0.0208583561575 0.0185968791617 0.017340503053 0.0158328517225
Topic 11: mejor si rojas líneas soraya
Topic 11: 0.0236684802498 0.0219606216605 0.0209847024666 0.0202527630712 0.0202527630712
Topic 12: mayoría partido presidente elecciones cualquier
Topic 12: 0.0288816906355 0.0271254902726 0.0259546900306 0.0216617558101 0.0208812223155
Topic 13: ayer líder socialistas presidente candidato
Topic 13: 0.0498819713858 0.0385922778496 0.0295605230207 0.0246341112959 0.0199129667262
Topic 14: aunque solo poder años programa
Topic 14: 0.0238887672433 0.0167227342397 0.0167227342397 0.0165236777674 0.0157274518781
Topic 15: grupo millones gobierno empresa banca
Topic 15: 0.023121286698 0.0223755189301 0.0176523230666 0.014172073483 0.013923484227
Topic 16: cambio españa gran llegar pacto
Topic 16: 0.0458301346919 0.0372228813362 0.0218694023775 0.0174494614651 0.016984204527
Topic 17: voto partido campaña elecciones años
Topic 17: 0.0482702295961 0.0374419586323 0.028448987832 0.0240442674399 0.0231266173583
Topic 18: política cara imagen suárez político
Topic 18: 0.0315835029359 0.0264369429434 0.0245654665825 0.0203546447704 0.0168456265937
Topic 19: si elecciones partido gobierno cambio
Topic 19: 0.0562047184044 0.0280202927864 0.0276887113086 0.0252018502246 0.0233781520964
Topic 20: años política españa vida ser
Topic 20: 0.0282852517214 0.0216533052451 0.0206780189986 0.0185323892562 0.0144361870209
Topic 21: cambio díaz va sino día
Topic 21: 0.0214875850001 0.0199370943806 0.0192725984008 0.0166146144816 0.0155071211819
Topic 22: gobierno españa ejecutivo presidente elecciones
Topic 22: 0.0573860155118 0.0508107057997 0.0240611503803 0.0233139560949 0.0194285458105
Topic 23: gonzález venezuela sino partido gobierno
Topic 23: 0.0343201782467 0.0317591620355 0.0192101826005 0.0189540809793 0.0179296744948
Topic 24: partidos gobierno socialista pasado partido
Topic 24: 0.0439114189871 0.0370932991518 0.0316388032836 0.0253661330352 0.0250934082417
Topic 25: congreso acuerdo mesa grupos cámara
Topic 25: 0.0642858005969 0.0403603320565 0.0402394963568 0.0352852326691 0.03492272557
Topic 26: españa cada país además según
Topic 26: 0.0369692190157 0.0362298839244 0.0271114177983 0.0248934125243 0.0162678364591
Topic 27: candidato solo barrio ahora media
Topic 27: 0.0232153540575 0.019865029794 0.0169933232824 0.0129250723909 0.012446454639
Topic 28: ataque policía embajada sido interior
Topic 28: 0.0270562234458 0.023245756092 0.0228647093566 0.0125764475013 0.0121954007659
Topic 29: dos reforma partidos portugal nuevas
Topic 29: 0.030903930231 0.0283860187241 0.0199166800192 0.0187721747888 0.0178565706045
Topic 30: aunque reunión funciones mesa partido
Topic 30: 0.0318304735923 0.0303946203365 0.0289587670807 0.0282408404528 0.0277622227008
Topic 31: socialistas líder españa política socialista
Topic 31: 0.0307612956468 0.0301986233284 0.0247594575839 0.0226963257498 0.0221336534314
Topic 32: ley derechos formación fundamental evaluación
Topic 32: 0.0179142722094 0.0176654974252 0.0159240739359 0.0129387765256 0.0124412269572
Topic 33: candidato hoy madrid día electoral
Topic 33: 0.0401468817154 0.0354239969774 0.0330625546084 0.0295203910549 0.026922804449
Topic 34: bien tras política derecha campaña
Topic 34: 0.0185758658904 0.0173271731156 0.0145176143725 0.0132689215977 0.0132689215977
Topic 35: análisis dos así generales elecciones
Topic 35: 0.020481386933 0.0199203299015 0.0182371588072 0.0179566302915 0.0162734591971
Topic 36: ley partido españoles reforma medidas
Topic 36: 0.0330892057178 0.02583973084 0.0198914437608 0.0197055597896 0.0185902559622
Topic 37: constitución constitucional justicia tribunal caso
Topic 37: 0.0242459138938 0.0202052649656 0.0191951027335 0.016972745823 0.0157605511445
Topic 38: elecciones vez liderazgo partidos diputados
Topic 38: 0.030124304677 0.0196819085487 0.0172721248268 0.0168704942065 0.0164688635862
Topic 39: política general españa éxito solución
Topic 39: 0.0230477470773 0.0194469116835 0.0175264661401 0.0170463547543 0.0163261876755
Topic 40: cambio crisis corrupción política si
Topic 40: 0.0231720761627 0.0207429414952 0.0198086589308 0.0190612328793 0.0128949679541
Topic 41: presidente ahora volver líder equipo
Topic 41: 0.0257524104935 0.0185831126458 0.0159494930282 0.0147789954204 0.0140474344156
Topic 42: comisión españa europea déficit fiscal
Topic 42: 0.0370092189108 0.033067641842 0.0315348063153 0.0260603937198 0.018396216086
Topic 43: españa pacto acuerdo ayer país
Topic 43: 0.0383269458434 0.0321066677368 0.0240805024379 0.0232778859081 0.0212713445833
Topic 44: campaña menos voto jóvenes actual
Topic 44: 0.0290201959219 0.0243461156445 0.0223985821956 0.0198667887121 0.0186982686428
Topic 45: cataluña dos tras mas campaña
Topic 45: 0.0751155228479 0.0344210546333 0.0228212295815 0.0197786525187 0.017686880788
Topic 46: partido ayer líder dijo críticas
Topic 46: 0.0396930277376 0.0316631105605 0.0256980292289 0.0213389313327 0.0188152430771
Topic 47: política españa presidente dar líder
Topic 47: 0.0470103572074 0.0193739184338 0.0175659271121 0.0157579357905 0.0144665134179
Topic 48: gobierno si acuerdo país políticas
Topic 48: 0.0336155227915 0.0186760808864 0.0186760808864 0.0181425293898 0.0163640244011
Topic 49: años ayer presidente según ahora
Topic 49: 0.0246045276992 0.0226622353627 0.0226622353627 0.0140298249779 0.0138140147183
Topic 50: constitución electoral reforma además nuevo
Topic 50: 0.0269502929569 0.0219083053706 0.0205174122433 0.0172140410661 0.0161708712207
Topic 51: españa país millones vez primera
Topic 51: 0.0449384626907 0.020972614025 0.0202236812542 0.0182265271987 0.0164790174002
Topic 52: ser política si españoles nueva
Topic 52: 0.0263187513448 0.0259877186884 0.0213532614992 0.017546385951 0.0172153532946
Topic 53: resultado país madrid mancha va
Topic 53: 0.0374460247003 0.0247637165202 0.0235558776459 0.019932361023 0.0193284415859
Topic 54: política partidos campaña legislatura nuevos
Topic 54: 0.0446547458616 0.0384194541103 0.0341955467949 0.0211215479615 0.0209204095179
Topic 55: año cuatro españa campaña menos
Topic 55: 0.0305478325567 0.0274151231546 0.0238908250773 0.020366527 0.0199749383248
Topic 56: si ayer pacto líder socialistas
Topic 56: 0.0383930643154 0.0316430063071 0.0293226738667 0.0265804628009 0.0213069799819
Topic 57: partido izquierda encuestas dos estrategia
Topic 57: 0.0397709132663 0.0352899991598 0.0280085137368 0.0274483994735 0.0254879995519
Topic 58: votos elecciones fuerza resultado partido
Topic 58: 0.0457109494296 0.0301416210066 0.0243530245417 0.0210595127599 0.0199616754993
Topic 59: pasado personas según audiencia millones
Topic 59: 0.0272833259496 0.025651129713 0.0251847879311 0.020987711894 0.0186560029846
Topic 60: película ver conversación noche cine
Topic 60: 0.0264838880515 0.022410070477 0.0211879252047 0.0195583981749 0.0167067258728
Topic 61: si nueva trata menos mismo
Topic 61: 0.0283244716381 0.0213776150907 0.0195073075587 0.0173698132364 0.0165682528656
Topic 62: gobierno año debate dependencia si
Topic 62: 0.0189895107324 0.0180633060875 0.0159793456364 0.0157477944752 0.0143584875078
Topic 63: gobierno francia país presidente ministro
Topic 63: 0.0301081606321 0.0240549882919 0.0230992242382 0.0211876961307 0.020231932077
Topic 64: mayoría gobierno partidos partido absoluta
Topic 64: 0.0466704730225 0.0389750145841 0.0348790447702 0.0235840977075 0.0233358571127
Topic 65: cinco madrid años cuatro cita
Topic 65: 0.0174716860279 0.0151425160858 0.013686784872 0.0133956386293 0.012522199901
Topic 66: debate país diario redes televisión
Topic 66: 0.0385858311552 0.0351912827998 0.0200289668126 0.0195763603653 0.0191237539179
Topic 67: gobierno líder socialistas partido ayer
Topic 67: 0.0419750973859 0.0389553786224 0.0371435473643 0.0348284296456 0.0258699306471
Topic 68: tres hizo debate aunque debe
Topic 68: 0.0235754934876 0.0207181465343 0.0195275853037 0.0183370240731 0.0183370240731
Topic 69: candidato debate cara líder gobierno
Topic 69: 0.0559386880403 0.0525486112793 0.0300288156525 0.025185848851 0.0222800687701
Topic 70: r partido gobierno p acuerdo
Topic 70: 0.0563133288145 0.018250864661 0.0154700453621 0.013384430888 0.0132106296818
Topic 71: campaña ser gobierno solo ahora
Topic 71: 0.0315101803175 0.019352021508 0.0188382964878 0.0174683631008 0.0169546380807
Topic 72: congreso federal partido general comité
Topic 72: 0.056569284686 0.0370831939739 0.033883985051 0.0296668460163 0.0276309857926
Topic 73: debate cara país debates presidente
Topic 73: 0.11583235439 0.0519168340344 0.0501484204277 0.04471686435 0.0435800270315
Topic 74: elecciones electoral resultado hecho ser
Topic 74: 0.0360306129299 0.0230514467295 0.0221563318191 0.0214849956363 0.0201423232707
Topic 75: partidos elecciones puede sistema partido
Topic 75: 0.0217275375677 0.020575406949 0.0192586862419 0.0181065556232 0.0179419655348
Topic 76: millones años gobierno euros economía
Topic 76: 0.0349701740935 0.0319782336332 0.0310432522393 0.0289862931728 0.0261813489912
Topic 77: líder candidato socialista reforma constitucional
Topic 77: 0.0351735513135 0.0286244451452 0.0254711718049 0.0215902200015 0.0208625415383
Topic 78: presidente candidato violencia líder escribió
Topic 78: 0.029835702261 0.0289833145098 0.028770217572 0.0283440236964 0.0251475696294
Topic 79: formación según partido diputados partidos
Topic 79: 0.031551866517 0.0271052575857 0.0226586486544 0.0224469053719 0.0196942427002
Topic 80: federal comité políticas fuerzas díaz
Topic 80: 0.0333656458176 0.029533234893 0.0240100544428 0.0223192849172 0.0199522075814
Topic 81: grupo propio política menos después
Topic 81: 0.021539433949 0.0163892595454 0.0156869630358 0.0154528641993 0.013580073507
Topic 82: programas televisión medios programa socialista
Topic 82: 0.0542419714678 0.0528092187404 0.0313179278302 0.0288617802976 0.0239494852324
Topic 83: ley voto corrupción votos dijo
Topic 83: 0.0481606335447 0.028629906092 0.0267570966102 0.0189983144715 0.0189983144715
Topic 84: socialistas madrid general andalucía socialista
Topic 84: 0.0408199878203 0.0335780239314 0.0253485195122 0.0238672087167 0.0195878664187
Topic 85: líder presidente idea gonzález dos
Topic 85: 0.0154048384099 0.0146081737791 0.0140770640253 0.0135459542715 0.0130148445176
Topic 86: socialista presidente candidato secretario ayer
Topic 86: 0.0417524577587 0.0303334701233 0.0289060966689 0.0221260727604 0.0205202776241
Topic 87: propuestas único laboral reforma contrato
Topic 87: 0.0365363892028 0.0362735563908 0.0339080610823 0.0336452282703 0.0328567298342
Topic 88: constitución reforma parte apoyo partidos
Topic 88: 0.0332405057605 0.0229096952411 0.017519707144 0.017519707144 0.0170705414692
Topic 89: rey mas presidente ayer partidos
Topic 89: 0.0627127215718 0.057655447948 0.0498166738311 0.0467823096569 0.0462765822945
Topic 90: elecciones presidente gobierno así rey
Topic 90: 0.0329133603893 0.0252407777576 0.0226159468573 0.0197892058877 0.0195872958184
Topic 91: mujeres socialista candidato socialistas posible
Topic 91: 0.028999061887 0.0204707621457 0.0201864854877 0.0173437189072 0.0170594422492
In [128]:
find_number_topics(range(5,50,2),n_iter=1000)
WARNING:lda:all zero column in document-term matrix found
5
-3447318.81915702
Topic 0: partido años elecciones votos gobierno
Topic 0: 0.00980778120759 0.00926864632408 0.00832802801666 0.00784624790798 0.00762829976358
Topic 1: debate país gobierno españa candidatos
Topic 1: 0.0168145928584 0.0144629289582 0.00995557314949 0.00854457480937 0.00832900561852
Topic 2: si política partido españa elecciones
Topic 2: 0.0105792576462 0.0092607262018 0.0078391844883 0.00746834751956 0.00680908179736
Topic 3: gobierno partido presidente si congreso
Topic 3: 0.0161147631458 0.0138422666391 0.0126680283226 0.0109895582585 0.0109204854163
Topic 4: debate líder candidato presidente campaña
Topic 4: 0.0206683812606 0.0166758133623 0.0146160433511 0.0145737193098 0.0125985973813
7
WARNING:lda:all zero column in document-term matrix found
-3433678.859431006
Topic 0: partido elecciones campaña dos votos
Topic 0: 0.0161550113512 0.0143922023403 0.011911678232 0.0110554567123 0.0102118266857
Topic 1: gobierno presidente españa tras ayer
Topic 1: 0.0141188722251 0.0122890956612 0.00978162407353 0.00693530497406 0.00641573878923
Topic 2: debate cara país candidatos candidato
Topic 2: 0.0286029520938 0.014147966489 0.0138237106136 0.0120147041506 0.0104275569709
Topic 3: españa política si cataluña gobierno
Topic 3: 0.012458624382 0.0118614854916 0.00979864205188 0.00758651388959 0.00663652020026
Topic 4: años españa gobierno programa reforma
Topic 4: 0.00832739430403 0.00752718825097 0.00732713673771 0.0066769693196 0.00665196288044
Topic 5: gobierno partido presidente congreso si
Topic 5: 0.0173500240418 0.0147602114229 0.0139452354239 0.0128586007587 0.0122881175594
Topic 6: líder candidato presidente ayer socialista
Topic 6: 0.020918902127 0.0169631263591 0.0163150049056 0.0135884249978 0.0127838604349
9
WARNING:lda:all zero column in document-term matrix found
-3433450.814514271
Topic 0: campaña electoral programas política años
Topic 0: 0.0210024525038 0.00859408482118 0.00816775754094 0.0080331278735 0.00794337476187
Topic 1: gobierno socialista partido candidato años
Topic 1: 0.011807097073 0.0106792062528 0.0104152318056 0.00986328523399 0.0087113967368
Topic 2: gobierno españa presidente ayer tras
Topic 2: 0.0167438078344 0.0136558737653 0.0123520793805 0.00974449061096 0.00971018023242
Topic 3: debate país cara candidatos candidato
Topic 3: 0.0342146540164 0.0171949413389 0.0164292730308 0.0125571790154 0.0104133077527
Topic 4: partido elecciones dos congreso votos
Topic 4: 0.018826495841 0.0148669275958 0.0137923979234 0.0134685670632 0.0129092228501
Topic 5: gobierno si partido presidente líder
Topic 5: 0.018203524286 0.0150069482826 0.0140918978999 0.0133720582655 0.0122251951192
Topic 6: españa reforma ley partidos programa
Topic 6: 0.0195433544785 0.0164457343894 0.0107010571333 0.00951832946287 0.00940568873236
Topic 7: política si partido político españa
Topic 7: 0.0134603537267 0.0117174328328 0.00638513029628 0.00636787365377 0.00591920094843
Topic 8: líder presidente candidato ayer cataluña
Topic 8: 0.0244168037445 0.0224250249831 0.0212917715498 0.0169304628825 0.0115045828082
11
WARNING:lda:all zero column in document-term matrix found
-3428535.9068643334
Topic 0: madrid elecciones partido años dos
Topic 0: 0.0130525875597 0.0128413840588 0.0117853665542 0.0109616729007 0.00893411929196
Topic 1: gobierno españa millones reforma r
Topic 1: 0.0115542209494 0.00993261654558 0.0097009587736 0.00941138655864 0.00938242933714
Topic 2: gobierno presidente españa tras ayer
Topic 2: 0.0198849266805 0.0176545305394 0.0142522313412 0.0103206856011 0.00982924238358
Topic 3: debate país cara candidatos debates
Topic 3: 0.0382276456426 0.022318483837 0.0210423478633 0.0156258596194 0.0118541688526
Topic 4: líder socialista debate partido candidato
Topic 4: 0.0205332416193 0.0164523108591 0.0152203317617 0.0140910175891 0.0136546916587
Topic 5: gobierno partido elecciones congreso cataluña
Topic 5: 0.0177205720308 0.0170309447743 0.0137926950483 0.0121735701853 0.0118587403508
Topic 6: política si ahora años españa
Topic 6: 0.0185352743476 0.0100620925355 0.00783031696887 0.0075844433895 0.00720617634431
Topic 7: españa cataluña constitución reforma gobierno
Topic 7: 0.0185735506963 0.0139206761161 0.0120137603045 0.0116514463003 0.0112509939799
Topic 8: debate campaña gobierno cara si
Topic 8: 0.0114110244379 0.0106568692065 0.00954203103841 0.00855835030183 0.00845998222817
Topic 9: partido general presidente secretario federal
Topic 9: 0.0170834876203 0.0152888365891 0.0144937380309 0.014152981506 0.0139712446927
Topic 10: campaña candidato programas líder presidente
Topic 10: 0.019748403001 0.0167616916377 0.0153797804098 0.0141316025267 0.0127051135173
13
WARNING:lda:all zero column in document-term matrix found
-3409540.5356133734
Topic 0: campaña ataque años presidente ayer
Topic 0: 0.0143711228245 0.00839252510737 0.00828282606669 0.0078988794243 0.00713098613953
Topic 1: elecciones partido votos campaña dos
Topic 1: 0.01964017991 0.0194068335482 0.0162566576634 0.015576064108 0.0124842248137
Topic 2: años madrid candidato presidente gobierno
Topic 2: 0.0161349388489 0.00956617414616 0.00849874988197 0.00784187341169 0.00771870907352
Topic 3: gobierno españa r pacto presidente
Topic 3: 0.0221597394398 0.0201528575072 0.0135468711456 0.0133378209443 0.0132542008638
Topic 4: debate líder socialista política cara
Topic 4: 0.0180909841148 0.0112371023466 0.00899910013661 0.00867272481432 0.00750709866326
Topic 5: campaña programas televisión política candidato
Topic 5: 0.0225083656683 0.0162024698859 0.014085161813 0.0125662234128 0.00874586319428
Topic 6: política si españa puede gobierno
Topic 6: 0.0145498052491 0.0130803295254 0.00794623533019 0.00772853522297 0.00676702641609
Topic 7: gobierno reforma españa millones programa
Topic 7: 0.0131099040877 0.012720160716 0.0117989491101 0.0104879941326 0.0100628195453
Topic 8: presidente congreso gobierno ayer dos
Topic 8: 0.0176914739946 0.0175197137788 0.0171418413039 0.00984203212947 0.00973897599995
Topic 9: partido líder ley presidente reforma
Topic 9: 0.0141203077234 0.0129201015704 0.0122376314049 0.0106844234421 0.00964895146696
Topic 10: partido si general cataluña gobierno
Topic 10: 0.0209568540646 0.0171211270645 0.0138847324081 0.0135850662362 0.01322546683
Topic 11: debate país cara candidatos debates
Topic 11: 0.0384526479828 0.0218282953602 0.0173914829635 0.0140775675313 0.0102158974822
Topic 12: líder presidente candidato ayer gobierno
Topic 12: 0.0210144746256 0.0208643748092 0.0206142084486 0.0132593174461 0.0128590512691
15
WARNING:lda:all zero column in document-term matrix found
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Topic 0: debate cara campaña presidente debates
Topic 0: 0.0275833484968 0.0179653810939 0.0171855458991 0.0141528534747 0.0133441354949
Topic 1: elecciones partido votos dos resultado
Topic 1: 0.0211835726911 0.0188840653432 0.0154231906477 0.0117300424828 0.0110099947274
Topic 2: gobierno presidente congreso partido elecciones
Topic 2: 0.0211018981595 0.0178233855312 0.0149621381466 0.0108888345782 0.0107894857107
Topic 3: r ataque va ser policía
Topic 3: 0.0183817731056 0.00816999211424 0.00777286729791 0.00771613518129 0.00720554613172
Topic 4: partido si federal general secretario
Topic 4: 0.0230439842836 0.0199812150152 0.0170351226712 0.0168017688222 0.0153433072658
Topic 5: años madrid gobierno si candidato
Topic 5: 0.0114154014327 0.00904535495074 0.00861004029079 0.0076426743798 0.00691714994655
Topic 6: campaña líder si ayer debate
Topic 6: 0.0190870336277 0.00922094806628 0.00906727072108 0.00879065149974 0.00857550321647
Topic 7: política político españa sido derecha
Topic 7: 0.0159058739753 0.00951445656901 0.00802604429632 0.00624578647996 0.0060414945994
Topic 8: cataluña líder partido ayer españa
Topic 8: 0.0170867965972 0.0148176638371 0.0141596153366 0.0132519622326 0.0127300616977
Topic 9: política si campaña gobierno mejor
Topic 9: 0.0102646115581 0.0102220215761 0.00766662265702 0.00766662265702 0.00732590280114
Topic 10: reforma españa ley gobierno laboral
Topic 10: 0.0144593580063 0.0118774007237 0.0098912797372 0.00957350037935 0.00909683134258
Topic 11: constitución reforma cataluña españa constitucional
Topic 11: 0.0188507918344 0.0155980201202 0.0147750296864 0.0141087993353 0.0112871178483
Topic 12: debate país candidatos cara televisión
Topic 12: 0.0277642586384 0.0181326318785 0.0129884675863 0.012660116674 0.00966847502891
Topic 13: gobierno españa presidente pacto ayer
Topic 13: 0.0244701609233 0.0197835129131 0.0172148692921 0.0136548193613 0.012302901666
Topic 14: candidato presidente líder ayer gobierno
Topic 14: 0.0217544511497 0.0216945231831 0.0189378367203 0.0139038875272 0.0136641756609
17
WARNING:lda:all zero column in document-term matrix found
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Topic 0: si campaña años líder política
Topic 0: 0.0102716027503 0.00962713530191 0.00930490157774 0.00894238863804 0.00841875883625
Topic 1: años gobierno millones españa programa
Topic 1: 0.0123509605677 0.0122570404843 0.0114117597336 0.0101907986494 0.00972119823242
Topic 2: debate socialista presidente partido cara
Topic 2: 0.0333672024007 0.0192455234708 0.0185136071848 0.0154998342425 0.0127874385944
Topic 3: gobierno candidato ayer hoy madrid
Topic 3: 0.0199729868239 0.0133633799039 0.0112559690019 0.0106333248718 0.00981909793234
Topic 4: elecciones votos resultado partido dos
Topic 4: 0.0214343718089 0.0187159103187 0.0142548453091 0.0138714725348 0.0129653187048
Topic 5: debate país cara candidatos televisión
Topic 5: 0.033314049944 0.0209793302014 0.0168899217693 0.013997413366 0.0105064549484
Topic 6: presidente ataque según policía años
Topic 6: 0.0112483690797 0.00983436919537 0.00970582375134 0.00829182386703 0.00803473297898
Topic 7: congreso mesa cámara presidente dos
Topic 7: 0.029155348291 0.0161975656916 0.0159613561129 0.0143078890625 0.0140716794838
Topic 8: españa líder ayer socialistas socialista
Topic 8: 0.017048618241 0.0152339702111 0.015042954629 0.0114614124647 0.0105063345542
Topic 9: si política gobierno puede r
Topic 9: 0.0152761586227 0.012274580114 0.0121405810734 0.00970179853512 0.00868340582681
Topic 10: españa ley partido reforma pacto
Topic 10: 0.0142051881386 0.0133784530283 0.012438981312 0.0118377194136 0.0115746673331
Topic 11: campaña programas tras presidente política
Topic 11: 0.0188519789139 0.0148158903759 0.0124533019634 0.0121087578199 0.0110259047975
Topic 12: gobierno partido elecciones si presidente
Topic 12: 0.0194339724107 0.0167822247606 0.014074846041 0.0138337780728 0.013017855719
Topic 13: campaña si aunque partido siempre
Topic 13: 0.01495507737 0.0106990437591 0.00843436532387 0.00839531914395 0.00788771880503
Topic 14: cataluña constitución españa reforma constitucional
Topic 14: 0.0185196008983 0.0144853831077 0.0139136042083 0.0132147633312 0.0091805455406
Topic 15: partido voto campaña partidos elecciones
Topic 15: 0.0255624925952 0.0214337772002 0.0202131135181 0.011883878982 0.0109863321569
Topic 16: presidente líder candidato rey ayer
Topic 16: 0.038582359177 0.0268996949527 0.0232218191783 0.0219958605869 0.0152170307283
19
WARNING:lda:all zero column in document-term matrix found
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Topic 0: años dos si día año
Topic 0: 0.0139003433772 0.00859781618249 0.0068989482463 0.006590063167 0.00597229300839
Topic 1: millones gobierno laboral reforma años
Topic 1: 0.0128704404452 0.0124856227846 0.0100484442677 0.0094070815001 0.00923605142874
Topic 2: elecciones gobierno partidos partido líder
Topic 2: 0.0161031919285 0.0149503341428 0.0126818075323 0.0122355400023 0.011008304295
Topic 3: reforma ley constitución partido constitucional
Topic 3: 0.0221018830303 0.0202600928102 0.0192991587823 0.011931997902 0.0118919589841
Topic 4: programas campaña televisión partidos política
Topic 4: 0.0235669577525 0.0230860134527 0.0197194033542 0.0171772691983 0.0151160793421
Topic 5: partido elecciones votos resultado voto
Topic 5: 0.0229309293399 0.021192504353 0.0169982091463 0.0122796270389 0.0118381222803
Topic 6: debate cara país candidatos líder
Topic 6: 0.0548562909483 0.0304808292081 0.0215888731105 0.0208810557097 0.0203944312466
Topic 7: líder candidato partido socialista cambio
Topic 7: 0.0159949586576 0.0145255090795 0.0136212324161 0.0135647151246 0.0116431272148
Topic 8: política político españa partido sido
Topic 8: 0.0176356636469 0.00906214983572 0.00841099688803 0.00765131844906 0.00681024589163
Topic 9: congreso diputados acuerdo dos mesa
Topic 9: 0.0231334529293 0.0148353665635 0.0144771757851 0.0144473265536 0.0140891357752
Topic 10: gobierno españa presidente ayer pacto
Topic 10: 0.0290878322268 0.0228484089471 0.0181351755343 0.0141401491177 0.0138708214941
Topic 11: debate país redes televisión sociales
Topic 11: 0.0220268848762 0.0213294821203 0.0131931166348 0.0127281814642 0.011798311123
Topic 12: si años madrid justicia candidato
Topic 12: 0.00923534543896 0.00831696403516 0.00734756144227 0.00653122241667 0.00617407409297
Topic 13: partido gobierno si general congreso
Topic 13: 0.018573068935 0.0175482151858 0.0174018075074 0.0135324617196 0.0131141540669
Topic 14: si r gobierno partido elecciones
Topic 14: 0.023773667484 0.0161145289878 0.0131801837199 0.012036286412 0.0114394704253
Topic 15: campaña dos solo gobierno elecciones
Topic 15: 0.026549195227 0.0117553627643 0.0106085540462 0.010149830559 0.00934706445638
Topic 16: debate cara candidato campaña socialista
Topic 16: 0.0243009309349 0.0178786949554 0.0156222336652 0.0118036068666 0.00931571364928
Topic 17: presidente gobierno líder rey ataque
Topic 17: 0.0192475441002 0.0113015532941 0.0102420878532 0.00900604483893 0.00788772020695
Topic 18: líder mas presidente cataluña candidato
Topic 18: 0.0207901172347 0.0198165022021 0.0169529285767 0.0166665712142 0.0151202414565
21
WARNING:lda:all zero column in document-term matrix found
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Topic 0: partido si federal general comité
Topic 0: 0.0226774838031 0.0212828978284 0.0172204082499 0.0143402850412 0.0136733091403
Topic 1: años españa solo vida campaña
Topic 1: 0.0158570425596 0.00783323860787 0.00730787049198 0.00716458827856 0.0068302631139
Topic 2: gobierno españa presidente francia tras
Topic 2: 0.019760686725 0.0160185645767 0.0152427587655 0.0113637297093 0.00994902499464
Topic 3: gobierno millones euros años laboral
Topic 3: 0.0170816776365 0.0154451587168 0.0112004377688 0.00910364790295 0.00854109452431
Topic 4: debate cara candidatos candidato dos
Topic 4: 0.0342810511052 0.0152296183039 0.0121959506604 0.0118319105432 0.0115285437789
Topic 5: congreso cámara mesa diputados acuerdo
Topic 5: 0.0339678701122 0.0181375961053 0.0179387233162 0.0177000759694 0.0168250356977
Topic 6: debate país candidatos redes televisión
Topic 6: 0.023615996266 0.022615812899 0.013114070913 0.0123361505165 0.0108358754661
Topic 7: elecciones partido gobierno ser campaña
Topic 7: 0.017233766857 0.0152268473476 0.0131762991532 0.0107767214788 0.0106894641089
Topic 8: campaña programas televisión política partidos
Topic 8: 0.0298487234326 0.0250699193871 0.0169224501947 0.0140238313474 0.0121436461491
Topic 9: líder partido campaña socialista debate
Topic 9: 0.0147622006194 0.0140614854228 0.0128936267617 0.012286340258 0.0108381955182
Topic 10: política si político campaña sido
Topic 10: 0.0168790441907 0.0142604750652 0.00965431732641 0.00577378717658 0.00561604204854
Topic 11: líder ayer partido cataluña gobierno
Topic 11: 0.0160487517335 0.0149243407715 0.0144473179391 0.013391053096 0.0122666421341
Topic 12: debate cara presidente país debates
Topic 12: 0.0407816561966 0.0328123024837 0.023743727569 0.0214353630453 0.0166537508175
Topic 13: partidos partido gobierno mayoría izquierda
Topic 13: 0.0174475752823 0.0145873951863 0.0139200198306 0.0130619658018 0.0112981880759
Topic 14: gobierno españa si país comisión
Topic 14: 0.0223993175594 0.0154152760941 0.0131205196127 0.0105264470684 0.00952872685913
Topic 15: españa reforma ley partidos constitución
Topic 15: 0.0209141975773 0.0163719662633 0.0155550181853 0.0121565141806 0.0117970570262
Topic 16: presidente gobierno elecciones líder funciones
Topic 16: 0.02275778636 0.0202197904461 0.0159474973245 0.0143400999124 0.0128173023641
Topic 17: debate cara comunicación socialista manuel
Topic 17: 0.0166401229726 0.0122822030474 0.0102220954464 0.00903357183041 0.00863739729175
Topic 18: candidato líder presidente ayer violencia
Topic 18: 0.0297768004045 0.0257638626933 0.0228745475413 0.0161328121865 0.0122001332295
Topic 19: partido votos elecciones madrid dos
Topic 19: 0.0212418929473 0.0185631227669 0.0175821646727 0.0174312480428 0.0112813953752
Topic 20: r cataluña presidente gobierno partido
Topic 20: 0.0226426829354 0.0194979629203 0.010832512212 0.01041321621 0.00922521087095
23
WARNING:lda:all zero column in document-term matrix found
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Topic 0: presidente ataque policía dijo embajada
Topic 0: 0.0171075637718 0.0136106306766 0.0133270955608 0.0120039316869 0.01134234975
Topic 1: años españa madrid candidato día
Topic 1: 0.0104194351382 0.00992033040733 0.00979555422461 0.00867256858011 0.0083606281233
Topic 2: gobierno españa millones déficit economía
Topic 2: 0.0146476975656 0.0129172409105 0.0119284085361 0.0106305660447 0.0106305660447
Topic 3: gobierno millones venezuela euros cambio
Topic 3: 0.0170517265065 0.0113950237177 0.00937477272176 0.00905153256241 0.00897072252257
Topic 4: política imagen partido dos si
Topic 4: 0.0184425866296 0.00907379819967 0.00839857020472 0.00806095620724 0.00738572821229
Topic 5: congreso mesa cámara diputados acuerdo
Topic 5: 0.0327140223168 0.0183549967328 0.0177723116366 0.0161491174402 0.0161074970762
Topic 6: debate país cara candidatos televisión
Topic 6: 0.0340199717251 0.0218788577575 0.0154823648283 0.0138526851011 0.0118563274353
Topic 7: debate candidato campaña cara presidente
Topic 7: 0.0215635595374 0.0159731952925 0.013795131301 0.0102376267815 0.0101650246484
Topic 8: debate campaña cara encuestas líder
Topic 8: 0.0202425548881 0.0187528753007 0.018008035507 0.0122245735792 0.0118302466296
Topic 9: líder gobierno españa ayer partido
Topic 9: 0.0221482861621 0.020406681191 0.0160033780564 0.0155761919314 0.0123230052872
Topic 10: reforma ley constitución españa constitucional
Topic 10: 0.0229409369705 0.0208832967774 0.0183440812199 0.0150606128265 0.0121273810618
Topic 11: elecciones voto campaña si solo
Topic 11: 0.0167278364286 0.012254989063 0.0116422702458 0.0103555607296 0.00919139497693
Topic 12: gobierno partidos si elecciones mayoría
Topic 12: 0.0182384183523 0.0159950704615 0.0148005605456 0.0138099913471 0.0129650940895
Topic 13: presidente gobierno elecciones líder funciones
Topic 13: 0.0199547646656 0.0154885948774 0.0148739843561 0.0125794384099 0.00926054159479
Topic 14: laboral único jóvenes debate propuestas
Topic 14: 0.0130608818067 0.0111103572852 0.0106015248013 0.0105167193874 0.0101774977315
Topic 15: partido votos elecciones madrid dos
Topic 15: 0.0237605490229 0.0204257883109 0.0164847074695 0.0145141670488 0.0130741567413
Topic 16: debate r presidente solo política
Topic 16: 0.0238781787069 0.0184204392343 0.016771747102 0.0121099279692 0.0117688192522
Topic 17: gobierno españa presidente pacto francia
Topic 17: 0.0273474185443 0.0197310896148 0.0166125927303 0.016012881791 0.0143936622548
Topic 18: cataluña campaña voto barcelona partido
Topic 18: 0.0241751518377 0.014176992295 0.0140775081204 0.0138785397713 0.0137790555967
Topic 19: campaña general si político política
Topic 19: 0.012335612669 0.0103114108054 0.0101216418807 0.00923605356544 0.00708533908544
Topic 20: programas campaña televisión socialista política
Topic 20: 0.0211319689993 0.0192709677807 0.0144683839906 0.0139881256116 0.0131476734483
Topic 21: partido federal si comité general
Topic 21: 0.0225981913835 0.0210123812129 0.0183957944314 0.0169685652779 0.0155016908701
Topic 22: presidente candidato líder mas rey
Topic 22: 0.0302809305639 0.0287966197295 0.0271144007837 0.0189012141663 0.0177137654987
25
WARNING:lda:all zero column in document-term matrix found
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Topic 0: dos campaña día candidato si
Topic 0: 0.0130355822111 0.0130355822111 0.0109851563816 0.0109119268877 0.00988671397292
Topic 1: campaña cara partido encuestas dos
Topic 1: 0.0242090266235 0.0138422512698 0.0104252694493 0.00949863031152 0.00862990611987
Topic 2: socialista derecha años frente socialistas
Topic 2: 0.0153201841174 0.0113484684071 0.00992999851061 0.00900799307787 0.00879522259339
Topic 3: cataluña partido ley presidente mas
Topic 3: 0.0236636509192 0.0173620890321 0.0149186262595 0.0133110849618 0.011703543664
Topic 4: campaña programas televisión política partidos
Topic 4: 0.0275907631429 0.0218399775446 0.018896123012 0.0138984164801 0.0113653323475
Topic 5: elecciones votos partido resultado dos
Topic 5: 0.0227874036647 0.021395579177 0.0178998339521 0.0149219769087 0.0129798962282
Topic 6: congreso mesa acuerdo cámara grupos
Topic 6: 0.0293177490145 0.0204193838205 0.0188288547761 0.0167224784741 0.0164645548453
Topic 7: si política años puede hace
Topic 7: 0.0111387748798 0.0099219850522 0.00833079835453 0.00828399874577 0.00725440735315
Topic 8: partidos gobierno elecciones si españa
Topic 8: 0.0238912416592 0.0178854213127 0.0170022124382 0.0136901791589 0.0130719329468
Topic 9: congreso cambio constitución ayer acto
Topic 9: 0.0162661824922 0.0136183532393 0.0125781346043 0.0125781346043 0.0101194360124
Topic 10: partido voto campaña cambio socialista
Topic 10: 0.0282242968855 0.017319680209 0.0121297824325 0.0116632747672 0.0102637517713
Topic 11: ataque españa policía embajada madrid
Topic 11: 0.00966341541973 0.0095933957442 0.0086131202868 0.00833304158469 0.00826302190916
Topic 12: gobierno presidente elecciones funciones líder
Topic 12: 0.0210782371419 0.0186681753381 0.0166665985858 0.0114379899268 0.0109069593598
Topic 13: gobierno presidente españa pacto francia
Topic 13: 0.026712820124 0.0172643869892 0.015631324472 0.0145814985682 0.0138816146322
Topic 14: millones gobierno euros economía españa
Topic 14: 0.0171734518079 0.0159547300254 0.0131849077926 0.0100827068919 0.00975032822393
Topic 15: debate país televisión candidatos redes
Topic 15: 0.0323602395362 0.023167744438 0.0149316939165 0.0134970270514 0.0115841378981
Topic 16: política corrupción ser españa debate
Topic 16: 0.0234230260256 0.0115565026684 0.0114943742739 0.0113079890903 0.0104381915667
Topic 17: congreso partido general secretario presidente
Topic 17: 0.0248689261182 0.0246049303843 0.0191666182674 0.0187442250933 0.0177410413048
Topic 18: reforma españa líder constitución presidente
Topic 18: 0.0277308510256 0.0254166550292 0.0192720656593 0.0143643741496 0.0120102782222
Topic 19: años campaña mujeres año ayer
Topic 19: 0.017893272957 0.0132293707124 0.0123813884861 0.00992224002985 0.00907425780356
Topic 20: partido si fuerzas socialistas federal
Topic 20: 0.0191806924163 0.0185943958423 0.0151603730521 0.0148672247652 0.0139040232508
Topic 21: partido política vida madrid españa
Topic 21: 0.0117794901997 0.010618213791 0.00962283401213 0.00887629917798 0.00887629917798
Topic 22: presidente líder candidato ayer gobierno
Topic 22: 0.0326966978016 0.023498373569 0.0197354227466 0.0194009382291 0.0188992114527
Topic 23: debate cara líder candidato presidente
Topic 23: 0.0586920996972 0.0331249355914 0.0248315560637 0.0238991642825 0.0222797469783
Topic 24: cataluña partido r si cualquier
Topic 24: 0.0195474024908 0.0181701160629 0.0171636375194 0.0164220217505 0.0110717937037
27
WARNING:lda:all zero column in document-term matrix found
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Topic 0: dos debate cara gobierno candidato
Topic 0: 0.0171715286462 0.0163627540641 0.0152429123351 0.0133765094533 0.00902156939597
Topic 1: años elecciones gobierno socialista crisis
Topic 1: 0.0233964029867 0.0163447280492 0.0123905178038 0.0123246142997 0.0104134126812
Topic 2: gobierno presidente ayer pacto francia
Topic 2: 0.0312671551147 0.0173629571996 0.015417810341 0.0149135130073 0.0139049183399
Topic 3: campaña candidato si partido voto
Topic 3: 0.0190074790691 0.0182472179194 0.014065781596 0.0139707489523 0.0137806836648
Topic 4: socialista debate gobierno candidato líder
Topic 4: 0.0190146383928 0.014814786533 0.0138984552181 0.0131348457891 0.0118367097597
Topic 5: partido r gobierno si voto
Topic 5: 0.0170622559558 0.0157948102975 0.0122362128724 0.0120899691426 0.0108712713942
Topic 6: reforma españa laboral programa impuestos
Topic 6: 0.0192305579127 0.0128816228855 0.0127595279811 0.0125153381724 0.011416484033
Topic 7: presidente ataque cara policía líder
Topic 7: 0.0154722375528 0.0140246274666 0.0139341518362 0.0127579686411 0.0114913098157
Topic 8: presidente equipo líder política grandes
Topic 8: 0.0183098591549 0.0116315366895 0.00930537942626 0.00923034209519 0.00863004344661
Topic 9: debate país televisión redes sociales
Topic 9: 0.0239294446994 0.0220708921633 0.0131846878503 0.0128362092498 0.0114422948477
Topic 10: millones euros gobierno grupo años
Topic 10: 0.0164155697513 0.0125471786883 0.0120244231393 0.00951519650381 0.00784237874685
Topic 11: partido partidos gobierno si ayer
Topic 11: 0.0226557830564 0.0178173579922 0.0163942917969 0.0156542973753 0.0142312311799
Topic 12: política si españa político cataluña
Topic 12: 0.0175425052645 0.0134106782358 0.00869894565923 0.00663303214489 0.00619810298398
Topic 13: partidos partido mayoría elecciones voto
Topic 13: 0.015367540852 0.0147214774547 0.0133832032746 0.011998781709 0.0113527183117
Topic 14: debate años política campaña si
Topic 14: 0.00994711808325 0.00925778211075 0.00915930554325 0.00886387584074 0.00827301643574
Topic 15: gobierno elecciones presidente líder si
Topic 15: 0.0286111627589 0.0207185328815 0.0176070153337 0.0120669962852 0.01145987091
Topic 16: partido política líder si años
Topic 16: 0.0128120123621 0.0100797221564 0.00953326411531 0.00771173731155 0.00710456171029
Topic 17: candidato ganar mejor si partidos
Topic 17: 0.0117139932677 0.0111863834457 0.0110808614813 0.00981459790855 0.00939251005097
Topic 18: cataluña españa ayer líder formación
Topic 18: 0.0154181656108 0.0151452857734 0.0143721262342 0.0140082864511 0.0116433278606
Topic 19: partido federal si general secretario
Topic 19: 0.0248748011331 0.020980133521 0.0181509881801 0.016718044436 0.0166813022887
Topic 20: votos partido madrid elecciones campaña
Topic 20: 0.0219668380942 0.0209270082796 0.0191073061042 0.0164644053257 0.0135182208512
Topic 21: debate cara presidente debates país
Topic 21: 0.0627038117962 0.0416634906049 0.027410369798 0.0220328187243 0.0210930525173
Topic 22: españa europa países campaña lucha
Topic 22: 0.0191116496062 0.00843195912989 0.00774496149691 0.00743268984555 0.00693305520338
Topic 23: congreso acuerdo cámara presidente grupos
Topic 23: 0.0391325562219 0.0210791082573 0.0205423841286 0.0190785910504 0.0185418669217
Topic 24: reforma constitución constitucional cataluña ley
Topic 24: 0.022124337855 0.0218392377564 0.0159091557046 0.0159091557046 0.0131151747379
Topic 25: campaña programas televisión partidos política
Topic 25: 0.0287381926082 0.0286531708852 0.019980955134 0.0151347169202 0.014794630028
Topic 26: presidente líder candidato mas violencia
Topic 26: 0.038329729342 0.0265441651209 0.0250069176138 0.0186529612511 0.016398331574
29
WARNING:lda:all zero column in document-term matrix found
-3357755.7682773266
Topic 0: ley cataluña constitución tribunal justicia
Topic 0: 0.0207541252756 0.0170646669803 0.0117149524521 0.0108848243357 0.00977798684708
Topic 1: campaña día electoral elecciones dos
Topic 1: 0.020578785981 0.0147226040489 0.0117131772227 0.011387833782 0.0113064979219
Topic 2: según ataque policía presidente embajada
Topic 2: 0.0140014921661 0.0130804019638 0.0116987666602 0.011238221559 0.0110540035186
Topic 3: gobierno presidente españa francia ayer
Topic 3: 0.0258844621744 0.0161419751307 0.0147584266748 0.0136054696282 0.011818386206
Topic 4: reforma laboral programa gobierno españa
Topic 4: 0.0170944261765 0.0140486209962 0.0131162316552 0.0127432759189 0.0123081608931
Topic 5: mas partido cataluña elecciones españa
Topic 5: 0.0158563808703 0.0137701064695 0.012309714389 0.0113361196687 0.0106406948685
Topic 6: congreso cámara mesa acuerdo presidente
Topic 6: 0.0306280484739 0.0187884273418 0.0187884273418 0.0175998939463 0.0175998939463
Topic 7: gobierno elecciones si españa partido
Topic 7: 0.0277928215457 0.0195066348963 0.0168106507234 0.0162555951583 0.0150661903761
Topic 8: congreso general partido secretario elecciones
Topic 8: 0.0276111968211 0.022943008249 0.0227152917333 0.0208935596076 0.0165669458092
Topic 9: campaña encuestas puede ganar izquierda
Topic 9: 0.0184820563853 0.0119958772779 0.0118181737407 0.0112850631292 0.00968573129448
Topic 10: país debate redes sociales televisión
Topic 10: 0.0236247871474 0.0232209561372 0.0137982325663 0.0125867395357 0.0113752465052
Topic 11: líder ayer partido gobierno socialista
Topic 11: 0.0230309817096 0.0204955383239 0.0191573876482 0.0181009529041 0.0140865008768
Topic 12: candidato ayer si líder cambio
Topic 12: 0.0119058685389 0.0109273710218 0.00986733204498 0.00905191744743 0.00888883452792
Topic 13: barcelona si política partido propio
Topic 13: 0.0137424702049 0.0133967694262 0.0114089899487 0.0113225647541 0.0107175883914
Topic 14: voto partido partidos mayoría campaña
Topic 14: 0.016933039715 0.0153118343488 0.0145012316657 0.0140959303242 0.0121144570989
Topic 15: política ser españa democracia partidos
Topic 15: 0.0225328244776 0.0107033380745 0.0101869716045 0.00774596647373 0.00769902406737
Topic 16: partido político socialistas sino socialista
Topic 16: 0.0149935331098 0.0115831333209 0.0101674956727 0.00945967684853 0.0089448995219
Topic 17: gobierno ley electoral mujeres españa
Topic 17: 0.0101887579518 0.00922611646358 0.00898545609152 0.00898545609152 0.00858435547141
Topic 18: r si cataluña gobierno partido
Topic 18: 0.0251787816996 0.0203921230746 0.0132121351369 0.0125420029294 0.0117761375494
Topic 19: presidente gobierno elecciones líder funciones
Topic 19: 0.0216335176886 0.0181362630335 0.0127904594893 0.0125406555854 0.0112416752849
Topic 20: reforma líder españa constitución cataluña
Topic 20: 0.0188710522102 0.0186979272616 0.0167935528269 0.0160577717953 0.0156249594238
Topic 21: cara debate dos candidatos gobierno
Topic 21: 0.026966714667 0.0261412310712 0.0158685463234 0.014767901529 0.0111908059472
Topic 22: si años españa política partido
Topic 22: 0.0111112538293 0.0104047987566 0.00944145093027 0.00783587121966 0.00745053208912
Topic 23: socialista fuerzas partido díaz si
Topic 23: 0.0173098683973 0.0171548592776 0.0168448410381 0.0165864925053 0.0159664560265
Topic 24: debate cara presidente política debates
Topic 24: 0.0385167899928 0.0248974209946 0.0216877607849 0.015875673378 0.0152684403654
Topic 25: partido votos madrid elecciones dos
Topic 25: 0.0200372238821 0.0200372238821 0.0187014386407 0.0168758654775 0.0144714520431
Topic 26: debate cara candidato líder presidente
Topic 26: 0.0506033178097 0.0364626001391 0.0292169431508 0.025535681939 0.0208026318096
Topic 27: presidente líder candidato violencia gobierno
Topic 27: 0.0348473953782 0.0252231821852 0.0246700664845 0.017590185515 0.0171476929544
Topic 28: programas campaña televisión política partidos
Topic 28: 0.0268541230947 0.0249606238219 0.0199686711939 0.0167841496897 0.014890650417
31
WARNING:lda:all zero column in document-term matrix found
-3344862.0721311397
Topic 0: partido dos años cuatro política
Topic 0: 0.0124582480126 0.0110567827028 0.0104339092318 0.00942173984132 0.00934388065744
Topic 1: debate ayer campaña candidato presidente
Topic 1: 0.0197187421524 0.0162774258954 0.0149753062306 0.0133941609234 0.012929118186
Topic 2: años elecciones año mayor dos
Topic 2: 0.0194745285202 0.0140474233222 0.0107751981292 0.00965785294141 0.00957804257085
Topic 3: españa gobierno programa déficit impuestos
Topic 3: 0.0168065926128 0.0150375551903 0.0148901354051 0.01304738809 0.0122365792713
Topic 4: debate país redes televisión sociales
Topic 4: 0.0236369602071 0.0210242014376 0.0134289724567 0.0129428778019 0.0121529739879
Topic 5: congreso mesa acuerdo grupos dos
Topic 5: 0.035544988912 0.0203940297881 0.0201319024677 0.0196600732908 0.0192930950421
Topic 6: madrid barcelona millones ayer lista
Topic 6: 0.0248015600359 0.0134153922666 0.011321384401 0.0104052559597 0.00968544075594
Topic 7: españa gobierno dijo líder ayer
Topic 7: 0.0267041028158 0.0153111448347 0.0146807044721 0.0145906415631 0.0143204528363
Topic 8: ataque presidente policía embajada según
Topic 8: 0.0158283475704 0.0153793482775 0.0142568500455 0.013471101283 0.0118996037581
Topic 9: política imagen políticos mejor juego
Topic 9: 0.0128399088564 0.0122615866847 0.0106422846039 0.0100639624322 0.00960130469482
Topic 10: ayer líder campaña partido voto
Topic 10: 0.0175078509779 0.0169628807128 0.0138974229719 0.0131480888574 0.0123306334598
Topic 11: si campaña gente candidato puede
Topic 11: 0.0167468423422 0.0156409709551 0.00932170588561 0.00892675181876 0.00892675181876
Topic 12: política si españa político española
Topic 12: 0.0199980227119 0.0119989933806 0.00804441708197 0.00781972524682 0.0068760195392
Topic 13: partido elecciones votos fuerza voto
Topic 13: 0.0307480175833 0.0230528391245 0.0194859752896 0.014498971224 0.0143008121221
Topic 14: partido sido electoral sino elecciones
Topic 14: 0.0110769574214 0.0109052349593 0.0103042063417 0.00927387156877 0.00858698172014
Topic 15: partido general federal congreso si
Topic 15: 0.0270568131538 0.0202927370097 0.0200893061482 0.0193264404176 0.0185127169717
Topic 16: campaña programas televisión política partidos
Topic 16: 0.0296731633653 0.0280835769227 0.0200473343518 0.0162499889612 0.0161616786033
Topic 17: gobierno presidente elecciones funciones si
Topic 17: 0.0307631764764 0.0153368383653 0.0136727727381 0.0120986566043 0.0105695152172
Topic 18: rey gobierno presidente partido candidato
Topic 18: 0.0237096233245 0.019199232077 0.0148044918871 0.0134166791955 0.0104097516972
Topic 19: gobierno españa presidente francia pacto
Topic 19: 0.0260593365626 0.0176432449955 0.0167704651293 0.0150249053969 0.0134663699215
Topic 20: debate cara país debates presidente
Topic 20: 0.047659953069 0.0359011847219 0.0230497874577 0.0215409189529 0.0211246793654
Topic 21: cataluña fuerzas líder socialista partido
Topic 21: 0.0204897359234 0.0185967139365 0.0180399427639 0.0167593690669 0.0160355665425
Topic 22: único líder socialista socialistas debate
Topic 22: 0.0147412018233 0.0142605365826 0.0139400930888 0.0138599822154 0.0122577647464
Topic 23: día gobierno partido hoy candidato
Topic 23: 0.0181923026621 0.0159332754705 0.0151010022947 0.0139120406149 0.0131986636071
Topic 24: constitución reforma partidos constitucional cambio
Topic 24: 0.0266537158466 0.0232723583974 0.0171726547634 0.0151173198433 0.0137912973141
Topic 25: r si partido va cataluña
Topic 25: 0.02866153016 0.0219386626801 0.0122081965908 0.0108813148513 0.0108813148513
Topic 26: debate cara socialista líder candidato
Topic 26: 0.0427096631979 0.0259017055944 0.0130431587939 0.0103796026709 0.00982852209374
Topic 27: ley partido reforma social presidente
Topic 27: 0.0227970320692 0.0162522888217 0.0136785133873 0.0131637583004 0.0125754667726
Topic 28: líder presidente elecciones gobierno ser
Topic 28: 0.0152807138566 0.0148356661252 0.0134263483092 0.0120912051151 0.0108302365429
Topic 29: presidente candidato líder si violencia
Topic 29: 0.0282420094056 0.027165029258 0.0247717400409 0.0181901946941 0.0171132145464
Topic 30: cataluña mas campaña dos partido
Topic 30: 0.0310014846496 0.0149241905582 0.0140010923329 0.0121548958822 0.00946252605829
33
WARNING:lda:all zero column in document-term matrix found
-3352041.4370642286
Topic 0: debate cara país candidatos tres
Topic 0: 0.0388285573689 0.0275711676003 0.0244703297 0.0146285398424 0.0117973400204
Topic 1: elecciones partido si política gobierno
Topic 1: 0.0101131731556 0.009676211165 0.00948894174048 0.00923924917445 0.00911440289144
Topic 2: caso justicia españa dos si
Topic 2: 0.00992484778316 0.00992484778316 0.00858099796355 0.00816750571136 0.00816750571136
Topic 3: presidente candidato años madrid día
Topic 3: 0.0130402801809 0.0117864874579 0.0112849703687 0.010699867098 0.0100311776457
Topic 4: millones gobierno años socialista pasado
Topic 4: 0.0149664847153 0.0120521121325 0.0117370448262 0.010870609734 0.00992540781524
Topic 5: líder gobierno gonzález ayer felipe
Topic 5: 0.03032137366 0.0282785166708 0.0246228778479 0.0198920511359 0.0160213747352
Topic 6: congreso partido elecciones general secretario
Topic 6: 0.0427745475712 0.0269468988927 0.0201449341714 0.018444442991 0.0150434606304
Topic 7: cataluña partido mas independencia presidente
Topic 7: 0.0209637352591 0.0182856667929 0.016808111777 0.012467793918 0.0120984051641
Topic 8: programas televisión campaña política según
Topic 8: 0.0210980405034 0.0170756134201 0.0142845415664 0.0123143731991 0.0112471986669
Topic 9: debate cara debates candidato socialista
Topic 9: 0.0273976948292 0.0144202947312 0.0125938458285 0.0101906235881 0.00970997914003
Topic 10: gobierno españa presidente país francia
Topic 10: 0.0277691614737 0.0184821271024 0.0171819422904 0.0166247202281 0.0166247202281
Topic 11: debate dos candidatos cara gobierno
Topic 11: 0.018006500051 0.0135900891209 0.0117782282265 0.0115517456147 0.0114385043088
Topic 12: país debate televisión programa diario
Topic 12: 0.0203725603598 0.0183008623443 0.0110499192901 0.0106183155369 0.0105319947862
Topic 13: campaña debate presidente debates país
Topic 13: 0.0298669762578 0.0215363754797 0.0212705052421 0.0174596985032 0.0135602683517
Topic 14: años ahora debate campaña ayer
Topic 14: 0.0149741434629 0.0124576921625 0.0111994665123 0.0110736439473 0.0109478213823
Topic 15: presidente elecciones rey funciones ser
Topic 15: 0.0159024201758 0.0106266301077 0.0106266301077 0.0104780163029 0.00966064037688
Topic 16: política si españa hacer hecho
Topic 16: 0.0181946285979 0.0164703573998 0.0123677811008 0.0108813404128 0.00897869633206
Topic 17: política partido años crisis sido
Topic 17: 0.0165201544442 0.0129802618209 0.0113414226435 0.0108825476738 0.00937481563059
Topic 18: gobierno españa elecciones si líder
Topic 18: 0.03266432878 0.0238632290963 0.0175572865393 0.0156972603175 0.0145630979871
Topic 19: constitución reforma cataluña constitucional ley
Topic 19: 0.0266964676213 0.0235724793675 0.0213004879102 0.0159613079855 0.0123261216538
Topic 20: reforma laboral gobierno fiscal españa
Topic 20: 0.0154844249714 0.0152815811004 0.0132531423896 0.012509381529 0.0119684645395
Topic 21: congreso mesa acuerdo grupos cámara
Topic 21: 0.0248651125137 0.0178816548571 0.0175258098809 0.0174368486369 0.0155686625122
Topic 22: líder españa socialista cataluña presidente
Topic 22: 0.025511162709 0.0155819655228 0.0151236948834 0.0142835320446 0.0138252614052
Topic 23: r partido acuerdo cataluña gobierno
Topic 23: 0.0252190682052 0.0148351823008 0.0128219799316 0.0119743157761 0.00985515538744
Topic 24: partido ley formación voto electoral
Topic 24: 0.0199061301745 0.01753144709 0.0130614554014 0.0117344266188 0.0110359904175
Topic 25: si campaña política elecciones político
Topic 25: 0.014872484885 0.0124824063665 0.00956119928829 0.00663999221011 0.00663999221011
Topic 26: pacto gobierno partidos ayer presidente
Topic 26: 0.0305464570106 0.0272805863198 0.0240147156291 0.022766000365 0.0197882947352
Topic 27: federal si fuerzas comité partido
Topic 27: 0.0184899127771 0.0161851398485 0.0160827054961 0.0151607963247 0.0146998417389
Topic 28: debate presidente líder campaña cara
Topic 28: 0.0281364959715 0.0150466045273 0.0142190826544 0.0128649559533 0.0126392681697
Topic 29: partido gobierno elecciones mayoría si
Topic 29: 0.0201957205357 0.0198719479374 0.0195481753391 0.0169579945525 0.0157033757341
Topic 30: candidato solo debate aunque líder
Topic 30: 0.0276400221817 0.0122360417932 0.0104755868917 0.00985942767611 0.00968338218596
Topic 31: votos elecciones partido madrid resultado
Topic 31: 0.0232533539611 0.0214359939794 0.0174750811987 0.0173818832509 0.0159839140342
Topic 32: presidente candidato líder si mas
Topic 32: 0.0321270810147 0.0239808621224 0.0224893009167 0.017096733481 0.0169819980036
35
WARNING:lda:all zero column in document-term matrix found
-3341995.7427503564
Topic 0: debate años campaña candidato solo
Topic 0: 0.0162336497305 0.0124744760652 0.0123890403001 0.0102531461721 0.00948422428597
Topic 1: campaña socialista hoy día dos
Topic 1: 0.0249068912073 0.0155767347537 0.0137261252092 0.013263472823 0.01303214663
Topic 2: único laboral tres contrato reforma
Topic 2: 0.0198974326237 0.016811899518 0.0143647525722 0.0138327641057 0.0137263664124
Topic 3: elecciones mayoría resultado dos partidos
Topic 3: 0.0215800748605 0.0147531721557 0.0137330602572 0.013262239381 0.0118497767524
Topic 4: presidente elecciones funciones proceso ahora
Topic 4: 0.0209604266493 0.0169431231333 0.0117613838155 0.00984006474263 0.00896673789132
Topic 5: votos elecciones partido madrid dos
Topic 5: 0.022178502101 0.0215107766124 0.0189829586916 0.0167890035151 0.0141657962388
Topic 6: millones gobierno caso justicia tribunal
Topic 6: 0.0155681964488 0.013695471517 0.013695471517 0.0111204747358 0.00924774980395
Topic 7: si ser política años puede
Topic 7: 0.0112605511854 0.0111052439488 0.010872283094 0.008853289019 0.00823206007284
Topic 8: si campaña debate candidato aunque
Topic 8: 0.0165402996248 0.014102910069 0.0108820738703 0.00975042871941 0.00922813095746
Topic 9: cara presidente debate según ser
Topic 9: 0.0262154059388 0.0201892221703 0.0174774394745 0.0161215481266 0.0126564924597
Topic 10: campaña voto partido electoral encuesta
Topic 10: 0.0231341525236 0.0185645844192 0.0115674332593 0.0107820387414 0.00871145319406
Topic 11: país debate web diario cada
Topic 11: 0.0254496411449 0.0210652229858 0.0123917001058 0.0118198194763 0.0115338791616
Topic 12: líder debate socialista españa política
Topic 12: 0.0199536181015 0.0187000532765 0.018073270864 0.0156706049495 0.0121188379454
Topic 13: r españa si presidente gobierno
Topic 13: 0.0244356961319 0.0146315527501 0.0131986394866 0.0119165591982 0.0110869778351
Topic 14: gobierno partido si líder españa
Topic 14: 0.0419934374959 0.0226661161308 0.0223147102878 0.0207333839943 0.0191520577008
Topic 15: ataque embajada policía alicante aseguró
Topic 15: 0.0187733830421 0.0157540990063 0.0153602793494 0.0101093505914 0.00997807737244
Topic 16: congreso mesa acuerdo grupos presidente
Topic 16: 0.034982751826 0.0222423165998 0.020622769749 0.0202988603789 0.0195970567435
Topic 17: partidos izquierda puede gobierno cuatro
Topic 17: 0.0168534462973 0.0132468179702 0.0119353167603 0.0113451412159 0.00996806494554
Topic 18: partido ayer dijo voto elecciones
Topic 18: 0.0209472433026 0.0167080884737 0.0133832611569 0.013300140474 0.0128845370594
Topic 19: política partido españa sido partidos
Topic 19: 0.020026258728 0.0144562255068 0.0123343080891 0.00961560139781 0.00921774188201
Topic 20: cataluña líder constitución derecho cualquier
Topic 20: 0.0269294854892 0.011333150067 0.00959399036169 0.00908907302788 0.00830364606417
Topic 21: congreso partido si elecciones general
Topic 21: 0.0294339150485 0.0261569260652 0.02377366135 0.0227607738461 0.0215691414885
Topic 22: gobierno españa pacto presidente francia
Topic 22: 0.0272501500445 0.0195927068027 0.0173851555979 0.0164193519457 0.0163503659706
Topic 23: debate cara país presidente debates
Topic 23: 0.0472945697751 0.0319520060774 0.0307603506446 0.0277812120625 0.023386982654
Topic 24: gobierno españa comisión déficit programa
Topic 24: 0.0169188864546 0.0159038040214 0.0143811803717 0.0138736391551 0.0136198685468
Topic 25: gonzález gobierno líder años partido
Topic 25: 0.0163862253694 0.0146765070455 0.0138216478835 0.0138216478835 0.0116844999786
Topic 26: candidato líder cambio ayer gente
Topic 26: 0.019096255526 0.0114741208469 0.0107520238773 0.00962876192463 0.00890666495503
Topic 27: federal socialistas díaz socialista comité
Topic 27: 0.0195696998845 0.0179665776657 0.0176348972067 0.0166398558296 0.0159764949115
Topic 28: política si gobierno propio barcelona
Topic 28: 0.0160005359521 0.0115079959331 0.0111139134753 0.0110350969837 0.00882823521994
Topic 29: gobierno candidato dependencia debate recortes
Topic 29: 0.0190456283772 0.0131620914426 0.0117686221685 0.0114589623299 0.0100654930559
Topic 30: programas campaña televisión política partidos
Topic 30: 0.0287057709221 0.0261928924198 0.0209738370688 0.0167212734495 0.0153681850252
Topic 31: debate cara candidatos país televisión
Topic 31: 0.044491036065 0.0314694962679 0.0202306672764 0.0130998240542 0.0121697140687
Topic 32: reforma ley constitucional constitución cataluña
Topic 32: 0.0199083317419 0.0196189748665 0.017882833614 0.0160309496114 0.0130216381071
Topic 33: partido partidos formación reforma españa
Topic 33: 0.0155149757963 0.0151758691727 0.014073772646 0.013226006087 0.0125477928398
Topic 34: presidente líder mas violencia candidato
Topic 34: 0.0312017580748 0.025775601286 0.0241477542494 0.0196711748986 0.0193998670592
37
WARNING:lda:all zero column in document-term matrix found
-3338796.966351952
Topic 0: partido líder madrid candidato hoy
Topic 0: 0.0140589749113 0.0129252780392 0.0129252780392 0.0124717992903 0.0123584296031
Topic 1: debate líder soraya cuatro si
Topic 1: 0.0194643367147 0.0119540497371 0.0102615906999 0.00983847594064 0.00962691856099
Topic 2: campaña cara debate presidente ayer
Topic 2: 0.0174812240211 0.0137209467768 0.0105704442209 0.010163927762 0.00996066953261
Topic 3: millones gobierno mujeres caso pasado
Topic 3: 0.0109892106561 0.00943180736652 0.00925876255656 0.00865310572173 0.00856658331675
Topic 4: r si españa aquí va
Topic 4: 0.0315040788744 0.0161414528377 0.010793703268 0.00952968973329 0.0090435306815
Topic 5: partidos elecciones dos gobierno nuevo
Topic 5: 0.0230117310026 0.0147887557445 0.0141919268951 0.0141919268951 0.0132635264627
Topic 6: laboral reforma fiscal españa gobierno
Topic 6: 0.0166361557802 0.0165601950671 0.0140534915342 0.0129140808374 0.0129140808374
Topic 7: años partido elecciones crisis dos
Topic 7: 0.0224895406366 0.0134940638339 0.0129848859017 0.0124757079695 0.0112027631389
Topic 8: si gobierno mayoría puede elecciones
Topic 8: 0.0310065620088 0.0229951625825 0.0149837631561 0.0132102472526 0.0116201985115
Topic 9: españa años país política países
Topic 9: 0.0181543367246 0.0158654111778 0.0118400593542 0.0109718462158 0.00844613526761
Topic 10: ataque policía embajada dos sido
Topic 10: 0.0204851712584 0.0179978638419 0.0175589272389 0.0119990636019 0.0108285659941
Topic 11: programas campaña televisión política partidos
Topic 11: 0.0295406035826 0.0269288615507 0.0210749569963 0.0181930347542 0.015221052442
Topic 12: partido líder cataluña gobierno socialistas
Topic 12: 0.0195617806812 0.0179009270024 0.0163015864228 0.0132259314621 0.0103963288982
Topic 13: pacto gobierno partidos acuerdo presidente
Topic 13: 0.0210184453096 0.0204179468959 0.0157140426554 0.0149133781038 0.0137123812765
Topic 14: gobierno años vida partido españa
Topic 14: 0.0131845552692 0.0118780954191 0.008908868487 0.00879009940972 0.00855256125515
Topic 15: izquierda ganar encuestas campaña aunque
Topic 15: 0.0142017151669 0.0137579462374 0.0130922928431 0.0117609860546 0.010429679266
Topic 16: congreso mesa cámara acuerdo grupos
Topic 16: 0.0360577850243 0.0223829309771 0.0214478982217 0.0207466236552 0.0205713050135
Topic 17: fuerzas políticas federal cataluña si
Topic 17: 0.0238006072432 0.0221381259461 0.0174131791017 0.0161881928828 0.0161881928828
Topic 18: voto partido campaña si solo
Topic 18: 0.0260815581929 0.0255960101826 0.0192838860488 0.0134573099253 0.0128330339121
Topic 19: campaña partidos si puede bien
Topic 19: 0.0199065713116 0.0116392561022 0.010435278159 0.00963262619695 0.00842864825383
Topic 20: política político si bien españa
Topic 20: 0.0179000717317 0.011799526705 0.00965428010217 0.00938612427682 0.00931908532048
Topic 21: socialista política derecha sino debate
Topic 21: 0.020963449346 0.0174697123832 0.0139759754205 0.0130511626951 0.0124346208782
Topic 22: presidente partido gobierno ayer dijo
Topic 22: 0.0161432035794 0.0159957837941 0.0159220739015 0.0154061046533 0.0142267463716
Topic 23: presidente elecciones funciones gobierno rey
Topic 23: 0.0218868360418 0.014469836522 0.0128891644932 0.012402803869 0.0113692875425
Topic 24: socialista campaña candidato gobierno líder
Topic 24: 0.0184068125207 0.0169343656822 0.0165662539725 0.0146029915212 0.0136213602955
Topic 25: gobierno españa líder pacto ayer
Topic 25: 0.029926262632 0.0234650328446 0.0187041266854 0.0183073845055 0.0162103186973
Topic 26: gobierno política partido si solo
Topic 26: 0.0225588811304 0.0191752027644 0.0183549170999 0.0171244886032 0.0125103817404
Topic 27: gobierno candidato programa país ser
Topic 27: 0.0185561259918 0.0135474176694 0.0134335833893 0.0117260691885 0.0110430635081
Topic 28: reforma constitución ley constitucional presidente
Topic 28: 0.0293005028906 0.0280872566683 0.0234769210237 0.017714001468 0.0124970427123
Topic 29: cada candidatos debate cara dos
Topic 29: 0.0223083529451 0.021192991066 0.0205237739385 0.0180699778043 0.0156161816701
Topic 30: debate cara presidente país debates
Topic 30: 0.0726826693375 0.0531248519629 0.0313337890057 0.0280177576861 0.0260552085378
Topic 31: partido congreso general federal secretario
Topic 31: 0.0329859566626 0.0247251699816 0.0218945507692 0.0210858024228 0.0180818799933
Topic 32: gobierno presidente francia españa tras
Topic 32: 0.023574830354 0.0175620603758 0.0175620603758 0.0172757379959 0.0158441260964
Topic 33: debate país redes televisión sociales
Topic 33: 0.0251795629362 0.0208860621321 0.0164470189278 0.0153554509267 0.014627738926
Topic 34: votos elecciones madrid partido resultado
Topic 34: 0.0261112051872 0.0203756001901 0.0168249875729 0.0158417410019 0.0155686169544
Topic 35: presidente candidato ayer gente ser
Topic 35: 0.0129027310375 0.0120005052464 0.0106471665599 0.0103764988226 0.00992538592708
Topic 36: presidente líder candidato mas violencia
Topic 36: 0.0321050160519 0.0244914791833 0.0238570177776 0.0201771416245 0.0191620033753
39
WARNING:lda:all zero column in document-term matrix found
-3333758.346162513
Topic 0: elecciones presidente dos hace entonces
Topic 0: 0.0128231229262 0.0124316070747 0.0103761488543 0.00929948026271 0.00920160129983
Topic 1: gobierno si elecciones españa partido
Topic 1: 0.0327042342294 0.0243796714176 0.0190876279158 0.0154010358135 0.0124279776664
Topic 2: candidato madrid día hoy campaña
Topic 2: 0.0218743851771 0.0209485342623 0.0138889210365 0.0123844132998 0.0121529505711
Topic 3: programas campaña televisión partidos política
Topic 3: 0.0356079642129 0.0265935749941 0.0238892582284 0.0172411461796 0.0165650669882
Topic 4: ayer debate años campaña líder
Topic 4: 0.0176199902578 0.0150289676329 0.014096199488 0.0130597904381 0.0108833314333
Topic 5: socialista debate líder socialistas política
Topic 5: 0.0196510803352 0.0191384657445 0.0123890403001 0.0117909899442 0.0101677104069
Topic 6: presidente candidato líder violencia escribió
Topic 6: 0.0391396138168 0.0267973431638 0.0245237669909 0.0237117755006 0.0209510044335
Topic 7: gobierno francia españa presidente país
Topic 7: 0.0273309152976 0.024282971136 0.0201174474484 0.0182886809514 0.0160535218995
Topic 8: elecciones presidente líder funciones gobierno
Topic 8: 0.0151061490948 0.0149565906661 0.0134610063787 0.0109185130901 0.00889947430212
Topic 9: política imagen político ser suárez
Topic 9: 0.011915354094 0.0107129974751 0.0102757768863 0.0101664717392 0.0094013357089
Topic 10: debate país redes sociales televisión
Topic 10: 0.0266171239734 0.0249892151037 0.0168496707554 0.0148961801118 0.0124543168073
Topic 11: gobierno justicia caso cambio dirigente
Topic 11: 0.0135876949157 0.0127151707031 0.010970122278 0.0103468906976 0.00922507385294
Topic 12: ataque policía embajada aseguró alicante
Topic 12: 0.0236774096737 0.0206762592327 0.0200093369125 0.0135068442903 0.0121729996499
Topic 13: debate cara país candidato presidente
Topic 13: 0.0710998784153 0.0506711844322 0.027712047992 0.0258605047307 0.0250581693175
Topic 14: reforma dos constitución resultado electoral
Topic 14: 0.0178344029035 0.0160762053072 0.0151971065091 0.0148203498813 0.0133133233702
Topic 15: años mujeres año según seguridad
Topic 15: 0.0199476401716 0.0122598875926 0.00955878533509 0.00945489678673 0.00831212275471
Topic 16: política españa ahora años crisis
Topic 16: 0.0250826193536 0.0153152811429 0.00938849824804 0.00910401266909 0.00834538445855
Topic 17: formación españa diputados ayer partidos
Topic 17: 0.0190495497908 0.0180550349228 0.0148419868877 0.014765485744 0.0121644468585
Topic 18: ley reforma partido constitución españoles
Topic 18: 0.0336312748959 0.022794771574 0.0193569843132 0.0144992414448 0.0122572062747
Topic 19: izquierda partidos gobierno encuestas ganar
Topic 19: 0.0218908715275 0.0157420957487 0.015373169202 0.014512340593 0.0137744874995
Topic 20: años euros formación millones empresas
Topic 20: 0.0184520954033 0.0121788011858 0.0118097838789 0.011194755034 0.00738157619592
Topic 21: partido federal si congreso comité
Topic 21: 0.0265126989073 0.024558614607 0.0219707732364 0.0217595208797 0.0198054365794
Topic 22: política partido si mejor españa
Topic 22: 0.0135362855106 0.0110534451412 0.00929142939523 0.00792987177331 0.00720904714994
Topic 23: impuestos fiscal déficit españa gobierno
Topic 23: 0.0146699039767 0.0143326841852 0.0142483792374 0.0135739396545 0.0127308901759
Topic 24: cataluña mas campaña sino elecciones
Topic 24: 0.0239228978973 0.0121645839584 0.0107049311936 0.0105427475531 0.00997510481118
Topic 25: r si va gobierno españa
Topic 25: 0.0384093791861 0.018375475657 0.0142264423818 0.0132780919189 0.0114999348009
Topic 26: líder gobierno cataluña ayer partido
Topic 26: 0.0207505060705 0.019459392162 0.0171077204001 0.0150788271152 0.0139721580508
Topic 27: votos elecciones madrid partido diputados
Topic 27: 0.0242666044745 0.0196577209904 0.0184916179402 0.0179363307735 0.0161594118398
Topic 28: campaña líder socialista candidato gobierno
Topic 28: 0.0235795198009 0.017860475383 0.0177601412704 0.0170578024823 0.0165561319193
Topic 29: partido política líder gobierno solo
Topic 29: 0.0238952751431 0.0208357008611 0.0192330667133 0.0192330667133 0.0179218205924
Topic 30: pacto españa gobierno acuerdo ayer
Topic 30: 0.0221777949991 0.0199518537144 0.0199518537144 0.0181381237788 0.0164892783828
Topic 31: congreso cámara grupos acuerdo mesa
Topic 31: 0.0379667431262 0.0223300498306 0.0215390886911 0.0214174023619 0.0198963232476
Topic 32: millones gobierno general empresa grupo
Topic 32: 0.0131845514347 0.0103595786755 0.0100905336508 0.00914887606441 0.00901435355207
Topic 33: partido elecciones mayoría voto si
Topic 33: 0.0227008118042 0.0159616399243 0.0144098569256 0.0140551636688 0.0127250639556
Topic 34: partido voto ayer cambio líder
Topic 34: 0.0229239430948 0.019051786226 0.0133209940601 0.0125465626863 0.0117721313126
Topic 35: debate dos televisión cara generales
Topic 35: 0.0152817956592 0.0108312193096 0.0105345142196 0.0102378091296 0.0100894565846
Topic 36: campaña si cara partido según
Topic 36: 0.0343604670249 0.0140074627682 0.0122566667031 0.012037817195 0.0106152953921
Topic 37: candidato campaña debate partido secretario
Topic 37: 0.0279064337888 0.0193458369929 0.01790054143 0.0142317142317 0.0108964167788
Topic 38: rey líder presidente constitución gobierno
Topic 38: 0.0216252481231 0.0174113133061 0.0137518435965 0.0133082715105 0.0114230901449
41
WARNING:lda:all zero column in document-term matrix found
-3330033.650376721
Topic 0: fuerzas socialista políticas si izquierda
Topic 0: 0.0250084399265 0.023132900709 0.0180064268477 0.0166310314215 0.0143803843605
Topic 1: años legislatura personas noviembre millones
Topic 1: 0.0222990852553 0.00832941555738 0.00819509181028 0.00806076806319 0.0075234730748
Topic 2: reforma propuestas laboral contrato único
Topic 2: 0.0264844088731 0.023320482323 0.021445562886 0.0183988188008 0.0179300889415
Topic 3: partido si socialistas gobierno díaz
Topic 3: 0.0224188921327 0.0203290544434 0.0181125599245 0.0177325894356 0.0170993052873
Topic 4: españa pacto gobierno partidos lucha
Topic 4: 0.0269397299003 0.023472354348 0.0221387483663 0.0176933950941 0.0129813206256
Topic 5: elecciones dos ser mayoría gobierno
Topic 5: 0.013837180838 0.0128792958481 0.0113892525304 0.0107506625371 0.0106442308716
Topic 6: programas televisión campaña política partidos
Topic 6: 0.033621921222 0.029110497653 0.0282511788779 0.0195505762807 0.0170800348024
Topic 7: formación día líder ayer españa
Topic 7: 0.0234311208384 0.0172580215217 0.0152938535572 0.0127684947459 0.0117864107636
Topic 8: candidato madrid día cara hoy
Topic 8: 0.0192060068947 0.0151132589293 0.0146410187794 0.0132242983298 0.0124372314134
Topic 9: partido si elecciones años ahora
Topic 9: 0.0235401971224 0.0226594714044 0.0148930718912 0.0144927420194 0.014172478122
Topic 10: socialista debate corrupción socialistas partido
Topic 10: 0.018199340554 0.0162425274198 0.0155576428229 0.0150684395394 0.0130137857485
Topic 11: cataluña país tras líder españa
Topic 11: 0.0278045445881 0.0123579405404 0.0109118754807 0.0107804150207 0.0107146847907
Topic 12: reforma constitución españa constitucional cambio
Topic 12: 0.0268796879085 0.0248687888355 0.0239303692681 0.0175625222037 0.0150153833779
Topic 13: debate país televisión redes candidatos
Topic 13: 0.0261925773225 0.0251336067831 0.0142615092448 0.0140497151369 0.0124259603098
Topic 14: debate cara dos candidatos debates
Topic 14: 0.0311246206502 0.0295732860176 0.0152234406663 0.0139629812773 0.00969681103775
Topic 15: política partidos si nuevo elecciones
Topic 15: 0.0206446887887 0.0104208958599 0.0104208958599 0.00865139323755 0.00771748907578
Topic 16: si candidato gente solo barrio
Topic 16: 0.014033383379 0.0106970080564 0.00932320645294 0.00883256302315 0.0082437909074
Topic 17: ser presidente si hacer suárez
Topic 17: 0.012868921018 0.0107548921386 0.0100195777457 0.00900852045553 0.00772172026802
Topic 18: congreso acuerdo cámara grupos dos
Topic 18: 0.0398122731432 0.0232089294479 0.023148333303 0.0221787949851 0.0213910451017
Topic 19: voto mayoría partido partidos campaña
Topic 19: 0.0224484488458 0.0193687250628 0.0180683972433 0.017041822649 0.0164943161987
Topic 20: gobierno francia país tras presidente
Topic 20: 0.0252848134604 0.0221243998977 0.0215224163619 0.0197164657547 0.0182115069153
Topic 21: campaña si encuestas izquierda ganar
Topic 21: 0.0226494538641 0.0138989262588 0.0129723998065 0.0118399785869 0.0117370312034
Topic 22: gobierno euros millones años año
Topic 22: 0.0188255282491 0.0139598139861 0.0131621559102 0.0110882449129 0.010290586837
Topic 23: ataque embajada policía sido aseguró
Topic 23: 0.0255068660247 0.022180124568 0.0216256676585 0.0134936329865 0.0133088140167
Topic 24: gobierno españa elecciones líder partidos
Topic 24: 0.039543844035 0.0249545139613 0.0184766260907 0.0156601531035 0.0138576103917
Topic 25: campaña años ayer personas jóvenes
Topic 25: 0.0254514286916 0.0166174135266 0.0149347439713 0.0120952390968 0.0113590711664
Topic 26: congreso partido general federal secretario
Topic 26: 0.0331101390032 0.021734626874 0.0199774339434 0.0195150147512 0.0169254672746
Topic 27: presidente elecciones funciones gobierno semana
Topic 27: 0.0219536805361 0.0195674850181 0.0107726501087 0.00872733966471 0.0086591626499
Topic 28: r gobierno si va cataluña
Topic 28: 0.0327292746245 0.0150519712719 0.0139408264897 0.0134357606796 0.0133347475176
Topic 29: partido cataluña gobierno líder si
Topic 29: 0.0215295451143 0.0178225938678 0.0176087312959 0.0166107059603 0.0159691182446
Topic 30: partido gobierno ayer presidente lograr
Topic 30: 0.0262830689595 0.0212134957376 0.0165441519805 0.0132089064397 0.0124084475099
Topic 31: socialista zapatero líder sino josé
Topic 31: 0.0230085601182 0.0144371637701 0.0140988191774 0.013422129992 0.0129710038684
Topic 32: millones partido gobierno grupo política
Topic 32: 0.018430929416 0.0158750016815 0.0137226414841 0.0100905336508 0.00914887606441
Topic 33: política españa partido trata electoral
Topic 33: 0.0127227728498 0.0116819133311 0.00925324112089 0.0080967305446 0.0080967305446
Topic 34: debate cara debates presidente país
Topic 34: 0.0587940854075 0.0334983941069 0.0252198042267 0.0247598825667 0.0231501567566
Topic 35: partido ayer líder dijo hacer
Topic 35: 0.0233319483951 0.0210947404306 0.0169399256395 0.0131047119861 0.0129981782735
Topic 36: debate candidato campaña cara comunicación
Topic 36: 0.0284510693454 0.0262541603963 0.0153794610982 0.0150499247559 0.0130727067017
Topic 37: candidato líder campaña presidente gobierno
Topic 37: 0.0351359018844 0.0245518129344 0.0200781258525 0.0196416685762 0.0175684965138
Topic 38: votos madrid elecciones partido diputados
Topic 38: 0.0259256658298 0.0215950654564 0.0194882868964 0.0174985515897 0.0171474218297
Topic 39: mas cataluña rey gobierno pasado
Topic 39: 0.0223776161681 0.0186481614676 0.0172274168198 0.0113668451477 0.0108340659048
Topic 40: violencia presidente candidato si líder
Topic 40: 0.0269685678159 0.0212617632907 0.0209260689069 0.0208141707789 0.0168977363009
43
WARNING:lda:all zero column in document-term matrix found
-3321983.510434548
Topic 0: candidato madrid campaña día hoy
Topic 0: 0.0305994603926 0.0188149312052 0.018401438953 0.0172643352595 0.0168508430073
Topic 1: si campaña gente ser padres
Topic 1: 0.0183968147971 0.0161288696814 0.00970302518679 0.00882104653067 0.00705708921844
Topic 2: elecciones resultado partido campaña dos
Topic 2: 0.0166555360426 0.0140171658958 0.0135224714932 0.0133575733591 0.012368184554
Topic 3: años campaña ayer debate presidente
Topic 3: 0.0163568824761 0.0131689467338 0.0123373113227 0.00956519328593 0.00873355787489
Topic 4: congreso mesa cámara acuerdo grupos
Topic 4: 0.0339195282077 0.0240511265933 0.022219267611 0.0213919764577 0.0208601464305
Topic 5: candidato cara líder ahora solo
Topic 5: 0.0194697739668 0.014888987503 0.0133143421561 0.0110239489242 0.0100219018853
Topic 6: rey gobierno millones presidente felipe
Topic 6: 0.0282906527245 0.0176266718012 0.0171823392627 0.0143682331857 0.0133314572626
Topic 7: españa socialista partido líder años
Topic 7: 0.0133561609447 0.0112474519767 0.0108457931256 0.0105445489873 0.0103437195618
Topic 8: socialista fuerzas políticas apoyo líder
Topic 8: 0.026474552807 0.0221028088455 0.0214956221842 0.020038374197 0.0180953768808
Topic 9: partido federal congreso si general
Topic 9: 0.0262419664784 0.0227005405029 0.021074967924 0.0208427432698 0.0197396761627
Topic 10: cara debate gobierno dos candidatos
Topic 10: 0.0199085397067 0.0185434607028 0.0184297041191 0.0160408158622 0.012741874936
Topic 11: debate presidente cambio socialista ayer
Topic 11: 0.0212034069724 0.0169385989496 0.0152326757406 0.0151108240828 0.0148671207672
Topic 12: españa años elecciones países electoral
Topic 12: 0.0307130450786 0.0140343007005 0.0120788617045 0.0120788617045 0.00908819029872
Topic 13: propuestas ley reforma único laboral
Topic 13: 0.0222606006777 0.0212737261094 0.0189710187835 0.0163393532682 0.0130497713741
Topic 14: años gobierno millones año pasado
Topic 14: 0.0222606006777 0.0179841442153 0.0129401186443 0.012501507725 0.012501507725
Topic 15: debate cara candidato país líder
Topic 15: 0.0698169322927 0.0430162904215 0.0288178312484 0.0270535256706 0.0238609727205
Topic 16: votos partido dos elecciones ayer
Topic 16: 0.0264972432489 0.0241719037799 0.0155436704872 0.0145645801844 0.0145033870405
Topic 17: debate campaña país presidente cara
Topic 17: 0.0253740297724 0.0198745109803 0.0189995875361 0.0173747297112 0.0166247953304
Topic 18: mas debate cataluña presidente independencia
Topic 18: 0.0185932788601 0.0143749902354 0.0137500585873 0.0120314965551 0.011562797819
Topic 19: partido izquierda partidos costa gobierno
Topic 19: 0.022361976983 0.0125183807892 0.0121538031524 0.0111815961209 0.0102093890894
Topic 20: jóvenes programas imagen si política
Topic 20: 0.015442613795 0.0123215664372 0.0121573007868 0.0111717068844 0.011007441234
Topic 21: partido voto política cambio campaña
Topic 21: 0.0267693503297 0.014356644036 0.0120899759301 0.0103629907067 0.00885187863611
Topic 22: campaña programas televisión política partidos
Topic 22: 0.0346755132158 0.0290364380242 0.0227974612164 0.0214776776609 0.0188381105499
Topic 23: política españa país político democracia
Topic 23: 0.0149747413053 0.00969445254439 0.00890634974426 0.00874872918423 0.00811824694413
Topic 24: política españa si ello cualquier
Topic 24: 0.0195632341738 0.0110047306893 0.0101582852897 0.00912374091247 0.00902969142363
Topic 25: partido líder voto ayer si
Topic 25: 0.0303421291898 0.0240082952793 0.0234975022219 0.0201262680438 0.0165507166427
Topic 26: política cataluña ahora españa mas
Topic 26: 0.0185970577423 0.0163626141548 0.0130469881863 0.0124703575831 0.012109963456
Topic 27: barcelona madrid diputados elecciones congreso
Topic 27: 0.0235416823745 0.0207770991983 0.0175098645354 0.0149966071025 0.014075079377
Topic 28: gobierno presidente francia españa pacto
Topic 28: 0.0309976574885 0.0186935569104 0.0160118939639 0.0156964042055 0.0152231695679
Topic 29: r aquí comunidad p acuerdo
Topic 29: 0.0396366010227 0.012280647217 0.0108817632156 0.0108817632156 0.0105709001041
Topic 30: venezuela gonzález campaña candidato manuel
Topic 30: 0.0170626651936 0.0167829722964 0.0135665039786 0.0103500356608 0.00965080341785
Topic 31: presidente elecciones funciones gobierno ahora
Topic 31: 0.0197901602487 0.0163943160594 0.0125886286059 0.010715059398 0.010246667096
Topic 32: política líder tres anoche socialistas
Topic 32: 0.0173083722575 0.0169361892179 0.0163779146584 0.012842175782 0.0126560842622
Topic 33: gobierno partido mayoría si elecciones
Topic 33: 0.0254802577204 0.0236537486815 0.0183568724686 0.0180828961127 0.0162107243478
Topic 34: ataque presidente policía embajada según
Topic 34: 0.0172411383042 0.0167751930761 0.0149114121635 0.0139795217072 0.0118827681806
Topic 35: país debate redes televisión sociales
Topic 35: 0.0237715423114 0.0236999434369 0.0152512762499 0.014177293133 0.0132465077649
Topic 36: dos españa debate si dice
Topic 36: 0.0127366247512 0.0117474683779 0.0111292456446 0.010263733818 0.00939822199142
Topic 37: reforma constitución cataluña constitucional ley
Topic 37: 0.0205532101175 0.0204048168456 0.0192176706708 0.015136855695 0.011204433991
Topic 38: españa gobierno programa déficit europea
Topic 38: 0.0165148202708 0.0154827026469 0.0148259005226 0.014450585023 0.0140752695234
Topic 39: españa gobierno ayer líder presidente
Topic 39: 0.0323366772449 0.0290779928509 0.0205552798207 0.0193520732753 0.0165445913359
Topic 40: presidente candidato líder violencia escribió
Topic 40: 0.0348351159329 0.0259349057038 0.0220986081913 0.0210244448877 0.0182623106787
Topic 41: si gobierno partidos candidato elecciones
Topic 41: 0.0302171037775 0.0217222060927 0.0209694936396 0.0140875512113 0.0136574298096
Topic 42: cataluña partido líder socialistas derecho
Topic 42: 0.0184643790174 0.016472453975 0.0153232664506 0.0136377914148 0.0101902288415
45
WARNING:lda:all zero column in document-term matrix found
-3320620.983743284
Topic 0: debate cara candidato presidente país
Topic 0: 0.0677277733242 0.0364115165909 0.0289195891427 0.0272713651041 0.0268967687317
Topic 1: si díaz federal fuerzas socialista
Topic 1: 0.0189932621433 0.0182826540566 0.0167322364129 0.0160216283261 0.0158924268558
Topic 2: campaña cara líder estrategia electoral
Topic 2: 0.0157389350759 0.0139142632317 0.011861507407 0.0108351294947 0.0100368355629
Topic 3: partido voto campaña mayoría si
Topic 3: 0.0305297298545 0.0243546460292 0.0177178736936 0.017602451566 0.0139089434836
Topic 4: pacto gobierno ayer partidos acuerdo
Topic 4: 0.0343771563351 0.0304879119776 0.0222075852811 0.0220821257857 0.0215802878041
Topic 5: votos elecciones madrid resultado diputados
Topic 5: 0.0274546655805 0.0217457680392 0.0198855654695 0.016421739995 0.016421739995
Topic 6: legislatura elecciones años año dos
Topic 6: 0.0141876508746 0.0135012069972 0.0124715411809 0.0106410241743 0.0104122095484
Topic 7: líder socialista cara pacto partidos
Topic 7: 0.0174725399162 0.0163401653267 0.0155313263342 0.0153695585357 0.0153695585357
Topic 8: barcelona campaña cataluña madrid candidato
Topic 8: 0.0342052446597 0.0215788630603 0.016961753371 0.0130984575085 0.0128157773234
Topic 9: congreso partido general federal secretario
Topic 9: 0.0395176049605 0.0379697160079 0.0257687089696 0.0243118723083 0.0213071466943
Topic 10: debate presidente cara país debates
Topic 10: 0.0295713982838 0.022318310142 0.0206445205709 0.0200865907138 0.0195286608568
Topic 11: presidente años según candidato ser
Topic 11: 0.016313646382 0.0127025041404 0.0118308491165 0.0094649283375 0.00934040619124
Topic 12: propuestas único laboral reforma contrato
Topic 12: 0.0207983601897 0.0191525651959 0.0187037120158 0.0184044765624 0.018105241109
Topic 13: justicia caso igual derecho corrupción
Topic 13: 0.0149806917971 0.00934626960023 0.00838429507881 0.00783459535229 0.00769717042066
Topic 14: gobierno españa comisión déficit europea
Topic 14: 0.0186256984286 0.0182513313429 0.0162859041433 0.015069211115 0.015069211115
Topic 15: si campaña política quizá gente
Topic 15: 0.0226417206762 0.0207757473223 0.00833592496299 0.00721634095065 0.00684314627987
Topic 16: política partidos españa años ahora
Topic 16: 0.0308426753089 0.0152409235755 0.0127711482046 0.0119880486967 0.0113254260363
Topic 17: líder partido gobierno momento socialistas
Topic 17: 0.0174022548472 0.0158452929378 0.0141967450337 0.0123650251404 0.0108996492256
Topic 18: partido ayer líder cambio dijo
Topic 18: 0.0196210747446 0.0175401567625 0.0144683254556 0.012090133476 0.0111983114837
Topic 19: r si va ser partido
Topic 19: 0.0415413413336 0.0191045809454 0.0155146992833 0.0146172288678 0.0123094477993
Topic 20: congreso grupos mesa dos acuerdo
Topic 20: 0.0332845782203 0.020558342019 0.0198097398896 0.0197521551104 0.0179094421762
Topic 21: reforma constitución cambio programa electoral
Topic 21: 0.0190504979069 0.0165410017452 0.0127767575028 0.0124345534808 0.0120923494587
Topic 22: años ayer campaña jóvenes euros
Topic 22: 0.0255196766763 0.0136571168462 0.0133812433618 0.0129674331352 0.0122777494241
Topic 23: programas televisión campaña partidos política
Topic 23: 0.0380285383909 0.0272998199959 0.0224122927271 0.0181208053691 0.018001597387
Topic 24: venezuela gobierno campaña gonzález nuevo
Topic 24: 0.0158627217724 0.0149673177533 0.0130485948553 0.0126648502757 0.0110019570974
Topic 25: si gobierno elecciones partido puede
Topic 25: 0.032819939659 0.025325770252 0.0219663150006 0.0184130450232 0.0133092572374
Topic 26: debate cara dos candidatos gobierno
Topic 26: 0.0319100904088 0.0287626035143 0.0183433365532 0.0151958496587 0.00922647796217
Topic 27: gobierno millones grupo general secretario
Topic 27: 0.0149537156606 0.0148177851482 0.0129147579757 0.0119632443895 0.0091087036307
Topic 28: ser política si hacer político
Topic 28: 0.0114713669862 0.0111846067083 0.011089019949 0.00984639207777 0.00965521855913
Topic 29: gobierno francia españa presidente país
Topic 29: 0.0241306120625 0.0233486376889 0.020555872069 0.0174279745747 0.0157523152027
Topic 30: partido política razón sino sido
Topic 30: 0.0189394661907 0.0153970870744 0.0110372358543 0.0104922544518 0.0100835183999
Topic 31: gobierno elecciones fuerzas españa funciones
Topic 31: 0.0375037462436 0.0222757721312 0.0217897729574 0.0166867816325 0.015471783698
Topic 32: presidente elecciones gobierno rey líder
Topic 32: 0.022341648428 0.0134442156946 0.0133143261656 0.0127947680498 0.0105866460575
Topic 33: españa líder ayer cataluña país
Topic 33: 0.0265797961235 0.0211529567025 0.0208446135535 0.0183161997324 0.0161577976899
Topic 34: gobierno encuestas ganar izquierda aunque
Topic 34: 0.0191651348638 0.0121253601366 0.0114735291434 0.0109520643488 0.0104305995541
Topic 35: ataque embajada policía alicante sido
Topic 35: 0.0208201656507 0.0179744484551 0.0178246738658 0.0118336902961 0.0106354935822
Topic 36: congreso diputados cámara formación si
Topic 36: 0.0260209309555 0.0225669779062 0.0204946060767 0.017270916564 0.015774203576
Topic 37: candidato día madrid gobierno líder
Topic 37: 0.0189868789289 0.0156116838005 0.0150491512791 0.0129396543238 0.0106895242381
Topic 38: españa años suárez partido política
Topic 38: 0.0202264234711 0.0150468015835 0.0107304500105 0.00949720670391 0.00863393638931
Topic 39: campaña candidato equipo comunicación partido
Topic 39: 0.0206662805079 0.019257322667 0.0150304491444 0.0128387369476 0.0120559825915
Topic 40: ley españa pacto partidos partido
Topic 40: 0.0267371204682 0.0227510038208 0.0172093294574 0.0169176623856 0.0162371058849
Topic 41: socialista debate líder derecha sino
Topic 41: 0.0291682247184 0.0173519601538 0.0164545223387 0.0148092196778 0.0130143440477
Topic 42: cataluña mas independencia ahora dos
Topic 42: 0.047640816161 0.0317270948843 0.0152052059154 0.0130766189931 0.012367090019
Topic 43: debate país redes televisión sociales
Topic 43: 0.0241250596197 0.0235720655022 0.0143785382983 0.012443058887 0.0123048103576
Topic 44: presidente líder candidato violencia escribió
Topic 44: 0.0369772730789 0.034966041122 0.0293964757028 0.0227439392299 0.0208874174235
47
WARNING:lda:all zero column in document-term matrix found
-3318170.89987814
Topic 0: debate país televisión programa electoral
Topic 0: 0.0352320943113 0.0302353548955 0.0188868280868 0.0160920416338 0.0154145176453
Topic 1: pacto gobierno partidos presidente ayer
Topic 1: 0.0306580577349 0.0291564998686 0.0234005280478 0.0211481912484 0.018895854449
Topic 2: programas televisión campaña política partidos
Topic 2: 0.0347595677237 0.026804312972 0.0259475932295 0.0187266696856 0.016523676062
Topic 3: cara debate dos candidatos imagen
Topic 3: 0.0211550319208 0.0206807251202 0.0166965479951 0.0105305595872 0.0105305595872
Topic 4: españa gobierno pacto cambio acuerdo
Topic 4: 0.0399000787642 0.0208702001299 0.0131662613475 0.0129937851061 0.0124188643014
Topic 5: candidato cada juego siempre dado
Topic 5: 0.0133184655125 0.0128371331847 0.0118744685289 0.011393136201 0.00994913921735
Topic 6: partido socialista corrupción presidente debate
Topic 6: 0.0214844613878 0.0195888665396 0.0168507850922 0.0161136093179 0.0150605010689
Topic 7: política izquierda hace si gobierno
Topic 7: 0.0180457328017 0.013194990153 0.0123218564762 0.0123218564762 0.0113517079465
Topic 8: socialista debate líder derecha candidato
Topic 8: 0.022868500472 0.0206083731071 0.0180823484053 0.0122326069904 0.0110360689738
Topic 9: reforma propuestas laboral único contrato
Topic 9: 0.0225602692453 0.0209750387162 0.0175606960381 0.0169509919885 0.0148779982197
Topic 10: ataque embajada policía aseguró alicante
Topic 10: 0.0239437104914 0.0206710646434 0.0198098420518 0.013436794874 0.0130923058374
Topic 11: votos elecciones madrid partido resultado
Topic 11: 0.0289897085555 0.020813314683 0.0195969916276 0.0163534634799 0.0151371404245
Topic 12: reforma constitución constitucional congreso cámara
Topic 12: 0.0259482871768 0.0246357789736 0.0187799731441 0.0145395620261 0.0114097347724
Topic 13: campaña si puede años ayer
Topic 13: 0.0266360037979 0.0131953093209 0.0112223633427 0.0109757450954 0.0106058177245
Topic 14: debate política gobierno millones candidatos
Topic 14: 0.017031697625 0.0139952737402 0.0138632553104 0.0121470157234 0.00818646283021
Topic 15: años año cuatro personas zapatero
Topic 15: 0.0196366212236 0.0169025811823 0.0101917556265 0.0100674810792 0.0100674810792
Topic 16: españa política partido si mejor
Topic 16: 0.0130091508591 0.00995509405364 0.0090501883335 0.00803216939835 0.00780594296832
Topic 17: líder ayer cambio gente día
Topic 17: 0.0170204087374 0.0153325738076 0.0143480034319 0.0130821272346 0.0118162510373
Topic 18: campaña cataluña mujeres ley partido
Topic 18: 0.0218013990645 0.0180760793079 0.0162824068325 0.0153165831919 0.0115912634353
Topic 19: congreso acuerdo grupos mesa presidente
Topic 19: 0.0348404583775 0.0262605055672 0.0242455166497 0.0211255338096 0.0209955345246
Topic 20: venezuela gonzález cara líder gobierno
Topic 20: 0.016411175079 0.0154539363026 0.0114882328005 0.0101207488342 0.00902676166122
Topic 21: partido elecciones líneas razón política
Topic 21: 0.0201336894877 0.0164493335263 0.0130281458479 0.0127649775649 0.0114491361501
Topic 22: voto partido campaña mayoría votos
Topic 22: 0.020982666771 0.0195601613121 0.0169996514862 0.0169285262132 0.0113807549236
Topic 23: candidato solo debate aunque barrio
Topic 23: 0.0159288484686 0.0103359393048 0.00984959937748 0.0088769195229 0.00851216457743
Topic 24: años gobierno euros recortes si
Topic 24: 0.0209006487724 0.0198102749559 0.0159939665982 0.0136314899958 0.013268032057
Topic 25: gobierno partidos elecciones partido fuerza
Topic 25: 0.013536646226 0.0120326503825 0.0103235641967 0.00922974903778 0.00827266077374
Topic 26: elecciones gobierno presidente funciones aunque
Topic 26: 0.0199335153746 0.0190587176715 0.0184338621694 0.0130601048508 0.00968588513906
Topic 27: presidente si equipo política manos
Topic 27: 0.0178593194155 0.0131822498122 0.0113397678473 0.0111980384654 0.0110563090834
Topic 28: debate cara presidente país debates
Topic 28: 0.0518950374713 0.0341436005354 0.0256973523159 0.0249099901938 0.0242657848211
Topic 29: gobierno francia españa presidente país
Topic 29: 0.0286421321318 0.020013901039 0.0183361894376 0.0176171701799 0.017257660551
Topic 30: partido favor presidente españoles programa
Topic 30: 0.0269411915627 0.0163120567376 0.0159455348471 0.0150292301208 0.0130133597229
Topic 31: partido congreso general secretario elecciones
Topic 31: 0.0341864431972 0.0341156652771 0.0259054265431 0.0245606460609 0.0201016370933
Topic 32: partido si gobierno ayer partidos
Topic 32: 0.0310111762249 0.030251749845 0.0235434834888 0.021265204349 0.0192400673358
Topic 33: política españa partidos democracia ahora
Topic 33: 0.0276977556956 0.0121133801893 0.0118047786942 0.0117276283204 0.0104932223397
Topic 34: sociales candidatos redes millones comunicación
Topic 34: 0.0143728730832 0.0139661320281 0.0138305516765 0.0119324267527 0.0115256856976
Topic 35: programa españa electoral años corona
Topic 35: 0.0124984882487 0.0122297324536 0.0122297324536 0.0107515755808 0.00954217450314
Topic 36: partido campaña si aunque elecciones
Topic 36: 0.0196155961684 0.0185777888477 0.015983270546 0.0146341210291 0.0142189981008
Topic 37: mas elecciones cataluña dos independencia
Topic 37: 0.0217616525311 0.0212309064082 0.0191079219166 0.0167726389759 0.0156049975055
Topic 38: campaña barcelona voto candidato partido
Topic 38: 0.0230785503428 0.0209631047049 0.0163475869496 0.0160591170899 0.0158668038501
Topic 39: fuerzas federal políticas si comité
Topic 39: 0.0191352789105 0.0184567469822 0.0172353895113 0.0165568575829 0.014928380955
Topic 40: gobierno déficit españa impuestos comisión
Topic 40: 0.0175381949101 0.0160939579314 0.0155781590105 0.0155781590105 0.0149592003054
Topic 41: líder socialista presidente ayer partido
Topic 41: 0.0384314097097 0.0328511113217 0.0268496583383 0.0203217621108 0.0201111848132
Topic 42: r si partido cualquier gobierno
Topic 42: 0.0394619216388 0.0252122230748 0.0160778009183 0.0136419550099 0.0126676166466
Topic 43: justicia tribunal caso cataluña derecho
Topic 43: 0.0165616327031 0.0144149531564 0.0139549503964 0.0130349448763 0.0121149393563
Topic 44: presidente líder candidato rey violencia
Topic 44: 0.036032837515 0.0241543152032 0.0227024958095 0.0219105943221 0.0183470376285
Topic 45: presidente día candidato madrid según
Topic 45: 0.0170320312819 0.0148521056719 0.0145796149706 0.0110372358543 0.0106284998024
Topic 46: cataluña partido derecho socialistas formación
Topic 46: 0.028996510178 0.0171178349823 0.0128385606882 0.0121007547754 0.0107727041325
49
WARNING:lda:all zero column in document-term matrix found
-3315615.6218709676
Topic 0: dos debate candidato gobierno justicia
Topic 0: 0.0170139096889 0.0137790983263 0.0122215965591 0.010184863479 0.0100650556507
Topic 1: ataque policía embajada aseguró alicante
Topic 1: 0.0254726978638 0.0226839199063 0.0223120828453 0.0135739119118 0.0128302377898
Topic 2: debate cara país presidente debates
Topic 2: 0.049856756978 0.041969089272 0.0222499200071 0.0191246177086 0.0179340263567
Topic 3: propuestas único reforma contrato laboral
Topic 3: 0.0252905643566 0.0220147542487 0.0192630737581 0.0180837821193 0.0175596525021
Topic 4: socialista líder pasado socialistas debate
Topic 4: 0.0224268141194 0.0130827662779 0.012203326481 0.011653676608 0.0114338166588
Topic 5: gente años candidato barrio madrid
Topic 5: 0.0138924974597 0.0138924974597 0.011577295587 0.0106769393031 0.0100338276718
Topic 6: millones gobierno grupo empresa euros
Topic 6: 0.0189408990475 0.0144846538054 0.0144846538054 0.0115138236441 0.0111424698739
Topic 7: partido federal general secretario congreso
Topic 7: 0.0241710688014 0.0226567732692 0.0214919305521 0.0202106035633 0.0199776350198
Topic 8: pacto gobierno partidos españa acuerdo
Topic 8: 0.0317656920379 0.0282362932489 0.0185304465792 0.0177583905942 0.0170966283212
Topic 9: mas cataluña españa independencia acuerdo
Topic 9: 0.0332738212551 0.0266656619173 0.0173910523204 0.0173910523204 0.0158839282609
Topic 10: josé formación según manuel partido
Topic 10: 0.0194463249168 0.0151252394602 0.0136848776413 0.012676624368 0.0125325881862
Topic 11: déficit impuestos españa fiscal gobierno
Topic 11: 0.016227249708 0.0160205463171 0.0152970844487 0.0150903810577 0.0143669191893
Topic 12: programas campaña televisión política partidos
Topic 12: 0.0309029409001 0.0288149748922 0.0244302462756 0.0175399584495 0.0146168060384
Topic 13: cara cada debate país candidatos
Topic 13: 0.0172839966678 0.0170353239584 0.0165379785395 0.0146729332189 0.0106941698683
Topic 14: debate candidato cara candidatos actitud
Topic 14: 0.0365318422198 0.0127935959487 0.0106835296135 0.0105516504675 0.00962849644586
Topic 15: españa gobierno españoles europa política
Topic 15: 0.0392196341498 0.0224252602651 0.0139326507438 0.0119287765871 0.0118333540082
Topic 16: gobierno país francia tras presidente
Topic 16: 0.025760947658 0.0206792016402 0.0205039690189 0.0198030385337 0.0192773406697
Topic 17: izquierda campaña partidos encuestas dos
Topic 17: 0.0222974544161 0.0202456673096 0.0194249524669 0.0188778092385 0.0173731653604
Topic 18: ley mujeres igualdad violencia cambio
Topic 18: 0.0245386542164 0.0226643038492 0.0141445294529 0.0134629475012 0.0117589926219
Topic 19: gobierno años debate euros gonzález
Topic 19: 0.0280617322218 0.0185996052009 0.0141948219326 0.0125634207221 0.0120740003589
Topic 20: si elecciones gobierno partido partidos
Topic 20: 0.0220287957314 0.0168276967698 0.0167053179707 0.0154815299797 0.0129115751987
Topic 21: madrid campaña candidato voto partido
Topic 21: 0.023584252411 0.0228817726575 0.0160576836232 0.0152548496192 0.011240679599
Topic 22: si cataluña partido líneas españa
Topic 22: 0.0256403324409 0.0233728971718 0.0149136194372 0.0148264103883 0.0124717660704
Topic 23: gobierno partido socialista cambio socialistas
Topic 23: 0.0247775536341 0.023773092151 0.0232708614094 0.0205085923309 0.0176626181289
Topic 24: elecciones años voto electoral dos
Topic 24: 0.0174532268712 0.0155542694892 0.0131127528552 0.0115755016412 0.0109425158473
Topic 25: política siempre tan hacer centro
Topic 25: 0.0180262411398 0.00861849806459 0.00854668323195 0.00804397940351 0.00790034973823
Topic 26: gobierno partido mayoría partidos voto
Topic 26: 0.0263473001479 0.0246842367852 0.0222334065665 0.0148809159103 0.0139180897529
Topic 27: si soraya mismo así política
Topic 27: 0.0154253637938 0.0112532712998 0.00960971971124 0.0088511574396 0.00859830334905
Topic 28: campaña si sido partido política
Topic 28: 0.014725837326 0.0105349598469 0.010421692888 0.00996862505239 0.00928902329901
Topic 29: partido ayer voto líder tras
Topic 29: 0.0264540875373 0.024139451321 0.0199510619771 0.0156524518611 0.013999140278
Topic 30: presidente elecciones funciones líder gobierno
Topic 30: 0.0225813130431 0.0175346312364 0.0114527326488 0.0098352064287 0.0098352064287
Topic 31: congreso acuerdo mesa grupos grupo
Topic 31: 0.0360652385408 0.028443334552 0.0249112327035 0.0237958321198 0.019396196484
Topic 32: debate país televisión redes sociales
Topic 32: 0.0265922453314 0.0233114904124 0.018390358034 0.0140735752458 0.0129512117209
Topic 33: debate cara presidente debates política
Topic 33: 0.0335231496416 0.0300166907444 0.0246868732205 0.0201986058319 0.0185155055612
Topic 34: constitución reforma partidos españa constitucional
Topic 34: 0.0258534535522 0.0247572327733 0.0226561429472 0.0172663907844 0.0172663907844
Topic 35: líder socialistas aunque cara alternativa
Topic 35: 0.0189095346958 0.0123777437819 0.0123777437819 0.011518297609 0.0104869622016
Topic 36: política ser debate presidente lópez
Topic 36: 0.0214017410301 0.0187266627284 0.0162745076184 0.0149369684675 0.0111472742067
Topic 37: presidente aunque gobierno elecciones ser
Topic 37: 0.0239092088575 0.0212851873989 0.0182238290304 0.0179322710906 0.0137046809627
Topic 38: fuerzas políticas condición socialista españa
Topic 38: 0.0257591509302 0.0254488184089 0.0207938305895 0.0207938305895 0.0181560041585
Topic 39: partido congreso presidente españoles social
Topic 39: 0.0309777225494 0.0207124461973 0.0156698543051 0.0136888360617 0.0117078178184
Topic 40: españa partido vida años joven
Topic 40: 0.0119981918389 0.0116504685571 0.0116504685571 0.0106072987117 0.00904254394353
Topic 41: cataluña españa constitución derecho ley
Topic 41: 0.027871489285 0.0136587699411 0.013104127235 0.0128961362202 0.0120641721611
Topic 42: r si españa partido va
Topic 42: 0.0370691134577 0.0162469825071 0.0161325751942 0.0132723923713 0.0125859484938
Topic 43: presidente candidato líder violencia solidaridad
Topic 43: 0.0325893091788 0.0287348669341 0.0264572419714 0.0243548189288 0.0203251747639
Topic 44: política político trata españa general
Topic 44: 0.0150310984029 0.0147867101678 0.0128316042866 0.0113652748757 0.00977675134719
Topic 45: campaña día ver candidato años
Topic 45: 0.0165735404109 0.0159869183275 0.0134937744731 0.0132004634314 0.0129071523898
Topic 46: rey candidato líder presidente electoral
Topic 46: 0.0301104505584 0.0190500330276 0.017360247016 0.0147487595435 0.0127517397115
Topic 47: votos elecciones partido diputados resultado
Topic 47: 0.0316777944462 0.0235653534385 0.0197022862919 0.018994057315 0.0159679880502
Topic 48: si líder gobierno presidente socialista
Topic 48: 0.0242754444696 0.0226749536525 0.0188071008443 0.016673113088 0.0149392480361
In [130]:
find_number_topics([20],n_iter=10000)
WARNING:lda:all zero column in document-term matrix found
20
-3375003.3342432347
Topic 0: campaña partido si voto mejor
Topic 0: 0.0210252545037 0.0120996494221 0.00828147391492 0.00813271383023 0.00803354044043
Topic 1: españa dos años electoral socialista
Topic 1: 0.0134513928091 0.0107333765428 0.0107333765428 0.0105242983685 0.0104546056437
Topic 2: gobierno españa presidente francia pacto
Topic 2: 0.023579049106 0.0207113915043 0.0158788573978 0.0137546665817 0.0121615234697
Topic 3: cataluña dos mas gobierno campaña
Topic 3: 0.0279264119095 0.0148667970908 0.0126987977928 0.0119761313601 0.0105307984948
Topic 4: españa partido cataluña gobierno pacto
Topic 4: 0.0179200374581 0.0114169029472 0.0109255550064 0.00971163656438 0.0094226083639
Topic 5: años ser si candidato gente
Topic 5: 0.0116546041704 0.00860494371743 0.0084415690503 0.00746132104756 0.00702565526856
Topic 6: debate país cara candidatos televisión
Topic 6: 0.0336563957209 0.0181563674203 0.0161100153694 0.0146732149932 0.0122350082943
Topic 7: ataque embajada policía mejor españa
Topic 7: 0.0116504773 0.0100580805753 0.00997427022134 0.00821425278879 0.00729233889555
Topic 8: gobierno candidato corrupción partido socialista
Topic 8: 0.0131735400099 0.0124068666058 0.0105947294688 0.0104553343045 0.00885228991406
Topic 9: reforma laboral españa gobierno años
Topic 9: 0.0124645703868 0.0108233864279 0.0105128921653 0.0103354668725 0.00967012202425
Topic 10: partido federal si general secretario
Topic 10: 0.0232856655091 0.0163954142917 0.0158417333903 0.0155033728395 0.0142729708364
Topic 11: política españa político si poder
Topic 11: 0.016671866678 0.0109045813676 0.00756396801835 0.0075009375778 0.00642942008843
Topic 12: gobierno si elecciones partido mayoría
Topic 12: 0.0223655516323 0.0183738520195 0.0173172256514 0.0153507265774 0.0136483840954
Topic 13: presidente gobierno elecciones líder funciones
Topic 13: 0.0206132618448 0.0167124943114 0.0154122384669 0.0121233560368 0.00940811589104
Topic 14: debate líder presidente país cara
Topic 14: 0.0434475092362 0.0216512821631 0.0202345274033 0.0176916342448 0.0176553071997
Topic 15: campaña programas televisión partidos política
Topic 15: 0.0242495568191 0.019862213711 0.015474870603 0.0131033337879 0.0129847569471
Topic 16: congreso cámara mesa acuerdo diputados
Topic 16: 0.0309219959046 0.0168462940848 0.0166216818218 0.0148996544715 0.0134771101386
Topic 17: socialista gobierno secretario candidato general
Topic 17: 0.0157442052247 0.0115868245108 0.00995113373817 0.00926959591623 0.00906513456964
Topic 18: partido elecciones votos resultado dos
Topic 18: 0.0211585590468 0.0180837623334 0.0172313434426 0.0139738855384 0.0124212654158
Topic 19: presidente candidato líder ayer si
Topic 19: 0.0330958150059 0.0218671642169 0.020685200976 0.0168860334158 0.016041773958
In [8]:
def correlationMerge(tit="",threshold=0.7):
"""
Stolen code from Prof. Bagrow's slides to cluster and plot accordint to distance.
"""
from scipy.stats import pearsonr,spearmanr,kendalltau,entropy
import pylab as plt
from scipy.spatial.distance import pdist, squareform
from scipy.cluster.hierarchy import linkage, dendrogram,leaders,fcluster
vocab = pickle.load(open('./data/vocab.txt',"rb+"))
def KL_E(u,v):
return entropy(u,v)*entropy(v,u)/entropy(u)/entropy(v)
varValues = np.transpose(np.loadtxt("./data/allDistComb1Day"+str(tit)+".dat"))
data_dist_a = pdist(varValues,lambda u,v: KL_E(u,v))
varValues2 = (np.loadtxt("./data/ldaTopics"+str(tit)+".dat"))
data_dist_b = pdist(varValues2,lambda u,v: KL_E(u,v))
data_dist = data_dist_a*1 * data_dist_b*1
#print(data_dist)
fig = plt.figure(figsize=(8,8))
# plot first dendrogram:
ax1 = fig.add_axes([0.05,0.1,0.2,0.6])
Y = linkage(data_dist, method='weighted') # method?
t = max(Y[:, 2]) * threshold
Z1 = dendrogram(Y, orientation='right',
leaf_font_size=18,color_threshold=t) # adding/removing the axes
#labels=["Profit","Decay","Profit \n(Ratio)","IMDB rating","Metascore","RottenT \nAudience","RottenT \nCritics","Profit \n(Deviation)"],
ax1.set_xticks([]) # turn off xticks
# plot second dendrogram:
ax2 = fig.add_axes([0.32,0.71,0.58,0.2])
Z2 = dendrogram(Y,color_threshold=t)
ax2.set_xticks([])
ax2.set_yticks([])
clusters = fcluster(Y,t=t,criterion='distance')
#print( clusters)
lisTop = np.asarray(range(len(clusters)))
#print(np.unique(clusters))
prov = 0
for g in np.unique(clusters):
group = lisTop[clusters==g]
for i2 in group:
topic_words = np.array(vocab)[np.argsort(varValues2[i2,:])][:]#-[:n_top_words:-1]
freq_words = np.array(varValues2[i2,:])[np.argsort(varValues2[i2,:])][:]#-n_top_words:-1]
prov += np.sum(freq_words[::-1][:10])
# get the distance matrix:
D = squareform(data_dist)
# reorder rows/cols of D to match dendrograms
idx1 = Z1['leaves']
idx2 = Z2['leaves']
D = D[idx1,:]
D = D[:,idx2]
# add matrix
axmatrix = fig.add_axes([0.32,0.1,0.58,0.6])
im = axmatrix.matshow(D, aspect='auto', origin='lower', cmap=plt.cm.YlGnBu)
axmatrix.set_xticks([])
axmatrix.set_yticks([])
# Plot colorbar.
axcolor = fig.add_axes([0.91,0.1,0.02,0.6])
plt.colorbar(im, cax=axcolor)
#plt.savefig("./data/"+'MatrixPrediction'+tit+'.pdf', bbox_inches='tight' ,dpi=100)
#plt.savefig("./data/"+'MatrixPrediction'+tit+'.png', bbox_inches='tight' ,dpi=100)
plt.show()
return clusters,vocab,varValues2
In [3]:
def automatic_annotate(clusters,vocab,varValues2):
sumValues = np.sum(varValues2,0)
lisTop = np.asarray(range(len(clusters)))
cols = ['g','r','c','b','m','y','k','g','b']
print(clusters)
for g in np.unique(clusters):
group = lisTop[clusters==g]
#print(group)
prov = np.zeros(len(sumValues))
for i2 in group:
topic_words = np.array(vocab)[np.argsort(varValues2[i2,:])][:]#-[:n_top_words:-1]
freq_words = np.array(varValues2[i2,:])[np.argsort(varValues2[i2,:])][:]#-n_top_words:-1]
prov += varValues2[i2,:]
sumValues1 = np.sum(varValues2,0)
topic_words1 = np.array(vocab)[np.argsort(varValues2[i2,:]/sumValues1)][:]#-[:n_top_words:-1]
sumValues2 = np.ones(len(np.sum(varValues2,0)))
topic_words2 = np.array(vocab)[np.argsort(varValues2[i2,:])][:]#-[:n_top_words:-1]
x = []
indX = 0
while len(x) < 20:
x += list(topic_words1[::-1][indX:indX+1])
x += list(topic_words2[::-1][indX:indX+1])
indX += 1
print(i2,' '.join(x))
#print('Topic {}: {}'.format(i2, ' '.join(topic_words[::-1][:50])))
#print('Topic {}: {}'.format(i2, ' '.join([str(_) for _ in freq_words[::-1][:50]])))
sumValues1 = np.sum(varValues2,0)
topic_words1 = np.array(vocab)[np.argsort(prov/sumValues)][:]#-[:n_top_words:-1]
sumValues2 = np.ones(len(np.sum(varValues2,0)))
topic_words2 = np.array(vocab)[np.argsort(prov/sumValues)][:]#-[:n_top_words:-1]
x = []
indX = 0
while len(x) < 20:
x += list(topic_words1[::-1][indX:indX+1])
if topic_words2[::-1][indX:indX+1] not in x:
x += list(topic_words2[::-1][indX:indX+1])
indX += 1
print("All cluster: ",' '.join(x))
print("-"*30)
with open("./data/topics.csv","w+") as f:
for i2 in range(len(clusters)):
topic_words = np.array(vocab)[np.argsort(varValues2[i2,:])][:]#-[:n_top_words:-1]
freq_words = np.array(varValues2[i2,:])[np.argsort(varValues2[i2,:])][:]#-n_top_words:-1]
sumValues1 = np.sum(varValues2,0)
topic_words1 = np.array(vocab)[np.argsort(varValues2[i2,:]/sumValues1)][:]#-[:n_top_words:-1]
sumValues2 = np.ones(len(np.sum(varValues2,0)))
topic_words2 = np.array(vocab)[np.argsort(varValues2[i2,:]/sumValues2)][:]#-[:n_top_words:-1]
x = []
indX = 0
while len(x) < 30:
x += list(topic_words1[::-1][indX:indX+1])
x += list(topic_words2[::-1][indX:indX+1])
indX += 1
f.write("- {0}\t{1}\n".format(i2,' '.join(x)))
In [14]:
import numpy as np
clusters,vocab,varValues2 = correlationMerge(20,threshold=0.6)
In [11]:
automatic_annotate(clusters,vocab,varValues2)
[2 2 2 2 2 2 1 3 2 2 2 2 2 2 1 1 2 1 2 4]
6 formato debate arroyo país pantalla candidatos usuarios cara vega televisión vieron redes lectores sociales realización electoral digitales diario horario cada
14 enfrentar debate norteamericano presidente luna líder cancelar cara relativamente debates chiste candidato molestar país universidades ayer piedra solo cohetes gobierno
15 pastor campaña factores programas mil televisión tradiciones cara garaje partidos barro política renuncias socialista rápida según agrega electoral conversión políticos
17 cuales hoy entidades sino estadounidense grupo colegios socialista delegado candidato financieros líder llame millones afán parte acerca político sencillo nuevo
All cluster: digital emisión formato arroyo página cuales pantalla diseñado tv entidades cadenas tuits usuarios estadounidense mundial vega canales colegios andrea pastor
------------------------------
0 hijo campaña esposa si ss mejor entrega hoy guste sido eficaz política mirando centro club partido dejando día wars electoral
1 j españa residencia años coyuntura cambio venía país kilómetros electoral frío elecciones pila cuatro hacían momento semejante tres viva mayoría
2 comunicado gobierno tropas presidente prestar ayer castro españa directiva pacto continuación partidos posiblemente líder horizonte tras específica acuerdo visitar quiere
3 alcaldía años acabaron dos abandonar mas desarrollar cataluña sagrada elecciones contento gobierno pinta barcelona f partido delito frente fotografías sido
4 r si p partido puedes puede urgente r dimensión gobierno proposición elecciones retos votos caer izquierda humilde pacto simón partidos
5 entretenimiento política barrio aunque formatos cada profesores años argentina maría docentes ser café año limitada tan aires entretenimiento ¡qué hoy
8 hija candidato prestación madrid encontró gobierno orgánica líder hijas socialista recepción dijo villanueva presidente libros general cumplen secretario cena corrupción
9 ingresos programa pobreza años salario reforma reducción partido empleos laboral saldo voto embarazo según femenino ley indemnización social enseñanza ayer
10 intentarlo partido ordinario si empiece general prohibición federal post secretario pongan gobierno mecanismo socialistas inconveniente cataluña imposición fuerzas estatutos españa
11 corona españa convivencia política bandera cataluña causa constitución instrumentos reforma sucesión político exigir electoral producto nuevo procedimientos ley rigor sistema
12 mercados gobierno ajuste españa perdida elecciones optimismo política crece ser adelantado si usan legislatura griego comisión daría país relacionados cuenta
13 teoría congreso firmas elecciones rebelión presidente desastre diputados cuentan rey requisito propio abril ahora blog situación juntas semana llegaba gobierno
16 reglamento congreso senadores acuerdo obstáculos partido aceptación mesa separado dos pretensiones cámara independientes partidos ampliamente presidente proposiciones grupos marcelo diputados
18 valorado partido regional votos pierde elecciones región resultado notable dos zaragoza voto sant solo municipio campaña distritos fuerza recibieron menos
All cluster: congreso diputados ley formar fuerza poder parlamento constitucional entonces claro dirección medidas pueden discurso euros independencia quieren r podría realidad
------------------------------
7 embajada francia militar ataque militares país silencio seguridad soldados españa misiones español gol según agente policía herido embajada presos exteriores
All cluster: embajada militar militares silencio soldados misiones gol agente herido presos adicional inteligencia heridos revisar ocupan fallecido occidental pensamiento asesinato grados
------------------------------
19 escribió presidente condena líder detenido violencia tuit candidato parejas ayer vengo si vigencia gobierno fomento mas sales mensaje dependencias ningún
All cluster: escribió condena detenido tuit parejas vengo vigencia fomento sales dependencias consentimiento etiquetas agradezco armada encontrarse mentir útiles decretos tela hierro
------------------------------
In [15]:
def weightWord(tit="",word='hoi'):
vocab = pickle.load(open('./data/vocab.txt',"rb"))
#By day
varValues = np.transpose(np.loadtxt("./data/allDistComb1Day"+str(tit)+".dat"))
#By freq
varValues2 = (np.loadtxt("./data/ldaTopics"+str(tit)+".dat"))
weigthTopics = np.ones(int(tit))
len_vocab = len(vocab)
# Kind-of efficient way to count words (better to use a dictionary)
file = re.split(' |\n',word)
c = Counter(file)
del c['']
values = np.zeros(len_vocab)
count = 0
for word in c:
pos = bi_contains(vocab, word)
if pos[0]:
weigthTopics += np.log10(varValues2[:,pos[1]]/np.sum(varValues2[:,pos[1]])*c[word])
weigthTopics = (weigthTopics - np.min(weigthTopics))
weigthTopics /= np.sum(weigthTopics)
return weigthTopics
In [16]:
weightWord(20,word="prisión")
Out[16]:
array([ 0.03573729, 0.03696589, 0.02545959, 0.42841658, 0.01953572,
0.04490829, 0.03384607, 0.03924666, 0.0426419 , 0.03641078,
0. , 0.00907863, 0.02201745, 0.02710525, 0.01979245,
0.0428206 , 0.01553519, 0.05109621, 0.00767803, 0.06170741])
In [338]:
import pandas as pd
import re
from nltk.corpus import stopwords
filenames = ["./data/Pablo_Iglesias_Podemos.csv","./data/Albert_Rivera_Ciudadanos.csv","./data/Mariano_Rajoy_PP.csv","./data/Pedro_Sanchez_PSOE.csv"]
separator_csv = "\t" #tab
header = None
index_col = None
columns_csv = ["Date","Newspaper","Article"]
column_text = "Article" #leave empty to not get the valence
column_date = "Date" #leave empty to not parse the date
language = "spanish"
extra_stop_words = [_.lower() for _ in ["elpais.com","elpais","Podemos","Pablo","Iglesias","Ciudadanos","Albert","Rivera","Pedro","Sanchez","Sánchez","PSOE","Mariano","Rajoy","PP"]]
cached_stop = set(stopwords.words(language) + extra_stop_words)
num_topics = 20
all_topics = np.zeros((len(filenames),num_topics))
## Fill up
for i,filename in enumerate(filenames):
print(filename)
df = pd.read_csv(filename,sep=separator_csv,header=header,index_col=index_col)
df.columns = columns_csv
all_messages = " ".join(df["Article"].values)
mess = remove_stop_words(remove_punctuation(all_messages),cached_stop)
all_topics[i,:] = weightWord(num_topics,word=mess)
print(all_topics[i,:])
all_topics[all_topics==0] = np.NaN
plt.figure(figsize = (15,10))
plt.subplot(2,1,1)
plt.imshow(all_topics*10,interpolation="none",aspect="auto",cmap=plt.cm.YlGnBu)
plt.yticks(range(len(filenames)),[_[_.find("a/")+2:_.find(".csv")] for _ in filenames])
plt.xticks(range(num_topics),[str(_) for _ in range(num_topics)])
plt.grid(False)
plt.colorbar()
plt.title("Not normalized")
for topic_number in range(num_topics):
all_topics[:,topic_number] = (all_topics[:,topic_number] - np.mean(all_topics[:,topic_number]))/np.std(all_topics[:,topic_number])
plt.subplot(2,1,2)
plt.title("Normalized")
plt.imshow(all_topics,interpolation="none",aspect="auto", cmap=plt.cm.YlGnBu)
plt.yticks(range(len(filenames)),[_[_.find("a/")+2:_.find(".csv")] for _ in filenames])
plt.xticks(range(num_topics),[str(_) for _ in range(num_topics)])
plt.grid(False)
plt.colorbar()
plt.show()
./data/Pablo_Iglesias_Podemos.csv
[ 0.05987496 0.0651234 0.04610536 0.05541302 0.02467848 0.11842943
0.0561438 0.06041897 0.06916527 0.06149525 0.01979053 0.08497182
0.02865232 0.03529208 0. 0.04478687 0.03363327 0.06908297
0.01668751 0.05025469]
./data/Albert_Rivera_Ciudadanos.csv
[ 0.06418978 0.05360376 0.04068586 0.06896281 0.02174942 0.09168422
0.06909723 0.05924703 0.06263472 0.05529668 0.02337447 0.10578842
0.03535787 0.0380849 0. 0.04636492 0.03211322 0.06744481
0.0217374 0.04258248]
./data/Mariano_Rajoy_PP.csv
[ 0.06066666 0.0715143 0.04823445 0.05450856 0.02385552 0.10398833
0.05527035 0.0608746 0.07369993 0.06587909 0.02058397 0.08712669
0.03061145 0.032647 0. 0.04322539 0.03174407 0.06645116
0.01476929 0.05434916]
./data/Pedro_Sanchez_PSOE.csv
[ 0.06190728 0.07104502 0.05055442 0.05185506 0.0224995 0.10875232
0.0519402 0.06245967 0.07004305 0.06363863 0.02104788 0.08243833
0.02891802 0.03594048 0. 0.04422548 0.03295394 0.06763138
0.01789233 0.05425701]
Content source: jgarciab/text_analysis_python
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