In [1]:

    

from everything import *  # https://github.com/fnielsen/everything


    

In [2]:

    

from dasem.dannet import Dannet


    

In [3]:

    

dannet = Dannet()


    

In [4]:

    

# Query for sentiment words in DanNet
query = """
select label, value
from (select sa.synset_id, sa.value
      from synset_attributes sa
      where sa.type = 'connotation'), synsets as s
where s.id = synset_id
"""
df = dannet.db.query(query)
df.head()


    

    




Indexing schema. This will take a second...finished!






    
Out[4]:






  

    

      

      
label
      
value
    
  
  

    

      
0
      
{børnehave_1_3}
      
negative
    
    

      
1
      
{mafia_1_2}
      
negative
    
    

      
2
      
{sammenrend_1; sammensurium_1}
      
negative
    
    

      
3
      
{tingeltangel_1}
      
negative
    
    

      
4
      
{kongerække_1_1}
      
positive
    
  

In [5]:

    

# Extract words from the label
dannet_words = {}
for idx, row in df.iterrows():
    synset_words = row['label'].split(';')
    for word in synset_words:
        dannet_words[word[1:].split('_')[0]] = row['value']


    

In [6]:

    

# Compare with development version of AFINN
try:
    missing_words, swapped_words = [], []
    filename = expanduser('~/fnielsen/data/Nielsen2011Sentiment_afinndk.txt')
    afinn = read_csv(filename, sep='\t', encoding='utf-8', header=None)
    for dannet_word, dannet_valence in dannet_words.iteritems():
        if dannet_word not in afinn[0].values:
            missing_words.append((dannet_word, dannet_valence))
        else:
            afinn_valence = afinn.ix[afinn[0]==dannet_word, 1].values[0]
            if ((dannet_valence == 'positive' and afinn_valence < 0) or 
                (dannet_valence == 'negative' and afinn_valence > 0)):
                swapped_words.append((dannet_word, dannet_valence))
    pprint(sorted(swapped_words))
    pprint(sorted(missing_words))
except:
    pass


    

    




[(u'dr\xf8mme', u'negative')]
[(u'agterlanterne', u'negative'),
 (u'amazone', u'positive'),
 (u'andenklassesborger', u'negative'),
 (u'andenrangsborger', u'negative'),
 (u'angloman', u'negative'),
 (u'antikvitet', u'negative'),
 (u'arbejdsnarkoman', u'negative'),
 (u'artist', u'positive'),
 (u'auteur', u'positive'),
 (u'avisskriveri', u'negative'),
 (u'baby', u'positive'),
 (u'badenymfe', u'positive'),
 (u'bamse', u'yes'),
 (u'bamsefar', u'yes'),
 (u'bandit', u'negative'),
 (u'barnerumpe', u'negative'),
 (u'barner\xf8v', u'negative'),
 (u'baryler', u'negative'),
 (u'bedsteborger', u'negative'),
 (u'behagelighed', u'positive'),
 (u'bengel', u'negative'),
 (u'ber\xf8mthed', u'positive'),
 (u'besk', u'negative'),
 (u'betonbyggeri', u'negative'),
 (u'betonkasse', u'negative'),
 (u'betonklods', u'negative'),
 (u'betonsilo', u'negative'),
 (u'biks,1', u'negative'),
 (u'billig', u'negative'),
 (u'bisse,1', u'negative'),
 (u'blegn\xe6b', u'negative'),
 (u'blodsuger', u'negative'),
 (u'blomsterflor', u'positive'),
 (u'bl\xe5str\xf8mpe', u'negative'),
 (u'bl\xe6ksprutte', u'positive'),
 (u'bl\xe6rer\xf8v', u'negative'),
 (u'bl\xf8ddyr', u'negative'),
 (u'boldspiller', u'positive'),
 (u'bolighaj', u'negative'),
 (u'boligspekulant', u'negative'),
 (u'bolsje', u'negative'),
 (u'bolv\xe6rksmatros', u'negative'),
 (u'bondefanger', u'negative'),
 (u'bondetamp', u'negative'),
 (u'bongop\xe6dagog', u'negative'),
 (u'bonsai', u'yes'),
 (u'bonsaitr\xe6', u'yes'),
 (u'borgerdyr', u'negative'),
 (u'bras,1', u'negative'),
 (u'brokkasse', u'negative'),
 (u'br\xe6nde,2', u'positive'),
 (u'buk,1', u'negative'),
 (u'bulderbasse', u'negative'),
 (u'bulldozer', u'negative'),
 (u'bums,3', u'negative'),
 (u'bundskraber', u'negative'),
 (u'bussemand', u'negative'),
 (u'byld', u'negative'),
 (u'bytte,1', u'negative'),
 (u'b\xe6nkevarmer', u'negative'),
 (u'b\xe6rme', u'negative'),
 (u'b\xf8ddel', u'yes'),
 (u'b\xf8hland', u'negative'),
 (u'b\xf8lle,1', u'negative'),
 (u'b\xf8r,1', u'negative'),
 (u'b\xf8rnehave', u'negative'),
 (u'b\xf8rnelokker', u'negative'),
 (u'b\xf8rnemishandler', u'negative'),
 (u'b\xf8rsbaron', u'negative'),
 (u'b\xf8rshaj', u'negative'),
 (u'b\xf8rsspekulant', u'negative'),
 (u'b\xf8rste,3', u'negative'),
 (u'celebritet', u'positive'),
 (u'chancerytter', u'negative'),
 (u'charlatan', u'negative'),
 (u'chauvinist', u'negative'),
 (u'damptromle', u'negative'),
 (u'dandy', u'negative'),
 (u'defaitist', u'negative'),
 (u'degn', u'negative'),
 (u'desperado', u'negative'),
 (u'diktator', u'negative'),
 (u'dilettant', u'negative'),
 (u'dinosaurus', u'negative'),
 (u'diplomat', u'positive'),
 (u'distancebl\xe6nder', u'negative'),
 (u'dj\xe6vel', u'negative'),
 (u'dj\xe6velskab', u'negative'),
 (u'dogmatiker', u'negative'),
 (u'dompap', u'negative'),
 (u'dosmer', u'negative'),
 (u'dovenkrop', u'negative'),
 (u'drenger\xf8v', u'negative'),
 (u'drivhusplante', u'negative'),
 (u'drivkraft', u'positive'),
 (u'drog,1', u'negative'),
 (u'drukm\xe5s', u'negative'),
 (u'drys', u'negative'),
 (u'dr\xe6bermaskine', u'negative'),
 (u'dr\xf8m', u'positive'),
 (u'dr\xf8mmeslot', u'positive'),
 (u'dr\xf8nnert', u'negative'),
 (u'due', u'positive'),
 (u'dukke,1', u'negative'),
 (u'duksedreng', u'negative'),
 (u'dulle', u'negative'),
 (u'dumpekandidat', u'negative'),
 (u'dv\xe6rg', u'negative'),
 (u'dydsdragon', u'negative'),
 (u'dydsm\xf8nster', u'negative'),
 (u'dyr,1', u'negative'),
 (u'd\xe5re,1', u'negative'),
 (u'd\xe5se', u'negative'),
 (u'd\xf8dbider', u'negative'),
 (u'd\xf8genigt', u'negative'),
 (u'd\xf8gnflue', u'negative'),
 (u'efterplaprer', u'negative'),
 (u'eftersnakker', u'negative'),
 (u'eftersp\xf8rge', u'positive'),
 (u'eftertragte', u'positive'),
 (u'egocentriker', u'negative'),
 (u'egotripper', u'negative'),
 (u'elitebilist', u'positive'),
 (u'eunuk', u'negative'),
 (u'evne,1', u'positive'),
 (u'fagforeningspamper', u'negative'),
 (u'falskneri', u'negative'),
 (u'fantast', u'negative'),
 (u'faris\xe6er', u'negative'),
 (u'fedtspiller', u'negative'),
 (u'feinschmecker', u'positive'),
 (u'fejlfinder', u'negative'),
 (u'feltmadras', u'negative'),
 (u'ferieparadis', u'positive'),
 (u'fidusmager', u'negative'),
 (u'fiffikus', u'positive'),
 (u'filister', u'negative'),
 (u'finke', u'negative'),
 (u'fisk,1', u'negative'),
 (u'fisse', u'negative'),
 (u'fisselette', u'negative'),
 (u'fjollehoved', u'negative'),
 (u'fjumrehoved', u'negative'),
 (u'flab', u'negative'),
 (u'fladpande', u'negative'),
 (u'flakke,1', u'negative'),
 (u'flane,1', u'negative'),
 (u'flipproletar', u'negative'),
 (u'flokdyr', u'negative'),
 (u'flommeeurop\xe6er', u'negative'),
 (u'flovmand', u'negative'),
 (u'fluepapir', u'negative'),
 (u'fl\xe6b', u'negative'),
 (u'fl\xf8debolle', u'negative'),
 (u'fl\xf8desk\xe6g', u'negative'),
 (u'fl\xf8s', u'negative'),
 (u'forbryderspire', u'negative'),
 (u'forf\xf8rer', u'yes'),
 (u'forgrundsfigur', u'positive'),
 (u'formalist', u'negative'),
 (u'formynder', u'negative'),
 (u'forn\xe6rmelse', u'negative'),
 (u'forr\xe6der', u'negative'),
 (u'fortr\xe6ffelighed', u'positive'),
 (u'fremmedlegeme', u'negative'),
 (u'frille', u'positive'),
 (u'fryns', u'negative'),
 (u'fr\xe6kkert', u'negative'),
 (u'fr\xf8\xe6der', u'negative'),
 (u'fulderik', u'negative'),
 (u'fumleg\xe6nger', u'negative'),
 (u'fumler', u'negative'),
 (u'fund', u'positive'),
 (u'fundamentalist', u'negative'),
 (u'furie', u'negative'),
 (u'fusel', u'negative'),
 (u'fuser', u'negative'),
 (u'fyld', u'negative'),
 (u'fyldeb\xf8tte', u'negative'),
 (u'fyrt\xe5rn', u'positive'),
 (u'fysiolog', u'yes'),
 (u'f\xe5ret', u'negative'),
 (u'f\xe6hoved', u'negative'),
 (u'gadedreng', u'negative'),
 (u'galanteri', u'negative'),
 (u'galfrans', u'negative'),
 (u'galgenfugl', u'negative'),
 (u'gamin', u'negative'),
 (u'gavflab', u'negative'),
 (u'gentleman', u'positive'),
 (u'gesj\xe6ft', u'negative'),
 (u'gespenst', u'negative'),
 (u'gigolo', u'negative'),
 (u'gimpe,1', u'negative'),
 (u'glut', u'positive'),
 (u'gnavpotte', u'negative'),
 (u'gnier', u'negative'),
 (u'godtfolk', u'positive'),
 (u'goliat', u'positive'),
 (u'gorilla', u'negative'),
 (u'grand old lady', u'positive'),
 (u'grand old man', u'positive'),
 (u'gratie', u'positive'),
 (u'grib', u'negative'),
 (u'grimrian', u'negative'),
 (u'gris,1', u'negative'),
 (u'grov\xe6der', u'negative'),
 (u'grundejer', u'yes'),
 (u'gr\xe6dekone', u'negative'),
 (u'gr\xe6depil', u'negative'),
 (u'gr\xe6sselig', u'negative'),
 (u'gr\xf8ftegraver', u'negative'),
 (u'gr\xf8nskolling', u'yes'),
 (u'gud', u'positive'),
 (u'gudedrik', u'positive'),
 (u'gudinde', u'positive'),
 (u'gudsbespotter', u'negative'),
 (u'guf', u'positive'),
 (u'guld', u'positive'),
 (u'gulddreng', u'positive'),
 (u'guldklump', u'positive'),
 (u'gullaschbaron', u'negative'),
 (u'guttermand', u'positive'),
 (u'g\xe5s', u'negative'),
 (u'g\xe6st', u'negative'),
 (u'g\xf8geunge', u'negative'),
 (u'haj', u'positive'),
 (u'hakkebr\xe6t', u'negative'),
 (u'haleneger', u'negative'),
 (u'haltefanden', u'negative'),
 (u'halvhjerne', u'negative'),
 (u'handyr', u'positive'),
 (u'hanekylling', u'negative'),
 (u'hanrej', u'negative'),
 (u'hare', u'negative'),
 (u'harpe', u'negative'),
 (u'havgasse', u'negative'),
 (u'hejre,1', u'negative'),
 (u'heks', u'negative'),
 (u'helgen', u'positive'),
 (u'helt,1', u'positive'),
 (u'helteskikkelse', u'positive'),
 (u'heltinde', u'positive'),
 (u'helvedesmaskine', u'negative'),
 (u'heros', u'positive'),
 (u'hertug', u'negative'),
 (u'himmerigsmundfuld', u'positive'),
 (u'hjemmef\xf8dning', u'negative'),
 (u'hjerne', u'positive'),
 (u'hjernevrider', u'negative'),
 (u'hjerte', u'yes'),
 (u'hjerteknuser', u'yes'),
 (u'hjertensk\xe6r', u'yes'),
 (u'hofnar', u'yes'),
 (u'hoforgan', u'negative'),
 (u'hofsnog', u'negative'),
 (u'horeunge', u'negative'),
 (u'horkarl', u'negative'),
 (u'hormonb\xf8f', u'negative'),
 (u'hovednavn', u'positive'),
 (u'hugaf', u'negative'),
 (u'humanist', u'positive'),
 (u'humorist', u'positive'),
 (u'hum\xf8rbombe', u'positive'),
 (u'hum\xf8rspiller', u'negative'),
 (u'hum\xf8rspreder', u'positive'),
 (u'hund,1', u'negative'),
 (u'hundehandler', u'negative'),
 (u'hundeklipper', u'negative'),
 (u'hundj\xe6vel', u'negative'),
 (u'husar', u'negative'),
 (u'hvalp', u'negative'),
 (u'hyggeonkel', u'positive'),
 (u'hystade', u'negative'),
 (u'h\xe5ndlanger', u'negative'),
 (u'h\xe5ndv\xe6rker', u'positive'),
 (u'h\xe5rkl\xf8ver', u'negative'),
 (u'h\xe6dersmand', u'positive'),
 (u'h\xe6ngehoved', u'negative'),
 (u'h\xe6nger\xf8v', u'negative'),
 (u'h\xe6ngetr\xe6', u'negative'),
 (u'h\xf8nisse', u'negative'),
 (u'ideal,1', u'positive'),
 (u'idealist', u'positive'),
 (u'idealkvinde', u'positive'),
 (u'idol', u'positive'),
 (u'ignorant,1', u'negative'),
 (u'isjomfru', u'negative'),
 (u'jasiger', u'negative'),
 (u'jern', u'positive'),
 (u'jernlady', u'positive'),
 (u'judas', u'negative'),
 (u'j\xf8dehader', u'negative'),
 (u'kagekone', u'negative'),
 (u'kakkelovnsr\xf8r', u'negative'),
 (u'kandest\xf8ber', u'negative'),
 (u'kanon,1', u'positive'),
 (u'kapacitet', u'positive'),
 (u'kapitalist', u'negative'),
 (u'karklud', u'negative'),
 (u'kastebold', u'negative'),
 (u'katalysator', u'positive'),
 (u'keeper', u'yes'),
 (u'kendis', u'positive'),
 (u'klamphugger', u'negative'),
 (u'klamphuggerl\xe6ge', u'negative'),
 (u'klaphat', u'negative'),
 (u'klaptorsk', u'negative'),
 (u'klassiker', u'positive'),
 (u'klidmoster', u'negative'),
 (u'klodrian', u'negative'),
 (u'klods', u'negative'),
 (u'klodsmajor', u'negative'),
 (u'klud', u'negative'),
 (u'kludder', u'negative'),
 (u'klummer,1', u'negative'),
 (u'klumpedumpe', u'negative'),
 (u'kluns', u'negative'),
 (u'knag,1', u'positive'),
 (u'knoldesparker', u'negative'),
 (u'knop', u'positive'),
 (u'ko', u'negative'),
 (u'kokette', u'negative'),
 (u'kokotte,2', u'negative'),
 (u'koleriker', u'negative'),
 (u'kolos', u'negative'),
 (u'komet', u'positive'),
 (u'konge', u'positive'),
 (u'konger\xe6kke', u'positive'),
 (u'kontormus', u'negative'),
 (u'kordreng', u'positive'),
 (u'korthus', u'negative'),
 (u'koryf\xe6', u'positive'),
 (u'kostbarhed', u'positive'),
 (u'krabat', u'negative'),
 (u'kraftidiot', u'negative'),
 (u'krakiler', u'negative'),
 (u'kram,2', u'positive'),
 (u'kran', u'negative'),
 (u'kratlusker', u'negative'),
 (u'kravl', u'negative'),
 (u'krudtkarl', u'positive'),
 (u'krudtt\xf8nde', u'positive'),
 (u'krukke,1', u'negative'),
 (u'kryb', u'negative'),
 (u'krykhusar', u'negative'),
 (u'kr\xe6', u'negative'),
 (u'kr\xe6mmer', u'negative'),
 (u'kr\xe6s', u'positive'),
 (u'kr\xe6ve', u'negative'),
 (u'kunnen', u'positive'),
 (u'kunstv\xe6rk', u'positive'),
 (u'kuv\xf8seguf', u'positive'),
 (u'kvabso', u'negative'),
 (u'kvabtorsk', u'negative'),
 (u'kvaj', u'negative'),
 (u'kvajpande', u'negative'),
 (u'kvaksalver', u'negative'),
 (u'kvalitet', u'positive'),
 (u'kvartalsdranker', u'negative'),
 (u'kv\xe6rulant', u'negative'),
 (u'k\xe6lling', u'negative'),
 (u'k\xe6ltring', u'negative'),
 (u'k\xe6mpekvinde', u'negative'),
 (u'k\xe6reste,1', u'yes'),
 (u'k\xf8benhavnersnude', u'negative'),
 (u'k\xf8dbjerg', u'negative'),
 (u'k\xf8kkenskriver', u'negative'),
 (u'laban', u'negative'),
 (u'ladeport', u'negative'),
 (u'lady', u'positive'),
 (u'lakaj', u'negative'),
 (u'lammesteg', u'positive'),
 (u'lamseben', u'positive'),
 (u'landsfader', u'positive'),
 (u'lappeskr\xe6dder', u'negative'),
 (u'laps', u'negative'),
 (u'larve', u'positive'),
 (u'las', u'negative'),
 (u'lazaron', u'negative'),
 (u'lebbe', u'negative'),
 (u'lemmedasker', u'negative'),
 (u'lig,1', u'negative'),
 (u'lokker', u'negative'),
 (u'lort,2', u'negative'),
 (u'luskebuks', u'negative'),
 (u'l\xe6kkerbid', u'positive'),
 (u'l\xe6kkerbisken', u'positive'),
 (u'l\xe6kkeri', u'positive'),
 (u'l\xf8mmel', u'negative'),
 (u'l\xf8vinde', u'positive'),
 (u'madamme', u'negative'),
 (u'madonna', u'positive'),
 (u'mafia', u'negative'),
 (u'mage,1', u'yes'),
 (u'magtstr\xe6ber', u'negative'),
 (u'mam', u'positive'),
 (u'mammon', u'negative'),
 (u'mappedyr', u'negative'),
 (u'mark,1', u'negative'),
 (u'mastodont', u'negative'),
 (u'matrone', u'negative'),
 (u'medusa', u'negative'),
 (u'mestermand', u'yes'),
 (u'metervare', u'negative'),
 (u'mikrofonholder', u'negative'),
 (u'mikroskop', u'yes'),
 (u'misd\xe6der', u'negative'),
 (u'moderdyr', u'negative'),
 (u'monstrum', u'negative'),
 (u'mundgodt', u'positive'),
 (u'murmeldyr', u'negative'),
 (u'museumsgenstand', u'negative'),
 (u'museumsstykke', u'negative'),
 (u'm\xe5lkonge', u'positive'),
 (u'm\xe5lmager', u'positive'),
 (u'm\xe5lmand', u'yes'),
 (u'm\xe5lvogter', u'yes'),
 (u'm\xe6r', u'negative'),
 (u'm\xf8ghund', u'negative'),
 (u'narkobaron', u'negative'),
 (u'narrefisse', u'negative'),
 (u'nathue', u'negative'),
 (u'naziborg', u'negative'),
 (u'nektar', u'positive'),
 (u'nemme,1', u'positive'),
 (u'nidding', u'negative'),
 (u'nymfe', u'positive'),
 (u'n\xf8glespiller', u'positive'),
 (u'ogginok', u'negative'),
 (u'oldsag', u'negative'),
 (u'oldtidslevn', u'negative'),
 (u'oldtidslevning', u'negative'),
 (u'opkomling', u'negative'),
 (u'original,1', u'negative'),
 (u'overd\xe5dighed', u'positive'),
 (u'pakke,1', u'positive'),
 (u'pamper', u'negative'),
 (u'papirnusser', u'negative'),
 (u'papirnusseri', u'negative'),
 (u'pariserr\xf8v', u'positive'),
 (u'parvenu', u'negative'),
 (u'pengepuger', u'negative'),
 (u'perlek\xe6de', u'positive'),
 (u'perlerad', u'positive'),
 (u'perler\xe6kke', u'positive'),
 (u'pestbyld', u'negative'),
 (u'petitstof', u'negative'),
 (u'pjalt', u'negative'),
 (u'pjask', u'negative'),
 (u'pjat', u'negative'),
 (u'plagiat', u'negative'),
 (u'plankev\xe6rkslytter', u'negative'),
 (u'platugle', u'negative'),
 (u'plimsoller', u'negative'),
 (u'pragt', u'positive'),
 (u'pragtstykke', u'positive'),
 (u'pragtv\xe6rk', u'positive'),
 (u'pram', u'negative'),
 (u'prins', u'positive'),
 (u'problembarn', u'negative'),
 (u'profos', u'yes'),
 (u'proselyt', u'negative'),
 (u'pr\xe6station', u'positive'),
 (u'pukkelryg', u'negative'),
 (u'pullimut', u'negative'),
 (u'pulverheks', u'negative'),
 (u'p\xe5h\xe6ng', u'yes'),
 (u'quisling', u'negative'),
 (u'ragelse', u'negative'),
 (u'rapand', u'positive'),
 (u'rappenskralde', u'negative'),
 (u'rejek\xe6lling', u'negative'),
 (u'rendemaske', u'negative'),
 (u'ridder', u'positive'),
 (u'ringeagte', u'negative'),
 (u'rivejern', u'negative'),
 (u'rod,1', u'negative'),
 (u'rottehul', u'negative'),
 (u'rotterede', u'negative'),
 (u'r\xe6dsel', u'negative'),
 (u'r\xe6v', u'negative'),
 (u'r\xf8verkule', u'negative'),
 (u'r\xf8vpuler', u'negative'),
 (u'sag', u'positive'),
 (u'sammenkog', u'negative'),
 (u'sammenrend', u'negative'),
 (u'sammensurium', u'negative'),
 (u'sans,1', u'positive'),
 (u'satyr', u'negative'),
 (u'sexbombe', u'positive'),
 (u'sexkilling', u'positive'),
 (u'sild', u'positive'),
 (u'silo', u'negative'),
 (u'siv', u'positive'),
 (u'sjask,2', u'negative'),
 (u'sjuske,1', u'negative'),
 (u'skarpskytte', u'positive'),
 (u'skat', u'positive'),
 (u'skrammel', u'negative'),
 (u'skribleri', u'negative'),
 (u'skrubbe,1', u'negative'),
 (u'skrud', u'positive'),
 (u'skrummel', u'negative'),
 (u'skude', u'negative'),
 (u'skur', u'negative'),
 (u'sk\xe5r', u'positive'),
 (u'sk\xe6gabe', u'yes'),
 (u'sk\xf8nheds\xe5benbaring', u'positive'),
 (u'sk\xf8njomfru', u'positive'),
 (u'sk\xf8rlevner', u'negative'),
 (u'sk\xf8rtej\xe6ger', u'yes'),
 (u'sladderblad', u'negative'),
 (u'sladretaske', u'negative'),
 (u'slaveanstalt', u'negative'),
 (u'slavearbejde', u'negative'),
 (u'slipsedreng', u'negative'),
 (u'smudsblad', u'negative'),
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In [ ]: