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emoji2vec's Issues

pretrained bin and txt have different embeddings

hi, @rockt, I did something like below,

e2v = gensim.models.KeyedVectors.load_word2vec_format('emoji2vec.bin', binary=True)
print (e2v['πŸ˜‚'])

e2v = gensim.models.KeyedVectors.load_word2vec_format('emoji2vec.txt')
print (e2v['πŸ˜‚'])

It gives 2 different result. Do you know why?

Email address for author should change

The README has beisner [at] princeton [dot] edu as the contact email, but that email no longer will receive email (I graduated a few years ago). A better contact email for me is: ben [dot] a [dot] eisner [at] gmail [dot] com.

emoji sentiment grouping ?

Top 4 similar emoji with 😭 by using pre-trained emoji2vec.txt:

😿 0.836434900761
😒 0.689464867115
😹 0.677145779133
πŸ˜‚ 0.671003580093

I get it, that crying face emoji is kind of more similar with above 4 emojis, but 😿😒 and πŸ˜ΉπŸ˜‚ represent totally two different part of word sentiment. Positive and Negative! How can I group emojis based by sentiment polarity ?

morn    😭
hurt    😭
crying  😭
tears   😭
loudly crying face  😭
sob 😭
sobbing 😭
sad tears   😭
bawling 😭
sad 😭
melancholy  😭
cry 😭
somber  😭
laughing    πŸ˜‚
lol πŸ˜‚
laughing crying πŸ˜‚
tears   πŸ˜‚
joy πŸ˜‚
happy   πŸ˜‚
laughing tears  πŸ˜‚
cry πŸ˜‚
face with tears of joy  πŸ˜‚

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