# -*- coding: utf-8 -*-
#!/usr/bin/python2.7 -S
# python -m spacy.en.download python -m spacy.de.download
# https://spacy.io/docs/#tutorials
# CSS: http://codepen.io/explosion/pen/xEpgKz
# CSS 2: https://explosion.ai/blog/displacy-ent-named-entity-visualizer
import time
start_time = time.time()

# pip install --upgrade thinc
# pip3 install suds-jurko
import spacy
#import base64
import json
#import site
import codecs
import locale
import shelve
import gensim, logging
import pprint
import os.path
#import sphinxapi as SP
from sphinxapi import *
# pip install --upgrade mysql-python
import MySQLdb
logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.INFO)

# pip3 install --upgrade spacy
# apt-get install python3-pip
# pip install --upgrade pip
# pip3 install --upgrade pip3
# pip install -U textblob
# python -m textblob.download_corpora
# pip install --upgrade langdetect
# pip install -U textblob-de
# python -m textblob.download_corpora
#from textblob_de import TextBlobDE as TextBlob
from langdetect import detect
#from textblob_de import TextBlobDE
#from textblob import TextBlob
from libleipzig import * # pip install --upgrade libleipzig
# pip install --upgrade libleipzig
# pip3 install --upgrade libleipzig
# pip install --upgrade pattern
import sys, time  # import sys package, if not already imported
reload(sys)
sys.setdefaultencoding('utf-8')
#sys.stdout = codecs.getwriter(locale.getpreferredencoding())(sys.stdout)

# http://radimrehurek.com/gensim/models/word2vec.html#gensim.models.word2vec.Word2Vec #
#path 	= "/home/100biere/100BIERE_model.bin"
path 	= "/dev/shm/bigmodel/Zusammenhalt_model.bin"

word 	= "Zusammenhalt"
model 	= gensim.models.Word2Vec.load(path)
sim1 	= model.most_similar(positive=[word], negative=[], topn=10, restrict_vocab=None, indexer=None)

sim2 	= model.most_similar_cosmul(positive=[word], negative=[], topn=10)

sim3 	= model.similar_by_word(word, topn=10, restrict_vocab=None)

print("SIM 1")
pprint.pprint(sim1)
print("SIM 2")
pprint.pprint(sim2)
print("SIM 3")
pprint.pprint(sim3)

'''
v 		= sim1[0]
wv 		= v[1]
wvv 	= v[0]
print(word +" -> Similarity Score: " + wvv),
print(wv)
'''
print("Script Runtime: --- %s seconds ---" % (time.time() - start_time))
sys.exit(0)