notebook.community

Edit and run 





In [1]:



    


from pymongo import MongoClient



    











In [3]:



    


client=MongoClient()
client=MongoClient('mongodb://localhost:29017/')
db=client['eventData']
sen=db.documents_english



    











In [4]:



    


from nltk.tokenize import RegexpTokenizer
from stop_words import get_stop_words
from nltk.stem.porter import PorterStemmer
from gensim import corpora, models
import gensim



    











In [5]:



    


tokenizer = RegexpTokenizer(r'\w+')

# create English stop words list
en_stop = get_stop_words('en')

# Create p_stemmer of class PorterStemmer
p_stemmer = PorterStemmer()

since sen.find(0 cursor run the order never change so we can get the docId attached to the training result in this way.





In [8]:



    


%%time
texts = []
docIds=[]
actuallyTrained=0;
temp=0;
for i in sen.find():
    if temp<1000:
        temp=temp+1
        try:
            raw = ''.join(i['document']).lower()
            tokens = tokenizer.tokenize(raw)
            stopped_tokens = [i for i in tokens if not i in en_stop]
            stemmed_tokens = [p_stemmer.stem(i) for i in stopped_tokens]
            texts.append(stemmed_tokens)
            docIds.append(i['_id'])
            actuallyTrained=actuallyTrained+1
        except:
            pass
    else:
        break
print(actuallyTrained)



    


















    






1000
CPU times: user 3.46 s, sys: 20 ms, total: 3.48 s
Wall time: 3.49 s

















In [9]:



    


%%time
dictionary = corpora.Dictionary(texts)



    


















    






CPU times: user 156 ms, sys: 0 ns, total: 156 ms
Wall time: 154 ms

















In [10]:



    


%%time
corpus = [dictionary.doc2bow(text) for text in texts]



    


















    






CPU times: user 204 ms, sys: 0 ns, total: 204 ms
Wall time: 203 ms

















In [11]:



    


%%time
ldamodel = gensim.models.ldamodel.LdaModel(corpus, num_topics=20, id2word = dictionary, passes=1)



    


















    






CPU times: user 17.1 s, sys: 2.09 s, total: 19.2 s
Wall time: 16.9 s

















In [12]:



    


actuallyTrained



    


















    
Out[12]:








1000

change result into multidimensinal array in order to feed in k-means model,

the no of dimension is the no of topics





In [13]:



    


%%time
#the dim is the same number of topics
dim=20 
result=[]
for i in range(0,actuallyTrained):
    feature=[]
    previousindex=0
    for item in ldamodel[corpus[i]]:
        index=item[0]
        #print(index)
        for beforeindex in range(previousindex,index):
            feature.append(0)
        feature.append(item[1])
        previousindex=index+1
    while (len(feature)<dim):
        feature.append(0);  #add in 0 at the end
    result.append(feature)



    


















    






CPU times: user 1.97 s, sys: 1.44 s, total: 3.41 s
Wall time: 1.81 s

















In [14]:



    


from sklearn.cluster import KMeans
import numpy as np



    











In [15]:



    


%%time
kmeanstest=np.array(result)



    


















    






CPU times: user 4 ms, sys: 0 ns, total: 4 ms
Wall time: 1.82 ms

















In [16]:



    


%%time
kmeans = KMeans(n_clusters=20, random_state=0).fit(kmeanstest)



    


















    






CPU times: user 536 ms, sys: 3.66 s, total: 4.2 s
Wall time: 305 ms

















In [17]:



    


kmeans.labels_.size



    


















    
Out[17]:








1000

















In [18]:



    


len(docIds)



    


















    
Out[18]:








1000

build a dictionary for ['docId','cluster #']





In [19]:



    


#and before building  the dictionary test if the size of docIds and cluster result dimensions are the same.
try:
    assert(len(docIds)==kmeans.labels_.size)
    dictionary_cocId_topicClusterItBelongs={}
    for i in range(0,actuallyTrained):
        dictionary_cocId_topicClusterItBelongs.update({docIds[i]:kmeans.labels_[i]})
except:
    print("the docIds size is different from the topic # cluster size")



    











In [20]:



    


dictionary_cocId_topicClusterItBelongs



    


















    
Out[20]:








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In [23]:



    


#using pickle to dump and load the data
import pickle



    











In [25]:



    


with open('traingrst_english.pkl', 'wb') as output:
    pickle.dump(dictionary_cocId_topicClusterItBelongs,output)



    











In [26]:



    


#thsi is the way to load the dictionary object in 
pickle.load(open( "traingrst_english.pkl", "rb" ) )



    


















    
Out[26]:








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Content source: oudalab/fajita

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