Package: meme-analysis
meme_analysisBy SIST NLP Lab XiaoranLiBlog URL :www.sauron.onlineinsatallpipinstallmeme_analysisfrommeme_analysisimportmeme_analysismeme=meme_analysis(pertrain_data_dir:str,corpus_data_dir:str)_,apple_sememe=meme.word2sememe("apple")parameter--pertrain_data_dir', type=str, default="./data", help='cache_dir : per-train data save（cache_dir = "./data"）--dimension', type=int, default=50, help='per-train data word embedding dimension (dimension = 50 or 100 or 200 or 300)--corpus_data_dir', type=str, required=True, help='Corpus for training morphemes (corpus_data = path of wikipedia_english)--word', type=str,default="apple", help='embedding size')--num_clusters', type=int,default=2, help='number of sememe')--dimensionality_reduction', type=bool,default=False, help='Whether to perform dimensionality reduction analysiscache_dir : per-train data save（cache_dir = "./data"）dimension : per-train data word embedding dimension (dimension = 50 or 100 or 200 or 300)corpus_data_dir : Corpus for training morphemes (corpus_data = path of wikipedia_english)word_to_index : word to index (word_to_index = glove.stoi)index_to_vec : index to vector (index_to_vec = glove.vectors)sentence_embedding_matrix : from _, _, * = text_preprocessing()sentence_matrix : from _, * _, = text_preprocessing()outputTrying to cluster the morpheme matrix...
------------------------
Trying to search the morphemes of word 2
The classifier is being used to evaluate the clustering results...
Train score: 0.998780487804878
Test score: 0.9725776965265083
Trying to search the morphemes of word 3
The classifier is being used to evaluate the clustering results...
Train score: 1.0
Test score: 0.9524680073126143
Trying to search the morphemes of word 4
The classifier is being used to evaluate the clustering results...
Train score: 1.0
Test score: 0.943327239488117
Trying to search the morphemes of word 5
The classifier is being used to evaluate the clustering results...
Train score: 1.0
Test score: 0.9396709323583181
Trying to search the morphemes of word 6
The classifier is being used to evaluate the clustering results...
Train score: 1.0
Test score: 0.9177330895795247
Text classification on morphemes <Top40>...
Label: 5  |  when we look at an apple
Label: 5  |  we see an apple
Label: 5  |  and we can also analyse a form of an apple
Label: 5  |  there is a particular apple and a universal form of an apple
Label: 5  |  we can place an apple next to a book
Label: 5  |  so that we can speak of both the book and apple as being next to each other
Label: 5  |  the form of apple exists within each apple
Label: 5  |  some example of screen readers are apple voiceover
Label: 4  |  this software is provided free of charge on all apple devices
Label: 5  |  apple voiceover includes the option to magnify the screen
Label: 4  |  the is a plug and play adapter for ios devices which uses the built in apple voiceover feature in combination with a basic switch
Label: 1  |  apple inc
Label: 1  |  apple inc
Label: 5  |  the apple watch
Label: 4  |  the apple tv digital media player
Label: 0  |  apple music
Label: 4  |  apple tv
Label: 2  |  other services include apple store
Label: 2  |  apple pay
Label: 2  |  apple pay cash
Label: 4  |  and apple card
Label: 0  |  apple was founded by steve jobs
Label: 2  |  and ronald wayne in april 1976 to develop and sell apple i personal computer
Label: 4  |  it was incorporated as apple computer
Label: 0  |  including the apple ii
Label: 2  |  apple went public in 1980 to instant financial success
Label: 4  |  apple shipped new computers featuring innovative graphical user interfaces
Label: 2  |  wozniak departed apple amicably and remained an honorary employee
Label: 4  |  apple lost market share to the lower-priced duopoly of microsoft windows on intel pc clones
Label: 2  |  he led apple to buy next
Label: 5  |  apple swiftly returned to profitability under the revitalizing think different campaign
Label: 2  |  opening the retail chain of apple stores in 2001
Label: 2  |  jobs renamed the company apple inc
Label: 5  |  left the company to start his own firm but stated he would work with apple as its primary client
Label: 2  |  apple is well known for its size and revenues
Label: 2  |  apple is the worlds largest technology company by revenue and one of the worlds most valuable companies
Label: 0  |  apple became the first public u
Label: 2  |  3 billion apple products are actively in use worldwide
Label: 2  |  apple receives significant criticism regarding the labor practices of its contractors
Label: 2  |  apple computer company was founded on april 1
------------------------
Find the word that is closest to the sum of phonemes...
['which', 'as', '.', 'new', 'company', 'also', 'for', 'same', 'its', 'based']
------------------------
The closest word of the phoneme of the apple :
 ['the', 'later', 'first', 'in', 'which', '.', 'as', 'was', 'same', 'on']
The closest word of the phoneme of the apple :
 ['inc', 'inc.', 'corporation', 'corp', 'subsidiary', 'ltd', 'llc', 'corp.', 'ltd.', 'microsystems']
The closest word of the phoneme of the apple :
 ['for', 'which', 'now', 'already', 'recently', 'that', 'to', 'new', 'has', 'company']
The closest word of the phoneme of the apple :
 ['fruit', 'honey', 'cream', 'candy', 'chocolate', 'milk', 'juice', 'cake', 'soft', 'sugar']
The closest word of the phoneme of the apple :
 ['computer', 'software', 'computers', 'introduced', 'using', 'available', 'used', 'uses', 'use', 'pc']
The closest word of the phoneme of the apple :
 ['that', 'but', 'same', 'once', 'as', 'one', 'though', '.', 'it', 'this']
------------------------End------------------------