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online natural language processing with word vectors

Install git clone https://github.com/overlap-ai/words2map.git cd words2map ./install.sh Derive new vectors for words by searching online from words2map import * model = load_model() words = load_words("passions
Information
Category: Python / Natural Language Processing
Watchers: 23
Star: 309
Fork: 36
Last update: Nov 30, 2022
Resource links
http://overlap.ai
https://github.com/legel/words2map

Install

git clone https://github.com/overlap-ai/words2map.git
cd words2map
./install.sh

Derive new vectors for words by searching online

from words2map import *
model = load_model()
words = load_words("passions.csv")
vectors = [derive_vector(word, model) for word in words]
save_derived_vectors(words, vectors, "passions.txt")

Analyze derived word vectors

from words2map import *
from pprint import pprint
model = load_derived_vectors("passions.txt")
pprint(k_nearest_neighbors(model=model, k=10, word="Data_Scientists"))

Visualize clusters of vectors

from words2map import *
model = load_derived_vectors("passions.txt")
words = [word for word in model.vocab]
vectors = [model[word] for word in words]
vectors_in_2D = reduce_dimensionality(vectors)
generate_clusters(words, vectors_in_2D)

4 Open More issues
Closed

Python 2 & 3 conflict

Best regards. My system runs in python3.5 normally. I see that words2map runs on python2 (seeing the print statements of the code). While running the ./install.sh I can see that the dependencies are being installed with py35 in the words2map/bin/ environment. How to set up the virtual environment create by words2map with python2?

opened Dec 25, 2016 by bsaldivaremc2 4
Closed

Installation in Python3?

Hello,

I am not able to install words2map in Python 3. I get the following error when installing the Python dependencies:

Collecting pattern Using cached pattern-2.6.zip Complete output from command python setup.py egg_info: Traceback (most recent call last): File "<string>", line 1, in <module> File "/tmp/pip-build-6zmtbvtx/pattern/setup.py", line 40 print n ^ SyntaxError: Missing parentheses in call to 'print'

As far as I know, it is due to the fact that pattern is not supported in Python 3. Is it right? Anything I can do?

opened Aug 11, 2016 by paoloRais 2
Closed

What is the LICENSE of words2map?

Title.

opened Jul 26, 2016 by minimaxir 1
Open

Can I use it in windows

Can I use it in windows? for chinese

opened Jan 8, 2019 by bluesky632 0
Open

Using LargeVis instead t-SNE?

Thanks for sharing your interesting work.

I would recommend using LargeVis instead of t-SNE to get the low-dimensionality representation.

opened Jan 19, 2017 by DataWaveAnalytics 9
Open

Alternative to 'pattern' package for Python 3+ users?

I made a few changes to get this to run on Python 3.5, but hit a wall with the pattern package, which does not support Python 3+ yet.

Can anyone suggest an alternative to 'pattern'? Then again, is the Google search really necessary?

opened Aug 28, 2016 by BKJackson 1
Open

Clustering in 2D - is that the best choice?

Question to Y-hat folks: why cluster in 2D? Granted, clustering in 300D is hard :) Still, the 2D projection must add a significant metric distortion. Why not a middle ground, say, 5-10D ? Have you tried that?

opened Jul 26, 2016 by robinlabs 3

Contents

    babylonhealth Multilingual word vectors in 78 languages
    Kyubyong Pre-trained word vectors of 30+ languages
    NaturalNode "Natural" is a general natural language facility for nodejs.
    felipemaiapolo LegalNLP - Natural Language Processing Methods for the Brazilian Legal Language
    Kyubyong Natural Language Processing Tasks and References
    johnsnowlabs State of the Art Natural Language Processing
    omarsar Overview of Modern Deep Learning Techniques Applied to Natural Language Processing
    sooftware Natural Language Processing Tasks and Examples.
    ThoughtRiver Fast word vectors with little memory usage in Python
    kojisekig This tool extracts word vectors from Lucene index.
    ddangelov Top2Vec learns jointly embedded topic, document and word vectors.
    thepushkarp Search Git commits in natural language
    octokatherine A Mastermind-like word guessing game
    ynqa Word Embeddings (e.g. Word2Vec) in Go!
    thomhurst A Round ImageView that works with vectors!
    facebookresearch Faiss is a library for efficient similarity search and clustering of dense vectors
    paarthneekhara Text to image synthesis using thought vectors
    inejc :page_facing_up: A PyTorch implementation of Paragraph Vectors (doc2vec)
    felselva Pure C math library for 2D and 3D programming
    vearch A distributed system for efficient similarity search of embedding vectors
    gugarosa 🗣️ NALP is a library that covers Natural Adversarial Language Processing.
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