Importing the necessary libraries

Before we begin, we require the following libraries and dependencies, which need to be imported into our Python environment. These libraries will make our tasks a lot easier, as they have readily available functions and models that can be used instead of doing that ourselves. This also makes the code more compact and readable.

Getting ready

The following libraries and dependencies will be required to create word vectors and plots and visualize the n-dimensional word vectors in a 2D space:

• future
• codecs
• glob
• multiprocessing
• os
• pprint
• re
• nltk
• Word2Vec
• sklearn
• numpy
• matplotlib
• pandas
• seaborn

How to do it...

The steps are as follows:

1. Type the following commands into your Jupyter notebook to import all the required libraries:

from __future__ import absolute_import, division, print_function
import codecs
import glob
import logging
import multiprocessing
import os
import pprint
import re
import nltk
import gensim.models.word2vec as w2v
import sklearn.manifold
import numpy
as np
import...