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clean_plot simplifies cleaning text files for creation of embeddings and making plots from it

Project description

Welcome to clean_plot

The library simplifies cleaning text files for creation of embeddings and making plots from it

Install

pip install clean-plot

How to use

The library contains easy to use methods for cleaning text, tokenizing and lemmatizing sentences. These sentences can then be easily fed to a sentence encoder to create sentence embeddings.

fname = '../files/dummy.txt'
text = get_data(fname)
print(text)
MARLEY was dead: to begin with. There is no doubt
whatever about that. The register of his burial was
signed by the clergyman, the clerk, the undertaker,
and the chief mourner. Scrooge signed it: and
Scrooge's name was good upon 'Change, for anything he
chose to put his hand to. Old Marley was as dead as a
door-nail.

Mind! I don't mean to say that I know, of my
own knowledge, what there is particularly dead about
a door-nail. I might have been inclined, myself, to
regard a coffin-nail as the deadest piece of ironmongery
in the trade. But the wisdom of our ancestors
is in the simile; and my unhallowed hands
shall not disturb it, or the Country's done for. You
will therefore permit me to repeat, emphatically, that
Marley was as dead as a door-nail.
sentences = make_sentences(text)
sentences
['MARLEY was dead: to begin with.',
 'There is no doubt whatever about that.',
 'The register of his burial was signed by the clergyman, the clerk, the undertaker, and the chief mourner.',
 "Scrooge signed it: and Scrooge's name was good upon 'Change, for anything he chose to put his hand to.",
 'Old Marley was as dead as a door-nail.',
 'Mind!',
 "I don't mean to say that I know, of my own knowledge, what there is particularly dead about a door-nail.",
 'I might have been inclined, myself, to regard a coffin-nail as the deadest piece of ironmongery in the trade.',
 "But the wisdom of our ancestors is in the simile; and my unhallowed hands shall not disturb it, or the Country's done for.",
 'You will therefore permit me to repeat, emphatically, that Marley was as dead as a door-nail.']
no_punctuations = []
for sentence in sentences:
    new_sentence = remove_punctuations(sentence)
    no_punctuations.append(new_sentence)
no_punctuations
['MARLEY was dead to begin with',
 'There is no doubt whatever about that',
 'The register of his burial was signed by the clergyman the clerk the undertaker and the chief mourner',
 'Scrooge signed it and Scrooge s name was good upon Change for anything he chose to put his hand to',
 'Old Marley was as dead as a door nail',
 'Mind',
 'I don t mean to say that I know of my own knowledge what there is particularly dead about a door nail',
 'I might have been inclined myself to regard a coffin nail as the deadest piece of ironmongery in the trade',
 'But the wisdom of our ancestors is in the simile and my unhallowed hands shall not disturb it or the Country s done for',
 'You will therefore permit me to repeat emphatically that Marley was as dead as a door nail']

Project details


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