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Q:
NLTK newline characters within sentences in data from CTA
I am trying to work with a CTA dataset I got from MIT’s Corrupt Text Archive. The data set is made up of sentences. I am looking to use this dataset to train and test a classifier (using NLTK). My question is:
Is there any way I can get rid of the newline characters (`
`) from within the sentences? It seems like removing all newlines from the data might not work, since the sentences are in fact connected by newlines.
A:
I’m not sure if this is the best way to do this, but I think the best way to go about removing newlines within the dataset without removing information is to convert the dataset into a list of dictionaries, where the « keys » are individual words in the sentence and the values are the characters/numbers associated with those words. For example:
[‘the’, ‘green’, ‘frog’,’spotted’, ‘on’, ‘a’, ‘log’, ‘by’, ‘a’,’small’,’stream’]
Is converted into a list of dictionaries:
[{‘the': ‘T’, ‘green': ‘G’, ‘frog': ‘R’,’spotted': ‘S’, ‘on': ‘O’, ‘a': ‘A’, ‘log': ‘L’, ‘by': ‘B’,’small': ‘M’,’stream': ‘S’}, {‘the': ‘T’, ‘green': ‘G’, ‘frog': ‘R’,’spotted': ‘S’, ‘on': ‘O’, ‘a': ‘A’, ‘log': ‘L’, ‘by': ‘B’,’small': ‘M’,’stream': ‘S’}]
This means that we can easily (and robustly) remove the newlines from within the sentences. One very simple way to do this is as follows:
import nltk
nltk.corpus.convert.to_word_list(dataset)
This simply iterates through the dataset and converts