Exact(1)
We then included the HTML filter back, but then removed the second stage of the Text processing pipeline containing conversion of text to lower case, punctuation filter and numeric filter, and again performed the classification.
Similar(59)
Function words and words that consist of only digits and punctuation are filtered out.
The main task of the plain text filtering component is to normalize text by converting to lower case and filtering punctuation and numeric values.
Each of these messages are then processed to remove HTML tags, converted to lower case and run through filters to remove unwanted punctuation and raw numerical data.
Then, we remove stop-words, punctuations and numbers and use a constructed synonym list to filter terms.
The nurse started the examination with an inspection of the cervical vessels of mosaic pattern, punctuation, atypical vessels or absence of vessels as randomised with the colposcope or the Gynocular using the red-free (green filter) mode and switched instruments.
to Punctuation.
Other punctuation and signs.
Watch your punctuation.
Writers' favorite punctuation marks.
The Bayesian filters in my brain, or whatever they are, had quickly realized that any message whose subject line included words embedded with punctuation marks or numerals, like "prescr1pti@n" or "Val?(u m," was almost certainly spam.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com