I have found that what I was looking for is this:
from nltk.corpus import stopwords
my_stop_words = stopwords.words('english')
Now I can remove or replace the words from my list/string where I find the match in my_stop_words which is a list.
For this to work I had to download the NLTK for python and the using its downloader I downloaded stopwords package.
It also contains many other packages which can be used in different situations for NLP like words,brown,wordnet etc.