I am using the following code to replace the strings in words
with words[0]
in the given sentences
.
import re
sentences = ['industrial text minings', 'i love advanced data minings and text mining']
words = ["data mining", "advanced data mining", "data minings", "text mining"]
start_terms = sorted(words, key=lambda x: len(x), reverse=True)
start_re = "|".join(re.escape(item) for item in start_terms)
results = []
for sentence in sentences:
for terms in words:
if terms in sentence:
result = re.sub(start_re, words[0], sentence)
results.append(result)
break
print(results)
My expected output is as follows:
[industrial text minings', 'i love data mining and data mining]
However, what I am getting is:
[industrial data minings', 'i love data mining and data mining]
In the first sentence text minings
is not in words
. However, it contains "text mining" in the words list, so the condition "text mining" in "industrial text minings" becomes True
. Then post replacement, it "text mining" becomes "data mining", with the 's' character staying at the same place. I want to avoid such situations.
Therefore, I am wondering if there is a way to use if condition in re.sub
to see if the next character is a space or not. If a space, do the replacement, else do not do it.
I am also happy with other solutions that could resolve my issue.
I modifed your code a bit:
# Using Python 3.6.1
import re
sentences = ['industrial text minings and data minings and data', 'i love advanced data mining and text mining as data mining has become a trend']
words = ["data mining", "advanced data mining", "data minings", "text mining", "data", 'text']
# Sort by length
start_terms = sorted(words, key=len, reverse=True)
results = []
# Loop through sentences
for sentence in sentences:
# Loop through sorted words to replace
result = sentence
for term in start_terms:
# Use exact word matching
exact_regex = r'\b' + re.escape(term) + r'\b'
# Replace matches with blank space (to avoid priority conflicts)
result = re.sub(exact_regex, " ", result)
# Replace inserted blank spaces with "data mining"
blank_regex = r'^\s(?=\s)|(?<=\s)\s$|(?<=\s)\s(?=\s)'
result = re.sub(blank_regex, words[0] , result)
results.append(result)
# Print sentences
print(results)
Output:
['industrial data mining minings and data mining and data mining', 'i love data mining and data mining as data mining has become a trend']
The regex can be a bit confusing so here's a quick breakdown:
\\bword\\b
matches exact phrases/words since \\b
is a word boundary (more on that here )
^\\s(?=\\s)
matches a space at the beginning followed by another space.
(?<=\\s)\\s$
matches a space at the end preceded by another space.
(?<=\\s)\\s(?=\\s)
matches a space with a space on both sides.
For more info on positive look behinds (?<=...)
and positive look aheads (?=...)
see this Regex tutorial .
You can use a word boundary \\b
to surround your whole regex:
start_re = "\\b(?:" + "|".join(re.escape(item) for item in start_terms) + ")\\b"
Your regex will become something like:
\b(?:data mining|advanced data mining|data minings|text mining)\b
(?:)
denotes a non-capturing group.
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