I am trying to capture words following specified stocks in a pandas df. I have several stocks in the format $IBM and am setting a python regex pattern to search each tweet for 3-5 words following the stock if found.
My df called stock_news looks as such:
Word Count
0 $IBM 10
1 $GOOGL 8
etc
pattern = ''
for word in stock_news.Word:
pattern += '{} (\w+\s*\S*){3,5}|'.format(re.escape(word))
However my understanding is that {} should be a quantifier, in my case matching between 3 to 5 times however I receive the following KeyError:
KeyError: '3,5'
I have also tried using rawstrings with r'{} (\w+\s*\S*){3,5}|' but to no avail. I also tried using this pattern on regex101 and it seems to work there but not in my Pycharm IDE. Any help would be appreciated.
Code for finding:
pat = re.compile(pattern, re.I)
for i in tweet_df.Tweets:
for x in pat.findall(i):
print(x)
When you build your pattern, there is an empty alternative left at the end, so your pattern effectively matches any string, every empty space before non-matching texts.
You need to build the pattern like
(?:\$IBM|\$GOOGLE)\s+(\w+(?:\s+\S+){3,5})
You may use
pattern = r'(?:{})\s+(\w+(?:\s+\S+){{3,5}})'.format(
"|".join(map(re.escape, stock_news['Word'])))
Mind that the literal curly braces inside an f-string or a format string must be doubled.
Regex details
(?:\$IBM|\$GOOGLE) - a non-capturing group matching either $IBM or $GOOGLE
\s+ - 1+ whitespaces
(\w+(?:\s+\S+){3,5}) - Capturing group 1 (when using str.findall, only this part will be returned):
\w+ - 1+ word chars
(?:\s+\S+){3,5} - a non-capturing* group matching three, four or five occurrences of 1+ whitespaces followed with 1+ non-whitespace characters
Note that non-capturing groups are meant to group some patterns, or quantify them, without actually allocating any memory buffer for the values they match, so that you could capture only what you need to return/keep.
Related
I was working on something and at some point, I needed to check whether the string satisfies this:
The string must contain at least 5 words and each separated by a hyphen(-) or an underscore(_).
Here is the code that I wrote:
password=eval(input('Password:'))
pattern=r'[[\w][-_]]{5,}'
import re
re.fullmatch(pattern,password)
But it gives ' ipython-input-32-7c87b09218f8>:4: FutureWarning: Possible nested set at position 1
re.fullmatch(pattern,password) ' error. Why that happens, any idea?Thanks in advance.Btw I'm using Jupyter notebook.
You can match 1+ word characters, and then repeat at least 4 times matching either _ or / and again 1 or more word characters.
\w+(?:[/_]\w+){4,}
Explanation
\w+ Match 1+ word characters
(?: Non capture group to repeat as a whole part
[/_] Character class matching either / or _
\w+ Match 1+ word characters
){4,} close the no capture group and repeat 4 or more times
See a regex demo.
I'm working to advance my regex skills in python, and I've come across an interesting problem. Let's say that I'm trying to match valid credit card numbers , and on of the requirments is that it cannon have 4 or more consecutive digits. 1234-5678-9101-1213 is fine, but 1233-3345-6789-1011 is not. I currently have a regex that works for when I don't have dashes, but I want it to work in both cases, or at least in a way i can use the | to have it match on either one. Here is what I have for consecutive digits so far:
validNoConsecutive = re.compile(r'(?!([0-9])\1{4,})')
I know I could do some sort of replace '-' with '', but in an effort to make my code more versatile, it would be easier as just a regex. Here is the function for more context:
def isValid(number):
validStart = re.compile(r'^[456]') # Starts with 4, 5, or 6
validLength = re.compile(r'^[0-9]{16}$|^[0-9]{4}-[0-9]{4}-[0-9]{4}-[0-9]{4}$') # is 16 digits long
validOnlyDigits = re.compile(r'^[0-9-]*$') # only digits or dashes
validNoConsecutive = re.compile(r'(?!([0-9])\1{4,})') # no consecutives over 3
validators = [validStart, validLength, validOnlyDigits, validNoConsecutive]
return all([val.search(number) for val in validators])
list(map(print, ['Valid' if isValid(num) else 'Invalid' for num in arr]))
I looked into excluding chars and lookahead/lookbehind methods, but I can't seem to figure it out. Is there some way to perhaps ignore a character for a given regex? Thanks for the help!
You can add the (?!.*(\d)(?:-*\1){3}) negative lookahead after ^ (start of string) to add the restriction.
The ^(?!.*(\d)(?:-*\1){3}) pattern matches
^ - start of string
(?!.*(\d)(?:-*\1){3}) - a negative lookahead that fails the match if, immediately to the right of the current location, there is
.* - any zero or more chars other than line break chars as many as possible
(\d) - Group 1: one digit
(?:-*\1){3} - three occurrences of zero or more - chars followed with the same digit as captured in Group 1 (as \1 is an inline backreference to Group 1 value).
See the regex demo.
If you want to combine this pattern with others, just put the lookahead right after ^ (and in case you have other patterns before with capturing groups, you will need to adjust the \1 backreference). E.g. combining it with your second regex, validLength = re.compile(r'^[0-9]{16}$|^[0-9]{4}-[0-9]{4}-[0-9]{4}-[0-9]{4}$'), it will look like
validLength = re.compile(r'^(?!.*(\d)(?:-*\1){3})(?:[0-9]{16}|[0-9]{4}-[0-9]{4}-[0-9]{4}-[0-9]{4})$')
I have an example string like below:
Handling - Uncrating of 3 crates - USD600 each 7%=126.00 1,800.00
I can have another example string that can be like:
Unpacking/Unremoval fee Zero Rated 100.00
I am trying to access the first set of words and the last number values.
So I want the dict to be
{'Handling - Uncrating of 3 crates - USD600 each':1800.00}
or
{'Unpacking/Unremoval fee':100.00}
There might be strings where none of the above patterns (Zero Rated or something with %) present and I would skip those strings.
To do that, I was regexing the following pattern
pattern = re.search(r'(.*)Zero.*Rated\s*(\S*)',line.strip())
and then
pattern.group(1)
gives the keys for dict and
pattern.group(2)
gives the value of 1800.00. This works for lines where Zero Rated is present.
However if I want to also check for pattern where Zero Rated is not present but % is present as in first example above, I was trying to use | but it didn't work.
pattern = re.search(r'(.*)Zero.*Rated|%\s*(\S*)',line.strip())
But this time I am not getting the right pattern groups as it is fetching groups.
Sites like regex101.com can help debug regexes.
In this case, the problem is with operator precedence; the | operates over the whole of the rest of the regex. You can group parts of the regex without creating additional groups with (?: )
Try: r'(.*)(?:Zero.*Rated|%)\s*(\S*)'
Definitely give regex101.com a go, though, it'll show you what's going on in the regex.
You might use
^(.+?)\s*(?:Zero Rated|\d+%=\d{1,3}(?:\,\d{3})*\.\d{2})\s*(\d{1,3}(?:,\d{3})*\.\d{2})
The pattern matches
^ Start of string
(.+?) Capture group 1, match any char except a newline as least as possible
\s* Match 0+ whitespace chars
(?: Non capture group
Zero Rated Match literally
| Or
\d+%= Match 1+ digits and %=
\d{1,3}(?:\,\d{3})*\.\d{2} Match a digit format of 1-3 digits, optionally repeated by a comma and 3 digits followed by a dot and 2 digits
) Close non capture group
\s* Match 0+ whitespace chars
(\d{1,3}(?:,\d{3})*\.\d{2}) Capture group 2, match the digit format
Regex demo | Python demo
For example
import re
regex = r"^(.+?)\s*(?:Zero Rated|\d+%=\d{1,3}(?:\,\d{3})*\.\d{2})\s*(\d{1,3}(?:,\d{3})*\.\d{2})"
test_str = ("Handling - Uncrating of 3 crates - USD600 each 7%=126.00 1,800.00\n"
"Unpacking/Unremoval fee Zero Rated 100.00\n"
"Delivery Cartage - IT Equipment, up to 1000kgs - 7%=210.00 3,000.00")
print(dict(re.findall(regex, test_str, re.MULTILINE)))
Output
{'Handling - Uncrating of 3 crates - USD600 each': '1,800.00', 'Unpacking/Unremoval fee': '100.00', 'Delivery Cartage - IT Equipment, up to 1000kgs -': '3,000.00'}
I expect to fetch all alphanumeric characters after "-"
For an example:
>>> str1 = "12 - mystr"
>>> re.findall(r'[-.\:alnum:](.*)', str1)
[' mystr']
First, it's strange that white space is considered alphanumeric, while I expected to get ['mystr'].
Second, I cannot understand why this can be fetched, if there is no "-":
>>> str2 = "qwertyuio"
>>> re.findall(r'[-.\:alnum:](.*)', str2)
['io']
First of all, Python re does not support POSIX character classes.
The white space is not considered alphanumeric, your first pattern matches - with [-.\:alnum:] and then (.*) captures into Group 1 all 0 or more chars other than a newline. The [-.\:alnum:] pattern matches one char that is either -, ., :, a, l, n, u or m. Thus, when run against the qwertyuio, u is matched and io is captured into Group 1.
Alphanumeric chars can be matched with the [^\W_] pattern. So, to capture all alphanumeric chars after - that is followed with 0+ whitespaces you may use
re.findall(r'-\s*([^\W_]+)', s)
See the regex demo
Details
- - a hyphen
\s* - 0+ whitespaces
([^\W_]+) - Capturing group 1: one or more (+) chars that are letters or digits.
Python demo:
print(re.findall(r'-\s*([^\W_]+)', '12 - mystr')) # => ['mystr']
print(re.findall(r'-\s*([^\W_]+)', 'qwertyuio')) # => []
Your regex says: "Find any one of the characters -.:alnum, then capture any amount of any characters into the first capture group".
In the first test, it found - for the first character, then captured mystr in the first capture group. If any groups are in the regex, findall returns list of found groups, not the matches, so the matched - is not included.
Your second test found u as one of the -.:alnum characters (as none of qwerty matched any), then captured and returned the rest after it, io.
As #revo notes in comments, [....] is a character class - matching any one character in it. In order to include a POSIX character class (like [:alnum:]) inside it, you need two sets of brackets. Also, there is no order in a character class; the fact that you included - inside it just means it would be one of the matched characters, not that alphanumeric characters would be matched without it. Finally, if you want to match any number of alphanumerics, you have your quantifier * on the wrong thing.
Thus, "match -, then any number of alphanumeric characters" would be -([[:alnum:]]*), except... Python does not support POSIX character classes. So you have to write your own: -([A-Za-z0-9]*).
However, that will not match your string because the intervening space is, as you note, not an alphanumeric character. In order to account for that, -\s*([A-Za-z0-9]*).
Not quite sure what you want to match. I'll assume you don't want to include '-' in any matches.
If you want to get all alphanumeric chars after the first '-' and skip all other characters you can do something like this.
re.match('.*?(?<=-)(((?<=\s+)?[a-zA-Z\d]+(?=\s+)?)+)', inputString)
If you want to find each string of alphanumerics after a each '-' then you can do this.
re.findall('(?<=-)[a-zA-Z\d]+')
I have a working regex that matches ONE of the following lines:
A punctuation from the following list [.,!?;]
A word that is preceded by the beginning of the string or a space.
Here's the regex in question ([.,!?;] *|(?<= |\A)[\-'’:\w]+)
What I need it to do however is for it to match 3 instances of this. So, for example, the ideal end result would be something like this.
Sample text: "This is a test. Test"
Output
"This" "is" "a"
"is" "a" "test"
"a" "test" "."
"test" "." "Test"
I've tried simply adding {3} to the end in the hopes of it matching 3 times. This however results in it matching nothing at all or the occasional odd character. The other possibility I've tried is just repeating the whole regex 3 times like so ([.,!?;] *|(?<= |\A)[\-'’:\w]+)([.,!?;] *|(?<= |\A)[\-'’:\w]+)([.,!?;] *|(?<= |\A)[\-'’:\w]+) which is horrible to look at but I hoped it would work. This had the odd effect of working, but only if at least one of the matches was one of the previously listed punctuation.
Any insights would be appreciated.
I'm using the new regex module found here so that I can have overlapping searches.
What is wrong with your approach
The ([.,!?;] *|(?<= |\A)[\-'’:\w]+) pattern matches a single "unit" (either a word or a single punctuation from the specified set [.,!?;] followed with 0+ spaces. Thus, when you fed this pattern to the regex.findall, it only could return just the chunk list ['This', 'is', 'a', 'test', '. ', 'Test'].
Solution
You can use a slightly different approach: match all words, and all chunks that are not words. Here is a demo (note that C'est and AUX-USB are treated as single "words"):
>>> pat = r"((?:[^\w\s'-]+(?=\s|\b)|\b(?<!')\w+(?:['-]\w+)*))\s*((?1))\s*((?1))"
>>> results = regex.findall(pat, text, overlapped = True)
>>> results
[("C'est", 'un', 'test'), ('un', 'test', '....'), ('test', '....', 'aux-usb')]
Here, the pattern has 3 capture groups, and the second and third one contain the same pattern as in Group 1 ((?1) is a subroutine call used in order to avoid repeating the same pattern used in Group 1). Group 2 and Group 3 can be separated with whitespaces (not necessarily, or the punctuation glued to a word would not be matched). Also, note the negative lookbehind (?<!') that will ensure that C'est is treated as a single entity.
Explanation
The pattern details:
((?:[^\w\s'-]+(?=\s|\b)|\b(?<!')\w+(?:['-]\w+)*)) - Group 1 matching:
(?:[^\w\s'-]+(?=\s|\b) - 1+ characters other than [a-zA-Z0-9_], whitespace, ' and - immediately followed with a whitespace or a word boundary
| - or
\b(?<!')\w+(?:['-]\w+)*) - 1+ word characters not preceded with a ' (due to (?<!')) and preceded with a word boundary (\b) and followed with 0+ sequences of - or ' followed with 1+ word characters.
\s* - 0+ whitespaces
((?1)) - Group 2 (same pattern as for Group 1)
\s*((?1)) - see above