{"id":64,"date":"2025-09-24T22:25:48","date_gmt":"2025-09-24T20:25:48","guid":{"rendered":"http:\/\/python-ai.pl\/?p=64"},"modified":"2025-09-24T22:25:48","modified_gmt":"2025-09-24T20:25:48","slug":"wyrazenia-regularne","status":"publish","type":"post","link":"https:\/\/python-ai.pl\/?p=64","title":{"rendered":"Wyra\u017cenia regularne"},"content":{"rendered":"\n
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Wyra\u017cenia regularne w Pythonie<\/h4>\n\n\n\n

Wyra\u017cenia regularne (regex) to pot\u0119\u017cne narz\u0119dzie do wyszukiwania, dopasowywania i manipulacji tekstem.<\/p>\n\n\n\n

Modu\u0142 re:<\/h4>\n\n\n\n

Python u\u017cywa modu\u0142u re<\/code> do pracy z wyra\u017ceniami regularnymi.<\/p>\n\n\n\n

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import<\/span> re<\/span><\/span>\n<\/span>\n# Podstawowe wyszukiwanie<\/span><\/span>\ntext = <\/span>"Python jest \u015bwietnym j\u0119zykiem programowania"<\/span><\/span>\npattern = <\/span>r<\/span>"Python"<\/span><\/span>\n<\/span>\n# Sprawdzanie czy wzorzec wyst\u0119puje<\/span><\/span>\nif<\/span> re.search(pattern, text):<\/span><\/span>\n    <\/span>print<\/span>(<\/span>"Znaleziono 'Python'"<\/span>)<\/span><\/span>\n<\/span>\n# Znajdowanie wszystkich wyst\u0105pie\u0144<\/span><\/span>\nmatches = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(matches)  <\/span># ['Python']<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Podstawowe wzorce:<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\ntext = <\/span>"Mam 25 lat, telefon: 123-456-789, email: jan@example.com"<\/span><\/span>\n<\/span>\n# Cyfry<\/span><\/span>\npattern = <\/span>r<\/span>"\\d<\/span>+<\/span>"<\/span>  <\/span># Jedna lub wi\u0119cej cyfr<\/span><\/span>\nnumbers = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(numbers)  <\/span># ['25', '123', '456', '789']<\/span><\/span>\n<\/span>\n# Litery<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>[<\/span>a-zA-Z<\/span>]<\/span>+<\/span>"<\/span>  <\/span># Jedna lub wi\u0119cej liter<\/span><\/span>\nwords = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(words)  <\/span># ['Mam', 'lat', 'telefon', 'email', 'jan', 'example', 'com']<\/span><\/span>\n<\/span>\n# S\u0142owa (litery i cyfry)<\/span><\/span>\npattern = <\/span>r<\/span>"\\w<\/span>+<\/span>"<\/span>  <\/span># Jedna lub wi\u0119cej znak\u00f3w alfanumerycznych<\/span><\/span>\nwords = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(words)  <\/span># ['Mam', '25', 'lat', 'telefon', '123', '456', '789', 'email', 'jan', 'example', 'com']<\/span><\/span>\n<\/span>\n# Spacje<\/span><\/span>\npattern = <\/span>r<\/span>"\\s<\/span>+<\/span>"<\/span>  <\/span># Jedna lub wi\u0119cej spacji<\/span><\/span>\nspaces = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(spaces)  <\/span># [' ', ' ', ' ', ' ', ' ', ' ']<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Znaki specjalne:<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\ntext = <\/span>"Cena: $19.99, Rabat: 20%, Kod: ABC-123"<\/span><\/span>\n<\/span>\n# Znaki specjalne - trzeba je eskejpowa\u0107<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>\\$<\/span>\\d<\/span>+\\.<\/span>\\d<\/span>+<\/span>"<\/span>  <\/span># Cena w dolarach<\/span><\/span>\nprices = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(prices)  <\/span># ['$19.99']<\/span><\/span>\n<\/span>\n# Procenty<\/span><\/span>\npattern = <\/span>r<\/span>"\\d<\/span>+<\/span>%"<\/span>  <\/span># Liczba + znak %<\/span><\/span>\npercentages = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(percentages)  <\/span># ['20%']<\/span><\/span>\n<\/span>\n# Kody z my\u015blnikami<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>[<\/span>A-Z<\/span>]<\/span>{3}<\/span>-\\d<\/span>{3}<\/span>"<\/span>  <\/span># 3 litery + my\u015blnik + 3 cyfry<\/span><\/span>\ncodes = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(codes)  <\/span># ['ABC-123']<\/span><\/span>\n<\/span>\n# R\u00f3\u017cne znaki<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>[<\/span>A-Za-z0-9._%+-<\/span>]<\/span>+<\/span>@<\/span>[<\/span>A-Za-z0-9.-<\/span>]<\/span>+\\.<\/span>[<\/span>A-Za-z<\/span>]<\/span>{2,}<\/span>"<\/span>  <\/span># Email<\/span><\/span>\nemails = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(emails)  <\/span># [] (brak emaili w tym tek\u015bcie)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Kwantytory (ilo\u015bci):<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\ntext = <\/span>"a aa aaa aaaa aaaaa"<\/span><\/span>\n<\/span>\n# R\u00f3\u017cne kwantytory<\/span><\/span>\npatterns = [<\/span><\/span>\n    <\/span>r<\/span>"a"<\/span>,      <\/span># Jedna litera 'a'<\/span><\/span>\n    <\/span>r<\/span>"a<\/span>+<\/span>"<\/span>,     <\/span># Jedna lub wi\u0119cej 'a'<\/span><\/span>\n    <\/span>r<\/span>"a<\/span>*<\/span>"<\/span>,     <\/span># Zero lub wi\u0119cej 'a'<\/span><\/span>\n    <\/span>r<\/span>"a<\/span>?<\/span>"<\/span>,     <\/span># Zero lub jedna 'a'<\/span><\/span>\n    <\/span>r<\/span>"a<\/span>{2}<\/span>"<\/span>,   <\/span># Dok\u0142adnie 2 'a'<\/span><\/span>\n    <\/span>r<\/span>"a<\/span>{2,}<\/span>"<\/span>,  <\/span># 2 lub wi\u0119cej 'a'<\/span><\/span>\n    <\/span>r<\/span>"a<\/span>{2,4}<\/span>"<\/span>  <\/span># Od 2 do 4 'a'<\/span><\/span>\n]<\/span><\/span>\n<\/span>\nfor<\/span> pattern <\/span>in<\/span> patterns:<\/span><\/span>\n    matches = re.findall(pattern, text)<\/span><\/span>\n    <\/span>print<\/span>(<\/span>f<\/span>"<\/span>{<\/span>pattern<\/span>}<\/span>: <\/span>{<\/span>matches<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# Wynik:<\/span><\/span>\n# a: ['a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a', 'a']<\/span><\/span>\n# a+: ['a', 'aa', 'aaa', 'aaaa', 'aaaaa']<\/span><\/span>\n# a*: ['a', ' ', 'aa', ' ', 'aaa', ' ', 'aaaa', ' ', 'aaaaa', '']<\/span><\/span>\n# a?: ['a', '', 'a', 'a', '', 'a', 'a', 'a', '', 'a', 'a', 'a', 'a', '', 'a', 'a', 'a', 'a', 'a', '']<\/span><\/span>\n# a{2}: ['aa', 'aa', 'aa', 'aa']<\/span><\/span>\n# a{2,}: ['aa', 'aaa', 'aaaa', 'aaaaa']<\/span><\/span>\n# a{2,4}: ['aa', 'aaa', 'aaaa', 'aaaa']<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Grupy i referencje:<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\ntext = <\/span>"Jan Kowalski, Anna Nowak, Piotr Wi\u015bniewski"<\/span><\/span>\n<\/span>\n# Grupy - nawiasy okr\u0105g\u0142e<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>(<\/span>\\w<\/span>+<\/span>)<\/span> <\/span>(<\/span>\\w<\/span>+<\/span>)<\/span>"<\/span>  <\/span># Imi\u0119 i nazwisko<\/span><\/span>\nmatches = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(matches)  <\/span># [('Jan', 'Kowalski'), ('Anna', 'Nowak'), ('Piotr', 'Wi\u015bniewski')]<\/span><\/span>\n<\/span>\n# Grupy z nazwami<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>(<\/span>?<\/span>P\\w<\/span>+<\/span>)<\/span> <\/span>(<\/span>?<\/span>P\\w<\/span>+<\/span>)<\/span>"<\/span><\/span>\nmatches = re.finditer(pattern, text)<\/span><\/span>\nfor<\/span> match <\/span>in<\/span> matches:<\/span><\/span>\n    <\/span>print<\/span>(<\/span>f<\/span>"Imi\u0119: <\/span>{<\/span>match.group(<\/span>'imie'<\/span>)<\/span>}<\/span>, Nazwisko: <\/span>{<\/span>match.group(<\/span>'nazwisko'<\/span>)<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# Referencje do grup<\/span><\/span>\ntext = <\/span>"Python 3.9, Python 3.10, Python 3.11"<\/span><\/span>\npattern = <\/span>r<\/span>"Python <\/span>(<\/span>\\d<\/span>+\\.<\/span>\\d<\/span>+<\/span>)<\/span>"<\/span><\/span>\nmatches = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(matches)  <\/span># ['3.9', '3.10', '3.11']<\/span><\/span>\n<\/span>\n# Zamiana z referencjami<\/span><\/span>\nnew_text = re.sub(pattern, <\/span>r<\/span>"Python wersja <\/span>\\1<\/span>"<\/span>, text)<\/span><\/span>\nprint<\/span>(new_text)  <\/span># Python wersja 3.9, Python wersja 3.10, Python wersja 3.11<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Funkcje modu\u0142u re:<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\ntext = <\/span>"Python jest \u015bwietny! Python jest pot\u0119\u017cny! Python jest prosty!"<\/span><\/span>\n<\/span>\n# re.search() - pierwsze wyst\u0105pienie<\/span><\/span>\nmatch = re.search(<\/span>r<\/span>"Python"<\/span>, text)<\/span><\/span>\nif<\/span> match:<\/span><\/span>\n    <\/span>print<\/span>(<\/span>f<\/span>"Znaleziono na pozycji: <\/span>{<\/span>match.start()<\/span>}<\/span>-<\/span>{<\/span>match.end()<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# re.findall() - wszystkie wyst\u0105pienia<\/span><\/span>\nmatches = re.findall(<\/span>r<\/span>"Python"<\/span>, text)<\/span><\/span>\nprint<\/span>(<\/span>f<\/span>"Liczba wyst\u0105pie\u0144: <\/span>{<\/span>len<\/span>(matches)<\/span>}<\/span>"<\/span>)  <\/span># 3<\/span><\/span>\n<\/span>\n# re.finditer() - iterator z obiektami Match<\/span><\/span>\nfor<\/span> match <\/span>in<\/span> re.finditer(<\/span>r<\/span>"Python"<\/span>, text):<\/span><\/span>\n    <\/span>print<\/span>(<\/span>f<\/span>"Pozycja: <\/span>{<\/span>match.start()<\/span>}<\/span>-<\/span>{<\/span>match.end()<\/span>}<\/span>, Tekst: <\/span>{<\/span>match.group()<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# re.sub() - zamiana<\/span><\/span>\nnew_text = re.sub(<\/span>r<\/span>"Python"<\/span>, <\/span>"JavaScript"<\/span>, text)<\/span><\/span>\nprint<\/span>(new_text)  <\/span># JavaScript jest \u015bwietny! JavaScript jest pot\u0119\u017cny! JavaScript jest prosty!<\/span><\/span>\n<\/span>\n# re.split() - podzia\u0142<\/span><\/span>\nparts = re.split(<\/span>r<\/span>"!"<\/span>, text)<\/span><\/span>\nprint<\/span>(parts)  <\/span># ['Python jest \u015bwietny', ' Python jest pot\u0119\u017cny', ' Python jest prosty', '']<\/span><\/span>\n<\/span>\n# re.match() - dopasowanie na pocz\u0105tku<\/span><\/span>\nif<\/span> re.match(<\/span>r<\/span>"Python"<\/span>, text):<\/span><\/span>\n    <\/span>print<\/span>(<\/span>"Tekst zaczyna si\u0119 od 'Python'"<\/span>)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Flagi (flags):<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\ntext = <\/span>"Python PYTHON python"<\/span><\/span>\n<\/span>\n# re.IGNORECASE (re.I) - ignoruj wielko\u015b\u0107 liter<\/span><\/span>\npattern = <\/span>r<\/span>"python"<\/span><\/span>\nmatches = re.findall(pattern, text, re.IGNORECASE)<\/span><\/span>\nprint<\/span>(matches)  <\/span># ['Python', 'PYTHON', 'python']<\/span><\/span>\n<\/span>\n# re.MULTILINE (re.M) - dopasowanie do pocz\u0105tku linii<\/span><\/span>\ntext = <\/span>"""Pierwsza linia<\/span><\/span>\nDruga linia<\/span><\/span>\nTrzecia linia"""<\/span><\/span>\n<\/span>\npattern = <\/span>r<\/span>"^\\w<\/span>+<\/span>"<\/span>  <\/span># S\u0142owo na pocz\u0105tku linii<\/span><\/span>\nmatches = re.findall(pattern, text, re.MULTILINE)<\/span><\/span>\nprint<\/span>(matches)  <\/span># ['Pierwsza', 'Druga', 'Trzecia']<\/span><\/span>\n<\/span>\n# re.DOTALL (re.S) - kropka dopasowuje te\u017c nowe linie<\/span><\/span>\ntext = <\/span>"Linia 1<\/span>\\n<\/span>Linia 2<\/span>\\n<\/span>Linia 3"<\/span><\/span>\npattern = <\/span>r<\/span>".<\/span>*<\/span>"<\/span>  <\/span># Wszystko<\/span><\/span>\nmatches = re.findall(pattern, text, re.DOTALL)<\/span><\/span>\nprint<\/span>(matches)  <\/span># ['Linia 1\\nLinia 2\\nLinia 3', '']<\/span><\/span>\n<\/span>\n# Kombinacja flag<\/span><\/span>\npattern = <\/span>r<\/span>"python"<\/span><\/span>\nmatches = re.findall(pattern, text, re.IGNORECASE | re.MULTILINE)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Praktyczne przyk\u0142ady:<\/h4>\n\n\n\n
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import<\/span> re<\/span><\/span>\n<\/span>\n# Walidacja emaila<\/span><\/span>\ndef<\/span> <\/span>is_valid_email<\/span>(<\/span>email<\/span>):<\/span><\/span>\n    pattern = <\/span>r<\/span>"^<\/span>[<\/span>a-zA-Z0-9._%+-<\/span>]<\/span>+<\/span>@<\/span>[<\/span>a-zA-Z0-9.-<\/span>]<\/span>+\\.<\/span>[<\/span>a-zA-Z<\/span>]<\/span>{2,}<\/span>$"<\/span><\/span>\n    <\/span>return<\/span> <\/span>bool<\/span>(re.match(pattern, email))<\/span><\/span>\n<\/span>\nemails = [<\/span>"jan@example.com"<\/span>, <\/span>"invalid-email"<\/span>, <\/span>"test@domain.co.uk"<\/span>, <\/span>"user@.com"<\/span>]<\/span><\/span>\nfor<\/span> email <\/span>in<\/span> emails:<\/span><\/span>\n    <\/span>print<\/span>(<\/span>f<\/span>"<\/span>{<\/span>email<\/span>}<\/span>: <\/span>{<\/span>is_valid_email(email)<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# Wyodr\u0119bnianie dat<\/span><\/span>\ntext = <\/span>"Spotkanie 15.03.2024, Deadline: 2024-12-31, Data: 2024\/06\/15"<\/span><\/span>\npattern = <\/span>r<\/span>"\\d<\/span>{2}\\.<\/span>\\d<\/span>{2}\\.<\/span>\\d<\/span>{4}<\/span>|<\/span>\\d<\/span>{4}<\/span>-\\d<\/span>{2}<\/span>-\\d<\/span>{2}<\/span>|<\/span>\\d<\/span>{4}<\/span>\/\\d<\/span>{2}<\/span>\/\\d<\/span>{2}<\/span>"<\/span><\/span>\ndates = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(<\/span>f<\/span>"Znalezione daty: <\/span>{<\/span>dates<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# Wyodr\u0119bnianie numer\u00f3w telefon\u00f3w<\/span><\/span>\ntext = <\/span>"Tel: 123-456-789, Mobile: +48 987 654 321, Fax: (22) 123-45-67"<\/span><\/span>\npattern = <\/span>r<\/span>"<\/span>(?:<\/span>\\+<\/span>\\d<\/span>{2}<\/span> <\/span>)<\/span>?<\/span>(?:<\/span>\\(<\/span>\\d<\/span>{2}\\)<\/span> <\/span>)<\/span>?<\/span>\\d<\/span>{3}<\/span>[<\/span>\\-<\/span> <\/span>]<\/span>?<\/span>\\d<\/span>{3}<\/span>[<\/span>\\-<\/span> <\/span>]<\/span>?<\/span>\\d<\/span>{3}<\/span>"<\/span><\/span>\nphones = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(<\/span>f<\/span>"Numery telefon\u00f3w: <\/span>{<\/span>phones<\/span>}<\/span>"<\/span>)<\/span><\/span>\n<\/span>\n# Czyszczenie tekstu<\/span><\/span>\ntext = <\/span>"   Python   jest   \u015bwietny!   "<\/span><\/span>\n# Usu\u0144 nadmiarowe spacje<\/span><\/span>\ncleaned = re.sub(<\/span>r<\/span>"\\s<\/span>+<\/span>"<\/span>, <\/span>" "<\/span>, text).strip()<\/span><\/span>\nprint<\/span>(<\/span>f<\/span>"Przed: '<\/span>{<\/span>text<\/span>}<\/span>'"<\/span>)<\/span><\/span>\nprint<\/span>(<\/span>f<\/span>"Po: '<\/span>{<\/span>cleaned<\/span>}<\/span>'"<\/span>)<\/span><\/span>\n<\/span>\n# Wyodr\u0119bnianie s\u0142\u00f3w w cudzys\u0142owach<\/span><\/span>\ntext = <\/span>'Powiedzia\u0142 "Hello world" i "Python jest super"'<\/span><\/span>\npattern = <\/span>r<\/span>'"<\/span>([^<\/span>"<\/span>]<\/span>*<\/span>)<\/span>"'<\/span><\/span>\nquotes = re.findall(pattern, text)<\/span><\/span>\nprint<\/span>(<\/span>f<\/span>"Teksty w cudzys\u0142owach: <\/span>{<\/span>quotes<\/span>}<\/span>"<\/span>)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
Dobre praktyki:<\/h4>\n\n\n\n
    \n
  • U\u017cywaj surowych string\u00f3w (r”…”) dla wzorc\u00f3w<\/li>\n\n\n\n
  • Eskejpuj znaki specjalne (\\d, \\w, \\s)<\/li>\n\n\n\n
  • U\u017cywaj grup do wyodr\u0119bniania cz\u0119\u015bci dopasowania<\/li>\n\n\n\n
  • Testuj wzorce na r\u00f3\u017cnych danych<\/li>\n\n\n\n
  • U\u017cywaj flag dla lepszej kontroli<\/li>\n\n\n\n
  • Unikaj zbyt skomplikowanych wzorc\u00f3w<\/li>\n\n\n\n
  • Dokumentuj wzorce regex<\/li>\n<\/ul>\n\n\n\n
    \u0106wiczenie:<\/h4>\n\n\n\n
    Stw\u00f3rz funkcj\u0119 waliduj\u0105c\u0105 r\u00f3\u017cne formaty danych (email, telefon, kod pocztowy, PESEL).<\/p>\n\n\n\n
    Uwaga:<\/h4>\n\n\n\n
    Wyra\u017cenia regularne mog\u0105 by\u0107 skomplikowane i niekt\u00f3re wzorce mog\u0105 nie dzia\u0142a\u0107 poprawnie w edytorze online. Zalecane jest testowanie regex w lokalnym \u015brodowisku Python.<\/p>\n\n\n\n
    <\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"
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