{"id":92734,"date":"2025-01-13T05:31:00","date_gmt":"2025-01-13T02:01:00","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/6-%d8%aa%da%a9%d9%86%db%8c%da%a9-%d9%be%db%8c%d8%b4%d8%b1%d9%81%d8%aa%d9%87-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-%d9%88-%d8%aa%d8%ac%d8%b2\/"},"modified":"2025-01-13T05:31:00","modified_gmt":"2025-01-13T02:01:00","slug":"6-%d8%aa%da%a9%d9%86%db%8c%da%a9-%d9%be%db%8c%d8%b4%d8%b1%d9%81%d8%aa%d9%87-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-%d9%88-%d8%aa%d8%ac%d8%b2","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/6-%d8%aa%da%a9%d9%86%db%8c%da%a9-%d9%be%db%8c%d8%b4%d8%b1%d9%81%d8%aa%d9%87-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-%d9%88-%d8%aa%d8%ac%d8%b2\/","title":{"rendered":"6 \u062a\u06a9\u0646\u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u06a9\u0627\u0631\u0622\u0645\u062f"},"content":{"rendered":"
\n
\n

\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u067e\u0631\u0641\u0631\u0648\u0634\u060c \u0627\u0632 \u0634\u0645\u0627 \u062f\u0639\u0648\u062a \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0646 \u0631\u0627 \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f. \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0646 \u0631\u0627 \u062f\u0631 Medium \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u062d\u0645\u0627\u06cc\u062a \u062e\u0648\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f. \u0645\u062a\u0634\u06a9\u0631\u0645 \u062d\u0645\u0627\u06cc\u062a \u0634\u0645\u0627 \u06cc\u0639\u0646\u06cc \u062f\u0646\u06cc\u0627! <\/p>\n<\/blockquote>\n

\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0633\u0627\u0644\u200c\u0647\u0627 \u062a\u062c\u0631\u0628\u0647 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646\u060c \u062f\u0631\u06cc\u0627\u0641\u062a\u0647\u200c\u0627\u0645 \u06a9\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u062c\u0647\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0634\u0634 \u062a\u06a9\u0646\u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645\u060c \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0645.<\/p>\n

\u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0648 \u0645\u0627\u0698\u0648\u0644 \u0645\u062c\u062f\u062f<\/p>\n

\u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u0627\u0644\u06af\u0648 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0645\u062a\u0646 \u0647\u0633\u062a\u0646\u062f. \u0645\u0627\u0698\u0648\u0644 re Python \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u062c\u0627\u0645\u0639 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0645\u0646 \u0645\u062a\u0648\u062c\u0647 \u0634\u062f\u0647 \u0627\u0645 \u06a9\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 regex \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0631\u0627 \u0633\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n

\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc regex \u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u06af\u0648 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0622\u062f\u0631\u0633 \u0627\u06cc\u0645\u06cc\u0644 \u0627\u0632 \u0645\u062a\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n

\n
import<\/span> re<\/span>\n\ntext<\/span> =<\/span> \"<\/span>Contact us at info@example.com or support@example.com<\/span>\"<\/span>\nemail_pattern<\/span> =<\/span> r<\/span>'<\/span>\\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Z|a-z]{2,}\\b<\/span>'<\/span>\nemails<\/span> =<\/span> re<\/span>.<\/span>findall<\/span>(<\/span>email_pattern<\/span>,<\/span> text<\/span>)<\/span>\nprint<\/span>(<\/span>emails<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u062e\u0631\u0648\u062c\u06cc \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a: [‘info@example.com’, ‘support@example.com’]\n
\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f regex \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0645\u062a\u0646 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u062a\u0645\u0627\u0645 \u0631\u062e\u062f\u0627\u062f\u0647\u0627\u06cc \u06cc\u06a9 \u0627\u0644\u06af\u0648 \u062f\u0631 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
text<\/span> =<\/span> \"<\/span>The price is $10.99<\/span>\"<\/span>\nnew_text<\/span> =<\/span> re<\/span>.<\/span>sub<\/span>(<\/span>r<\/span>'<\/span>\\$(\\d+\\.\\d{2})<\/span>'<\/span>,<\/span> lambda<\/span> m<\/span>:<\/span> f<\/span>\"<\/span>\u20ac<\/span>{<\/span>float<\/span>(<\/span>m<\/span>.<\/span>group<\/span>(<\/span>1<\/span>))<\/span>*<\/span>0.85<\/span>:<\/span>.<\/span>2<\/span>f<\/span>}<\/span>\"<\/span>,<\/span> text<\/span>)<\/span>\nprint<\/span>(<\/span>new_text<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u0642\u06cc\u0645\u062a \u062f\u0644\u0627\u0631 \u0631\u0627 \u0628\u0647 \u06cc\u0648\u0631\u0648 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f: “\u0642\u06cc\u0645\u062a 9.34 \u06cc\u0648\u0631\u0648 \u0627\u0633\u062a”<\/p>\n
\u0645\u0627\u0698\u0648\u0644 \u0631\u0634\u062a\u0647 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0622\u0646<\/p>\n
\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 re \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0627\u0698\u0648\u0644 \u0631\u0634\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062b\u0627\u0628\u062a \u0647\u0627 \u0648 \u062a\u0648\u0627\u0628\u0639 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f. \u0645\u0646 \u0627\u063a\u0644\u0628 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u062c\u062f\u0627\u0648\u0644 \u062a\u0631\u062c\u0645\u0647 \u06cc\u0627 \u06a9\u0627\u0631 \u0628\u0627 \u062b\u0627\u0628\u062a \u0647\u0627\u06cc \u0631\u0634\u062a\u0647 \u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 \u0631\u0634\u062a\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062c\u062f\u0648\u0644 \u062a\u0631\u062c\u0645\u0647 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
import<\/span> string<\/span>\n\ntext<\/span> =<\/span> \"<\/span>Hello, World! How are you?<\/span>\"<\/span>\ntranslator<\/span> =<\/span> str<\/span>.<\/span>maketrans<\/span>(<\/span>\"\"<\/span>,<\/span> \"\"<\/span>,<\/span> string<\/span>.<\/span>punctuation<\/span>)<\/span>\ncleaned_text<\/span> =<\/span> text<\/span>.<\/span>translate<\/span>(<\/span>translator<\/span>)<\/span>\nprint<\/span>(<\/span>cleaned_text<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f: “\u0633\u0644\u0627\u0645 \u062f\u0646\u06cc\u0627 \u0686\u0637\u0648\u0631\u06cc”<\/p>\n
\u0645\u0627\u0698\u0648\u0644 \u0631\u0634\u062a\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062b\u0627\u0628\u062a \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f string.ascii_letters \u0648 string.digits \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/p>\n
\u0645\u0627\u0698\u0648\u0644 difflib \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u062a\u0648\u0627\u0644\u06cc<\/p>\n
\u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062a\u0646\u060c \u0627\u063a\u0644\u0628 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627 \u06cc\u0627 \u06cc\u0627\u0641\u062a\u0646 \u0634\u0628\u0627\u0647\u062a \u062f\u0627\u0631\u0645. \u0645\u0627\u0698\u0648\u0644 difflib \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0647\u0627 \u0639\u0627\u0644\u06cc \u0627\u0633\u062a. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 difflib \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06a9\u0644\u0645\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
from<\/span> difflib<\/span> import<\/span> get_close_matches<\/span>\n\nwords<\/span> =<\/span> [<\/span>\"<\/span>python<\/span>\"<\/span>,<\/span> \"<\/span>programming<\/span>\"<\/span>,<\/span> \"<\/span>code<\/span>\"<\/span>,<\/span> \"<\/span>developer<\/span>\"<\/span>]<\/span>\nsimilar<\/span> =<\/span> get_close_matches<\/span>(<\/span>\"<\/span>pythonic<\/span>\"<\/span>,<\/span> words<\/span>,<\/span> n<\/span>=<\/span>1<\/span>,<\/span> cutoff<\/span>=<\/span>0.6<\/span>)<\/span>\nprint<\/span>(<\/span>similar<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f: [‘python’]\n
\u06a9\u0644\u0627\u0633 SequenceMatcher \u062f\u0631 difflib \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a:<\/p>\n
\n
from<\/span> difflib<\/span> import<\/span> SequenceMatcher<\/span>\n\ndef<\/span> similarity<\/span>(<\/span>a<\/span>,<\/span> b<\/span>):<\/span>\n    return<\/span> SequenceMatcher<\/span>(<\/span>None<\/span>,<\/span> a<\/span>,<\/span> b<\/span>).<\/span>ratio<\/span>()<\/span>\n\nprint<\/span>(<\/span>similarity<\/span>(<\/span>\"<\/span>python<\/span>\"<\/span>,<\/span> \"<\/span>pyhton<\/span>\"<\/span>))<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u062f\u0631 \u062d\u062f\u0648\u062f 0.83 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f.<\/p>\n
\u0641\u0627\u0635\u0644\u0647 \u0644\u0648\u0646\u0634\u062a\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u0641\u0627\u0632\u06cc<\/p>\n
\u0627\u06af\u0631\u0686\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u0627\u0635\u0644\u0647 Levenshtein \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0627\u0645\u0644\u0627 \u0648 \u062a\u0637\u0628\u06cc\u0642 \u0641\u0627\u0632\u06cc\u060c \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a. \u0645\u0646 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 python-Levenshtein \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0627\u0635\u0644\u0647 Levenshtein \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0627\u0645\u0644\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
import<\/span> Levenshtein<\/span>\n\ndef<\/span> spell_check<\/span>(<\/span>word<\/span>,<\/span> dictionary<\/span>):<\/span>\n    return<\/span> min<\/span>(<\/span>dictionary<\/span>,<\/span> key<\/span>=<\/span>lambda<\/span> x<\/span>:<\/span> Levenshtein<\/span>.<\/span>distance<\/span>(<\/span>word<\/span>,<\/span> x<\/span>))<\/span>\n\ndictionary<\/span> =<\/span> [<\/span>\"<\/span>python<\/span>\"<\/span>,<\/span> \"<\/span>programming<\/span>\"<\/span>,<\/span> \"<\/span>code<\/span>\"<\/span>,<\/span> \"<\/span>developer<\/span>\"<\/span>]<\/span>\nprint<\/span>(<\/span>spell_check<\/span>(<\/span>\"<\/span>progamming<\/span>\"<\/span>,<\/span> dictionary<\/span>))<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f: “\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc”<\/p>\n
\u0641\u0627\u0635\u0644\u0647 Levenshtein \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0645\u0641\u06cc\u062f \u0627\u0633\u062a:<\/p>\n
\n
def<\/span> find_similar<\/span>(<\/span>word<\/span>,<\/span> words<\/span>,<\/span> max_distance<\/span>=<\/span>2<\/span>):<\/span>\n    return<\/span> [<\/span>w<\/span> for<\/span> w<\/span> in<\/span> words<\/span> if<\/span> Levenshtein<\/span>.<\/span>distance<\/span>(<\/span>word<\/span>,<\/span> w<\/span>)<\/span> <=<\/span> max_distance<\/span>]<\/span>\n\nwords<\/span> =<\/span> [<\/span>\"<\/span>python<\/span>\"<\/span>,<\/span> \"<\/span>programming<\/span>\"<\/span>,<\/span> \"<\/span>code<\/span>\"<\/span>,<\/span> \"<\/span>developer<\/span>\"<\/span>,<\/span> \"<\/span>coder<\/span>\"<\/span>]<\/span>\nprint<\/span>(<\/span>find_similar<\/span>(<\/span>\"<\/span>code<\/span>\"<\/span>,<\/span> words<\/span>))<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f: [‘code’, ‘coder’]\n
\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 ftfy \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0645\u062a\u0646<\/p>\n
\u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641\u060c \u0627\u063a\u0644\u0628 \u0628\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0627\u062c\u0647 \u0645\u06cc \u0634\u0648\u0645. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 ftfy (\u0645\u062a\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0631\u0641\u0639 \u0645\u06cc \u06a9\u0646\u062f) \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0642\u0639 \u0646\u062c\u0627\u062a \u062f\u0647\u0646\u062f\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627\u06cc\u062c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u0641\u0639 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ftfy \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644 mojibake (\u0645\u062a\u0646 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0646\u0627\u062f\u0631\u0633\u062a) \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
import<\/span> ftfy<\/span>\n\ntext<\/span> =<\/span> \"<\/span>The Mona Lisa doesn\u00c3\u00a2\u00e2\u201a\u00ac\u00e2\u201e\u00a2t have eyebrows.<\/span>\"<\/span>\nfixed_text<\/span> =<\/span> ftfy<\/span>.<\/span>fix_text<\/span>(<\/span>text<\/span>)<\/span>\nprint<\/span>(<\/span>fixed_text<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f: “\u0645\u0648\u0646\u0627\u0644\u06cc\u0632\u0627 \u0627\u0628\u0631\u0648 \u0646\u062f\u0627\u0631\u062f.”<\/p>\n
ftfy \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u0645\u062a\u0646 \u06cc\u0648\u0646\u06cc\u06a9\u062f \u0639\u0627\u0644\u06cc \u0627\u0633\u062a:<\/p>\n
\n
weird_text<\/span> =<\/span> \"<\/span>\uff34\uff48\uff49\uff53 \uff49\uff53 \uff26\uff55\uff4c\uff4c\uff57\uff49\uff44\uff54\uff48 \uff54\uff45\uff58\uff54<\/span>\"<\/span>\nnormal_text<\/span> =<\/span> ftfy<\/span>.<\/span>fix_text<\/span>(<\/span>weird_text<\/span>)<\/span>\nprint<\/span>(<\/span>normal_text<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f: “This is Fullwidth text”<\/p>\n
\u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627 spaCy \u0648 NLTK<\/p>\n
Tokenization \u06cc\u06a9 \u06af\u0627\u0645 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 NLP \u0627\u0633\u062a. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a split() \u0633\u0627\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0627\u0633\u0627\u0633\u06cc \u06a9\u0627\u0631 \u06a9\u0646\u062f\u060c \u062a\u0648\u06a9\u0646\u200c\u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0627\u063a\u0644\u0628 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a. \u0645\u0646 \u0647\u0631 \u062f\u0648 spaCy \u0648 NLTK \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0639\u0627\u0644\u06cc \u06cc\u0627\u0641\u062a\u0645.<\/p>\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 spaCy \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
import<\/span> spacy<\/span>\n\nnlp<\/span> =<\/span> spacy<\/span>.<\/span>load<\/span>(<\/span>\"<\/span>en_core_web_sm<\/span>\"<\/span>)<\/span>\ntext<\/span> =<\/span> \"<\/span>The quick brown fox jumps over the lazy dog.<\/span>\"<\/span>\ndoc<\/span> =<\/span> nlp<\/span>(<\/span>text<\/span>)<\/span>\ntokens<\/span> =<\/span> [<\/span>token<\/span>.<\/span>text<\/span> for<\/span> token<\/span> in<\/span> doc<\/span>]<\/span>\nprint<\/span>(<\/span>tokens<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f: [‘The’, ‘quick’, ‘brown’, ‘fox’, ‘jumps’, ‘over’, ‘the’, ‘lazy’, ‘dog’, ‘.’]\n
NLTK \u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 word_tokenize \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
import<\/span> nltk<\/span>\nnltk<\/span>.<\/span>download<\/span>(<\/span>'<\/span>punkt<\/span>'<\/span>)<\/span>\n\nfrom<\/span> nltk.tokenize<\/span> import<\/span> word_tokenize<\/span>\n\ntext<\/span> =<\/span> \"<\/span>The quick brown fox jumps over the lazy dog.<\/span>\"<\/span>\ntokens<\/span> =<\/span> word_tokenize<\/span>(<\/span>text<\/span>)<\/span>\nprint<\/span>(<\/span>tokens<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u0645\u062b\u0627\u0644 spaCy \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f.<\/p>\n
\u0647\u0631 \u062f\u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0648\u06a9\u0646\u200c\u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0646\u0634\u0627\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062c\u0645\u0644\u0627\u062a \u06cc\u0627 \u062a\u0648\u06a9\u0646\u200c\u0633\u0627\u0632\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0628\u0627\u0646\u200c\u0647\u0627 \u06cc\u0627 \u062f\u0627\u0645\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635.<\/p>\n
\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc<\/p>\n
\u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0645\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0645\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n
\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u0648 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc\u060c \u0633\u067e\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc.<\/p>\n
\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a: \u062a\u0631\u06a9\u06cc\u0628 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0648\u0627\u0698\u06af\u0627\u0646 \u06cc\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u062d\u0633\u0627\u0633 \u0645\u062a\u0646.<\/p>\n
\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0637\u0628\u06cc\u0642 \u0641\u0627\u0632\u06cc \u0648 \u0641\u0627\u0635\u0644\u0647 Levenshtein \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062c\u0633\u062a\u062c\u0648 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u0646\u0627\u062f.<\/p>\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u0627\u062d\u0633\u0627\u0633\u0627\u062a VADER NLTK \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\n
import<\/span> nltk<\/span>\nnltk<\/span>.<\/span>download<\/span>(<\/span>'<\/span>vader_lexicon<\/span>'<\/span>)<\/span>\n\nfrom<\/span> nltk.sentiment<\/span> import<\/span> SentimentIntensityAnalyzer<\/span>\n\ndef<\/span> analyze_sentiment<\/span>(<\/span>text<\/span>):<\/span>\n    sia<\/span> =<\/span> SentimentIntensityAnalyzer<\/span>()<\/span>\n    return<\/span> sia<\/span>.<\/span>polarity_scores<\/span>(<\/span>text<\/span>)<\/span>\n\ntext<\/span> =<\/span> \"<\/span>I love Python! It<\/span>'<\/span>s such a versatile and powerful language.<\/span>\"<\/span>\nsentiment<\/span> =<\/span> analyze_sentiment<\/span>(<\/span>text<\/span>)<\/span>\nprint<\/span>(<\/span>sentiment<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0627 \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0627\u062d\u0633\u0627\u0633\u06cc \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f\u060c \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06cc\u06a9 \u0627\u062d\u0633\u0627\u0633 \u0645\u062b\u0628\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062a\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n
\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646<\/p>\n
\u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647 \u0627\u0645 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
    \n
  1. \u0627\u0632 \u0698\u0646\u0631\u0627\u062a\u0648\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:\n<\/li>\n<\/ol>\n
    \n
    def<\/span> process_large_file<\/span>(<\/span>filename<\/span>):<\/span>\n    with<\/span> open<\/span>(<\/span>filename<\/span>,<\/span> '<\/span>r<\/span>'<\/span>)<\/span> as<\/span> file<\/span>:<\/span>\n        for<\/span> line<\/span> in<\/span> file<\/span>:<\/span>\n            yield<\/span> line<\/span>.<\/span>strip<\/span>()<\/span>\n\nfor<\/span> line<\/span> in<\/span> process_large_file<\/span>(<\/span>'<\/span>large_text_file.txt<\/span>'<\/span>):<\/span>\n    # Process each line\n<\/span>    pass<\/span>\n<\/code><\/pre>\n
    \n
    \n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
        \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
      \n
    1. \u0627\u0647\u0631\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0645\u062d\u062f\u0648\u062f \u0628\u0647 CPU:\n<\/li>\n<\/ol>\n
      \n
      from<\/span> multiprocessing<\/span> import<\/span> Pool<\/span>\n\ndef<\/span> process_text<\/span>(<\/span>text<\/span>):<\/span>\n    # Some CPU-intensive text processing\n<\/span>    return<\/span> processed_text<\/span>\n\nif<\/span> __name__<\/span> ==<\/span> '<\/span>__main__<\/span>'<\/span>:<\/span>\n    with<\/span> Pool<\/span>()<\/span> as<\/span> p<\/span>:<\/span>\n        results<\/span> =<\/span> p<\/span>.<\/span>map<\/span>(<\/span>process_text<\/span>,<\/span> large_text_list<\/span>)<\/span>\n<\/code><\/pre>\n
      \n
      \n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
          \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
        \n
      1. \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u0639\u0636\u0648\u06cc\u062a \u0633\u0631\u06cc\u0639:\n<\/li>\n<\/ol>\n
        \n
        stopwords<\/span> =<\/span> set<\/span>([<\/span>'<\/span>the<\/span>'<\/span>,<\/span> '<\/span>a<\/span>'<\/span>,<\/span> '<\/span>an<\/span>'<\/span>,<\/span> '<\/span>in<\/span>'<\/span>,<\/span> '<\/span>of<\/span>'<\/span>,<\/span> '<\/span>on<\/span>'<\/span>])<\/span>\n\ndef<\/span> remove_stopwords<\/span>(<\/span>text<\/span>):<\/span>\n    return<\/span> '<\/span> <\/span>'<\/span>.<\/span>join<\/span>([<\/span>word<\/span> for<\/span> word<\/span> in<\/span> text<\/span>.<\/span>split<\/span>()<\/span> if<\/span> word<\/span>.<\/span>lower<\/span>()<\/span> not<\/span> in<\/span> stopwords<\/span>])<\/span>\n<\/code><\/pre>\n
        \n
        \n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
            \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
          \n
        1. \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06a9\u0631\u0631 \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u06a9\u0646\u06cc\u062f:\n<\/li>\n<\/ol>\n
          \n
          import<\/span> re<\/span>\n\nemail_pattern<\/span> =<\/span> re<\/span>.<\/span>compile<\/span>(<\/span>r<\/span>'<\/span>\\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Z|a-z]{2,}\\b<\/span>'<\/span>)<\/span>\n\ndef<\/span> find_emails<\/span>(<\/span>text<\/span>):<\/span>\n    return<\/span> email_pattern<\/span>.<\/span>findall<\/span>(<\/span>text<\/span>)<\/span>\n<\/code><\/pre>\n
          \n
          \n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
              \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
            \n
          1. \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 CSV \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:\n<\/li>\n<\/ol>\n
            \n
            import<\/span> pandas<\/span> as<\/span> pd<\/span>\n\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_csv<\/span>(<\/span>'<\/span>large_text_data.csv<\/span>'<\/span>)<\/span>\nprocessed_df<\/span> =<\/span> df<\/span>[<\/span>'<\/span>text_column<\/span>'<\/span>].<\/span>apply<\/span>(<\/span>process_text<\/span>)<\/span>\n<\/code><\/pre>\n
            \n
            \n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
                \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
            \u0628\u0627 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0645 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0645. \u0686\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u06cc\u0627 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc NLP \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0627\u06cc\u0647 \u0645\u062d\u06a9\u0645\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u06a9\u0627\u0631\u0622\u0645\u062f \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
            \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u06a9\u0644\u06cc\u062f \u062a\u0633\u0644\u0637 \u0628\u0631 \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u062a\u0645\u0631\u06cc\u0646 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a. \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f. \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u06a9\u0634\u0641 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n\n
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            \n
            \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\nToggle<\/span><\/path><\/svg><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n