Regular Expressions 101

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  • All Tokens
  • Common Tokens
  • General Tokens
  • Anchors
  • Meta Sequences
  • Quantifiers
  • Group Constructs
  • Character Classes
  • Flags/Modifiers
  • Substitution
  • A single character of: a, b or c
    [abc]
  • A character except: a, b or c
    [^abc]
  • A character in the range: a-z
    [a-z]
  • A character not in the range: a-z
    [^a-z]
  • A character in the range: a-z or A-Z
    [a-zA-Z]
  • Any single character
    .
  • Alternate - match either a or b
    a|b
  • Any whitespace character
    \s
  • Any non-whitespace character
    \S
  • Any digit
    \d
  • Any non-digit
    \D
  • Any word character
    \w
  • Any non-word character
    \W
  • Non-capturing group
    (?:...)
  • Capturing group
    (...)
  • Zero or one of a
    a?
  • Zero or more of a
    a*
  • One or more of a
    a+
  • Exactly 3 of a
    a{3}
  • 3 or more of a
    a{3,}
  • Between 3 and 6 of a
    a{3,6}
  • Start of string
    ^
  • End of string
    $
  • A word boundary
    \b
  • Non-word boundary
    \B

Regular Expression
No Match

~
~
gm

Test String

Code Generator

Language

Generated Code

# coding=utf8 # the above tag defines encoding for this document and is for Python 2.x compatibility import re regex = r"(?=ds://\w+).*\r?\n?" test_str = ("\n" ".\n" "3\n" "~\n" "}\n" "\n" "\n" "\n" "\n" "\n" "\n" "[8\n" "\n" "\n" "\n" "0\n" "0\n" "w@\n" "0\n" "0\n" "0\n" ";\n" ";\n" ";\n" ";\n" ";\n" "N\n" "N\n" "N\n" "N\n" "S\n" "N\n" "}\n" "Z\n" "}\n" "}\n" "^\n" "}\n" "D}\n" "#\n" "B\n" "C\n" "$\n" "A\n" "p\n" "x\n" "x\n" "x\n" "x\n" "x\n" "x\n" "B\n" "x\n" "x\n" "\n" " \n" "!\n" "\"\n" "#\n" "$\n" "%\n" "&\n" "'\n" "(\n" ")\n" "C\n" "D+\n" "A\n" "BL\n" "C\n" "@\n" "B\n" "UV\n" "*\n" "+\n" "@\n" "D~\n" "/\n" "B0\n" "D+\n" "C\n" "/\n" "C\n" ",\n" "-\n" ".\n" "/\n" "0\n" "1\n" "2\n" "3\n" "4\n" "5\n" "6\n" "7\n" "8\n" "9\n" ":\n" ";\n" "<\n" "=\n" ">\n" "?\n" "@\n" "A\n" "B\n" "C\n" "D\n" "E\n" "F\n" "G\n" "H\n" "I\n" "J\n" "K\n" "L\n" "M\n" "?\n" "N\n" "O\n" "P\n" "@I\n" "Q\n" "@9\n" "R\n" "S\n" "T\n" "U\n" "V\n" "W\n" "X\n" "Y\n" "Z\n" "[\n" "\\\n" "]\n" "^\n" "_\n" "`\n" "a\n" "b\n" "c\n" "d\n" "e\n" "f\n" "g\n" "@@\n" "h\n" "i\n" "j\n" "k\n" "l\n" "m\n" "n\n" "o\n" "p\n" "q\n" "@\n" "r\n" "s\n" "t\n" "u\n" "v\n" "w\n" "x\n" "y\n" "z\n" "{\n" "|\n" "}\n" "~\n" "\n" "@Q\n" "Q\n" "1\n" "1\n" "1\n" "1\n" "8\n" "8\n" "b\n" "w\n" "'\n" "}\n" "}\n" "}\n" "Z\n" "}\n" "}\n" "}\n" "\n" " \n" "!\n" "\"\n" "#\n" "$\n" "%\n" "&\n" "'\n" "(\n" ")\n" "*\n" "+\n" ",\n" "-\n" ".\n" "/\n" "0\n" "1\n" "2\n" "3\n" "4\n" "5\n" "6\n" "7\n" "8\n" "9\n" ":\n" ";\n" "<\n" "=\n" ">\n" "?\n" "@\n" "A\n" "B\n" "C\n" "}\n" "D\n" "}\n" "E\n" "}\n" "F\n" "}\n" "G\n" "}\n" "H\n" "I\n" "J\n" "}\n" "K\n" "L\n" "M\n" "N\n" "O\n" "P\n" "Q\n" "R\n" "S\n" "T\n" "U\n" "V\n" "W\n" "X\n" "Y\n" "Z\n" "[\n" "\\\n" "]\n" "^\n" "_\n" "`\n" "a\n" "b\n" "c\n" "d\n" "e\n" "f\n" "g\n" "h\n" "i\n" "j\n" "k\n" "l\n" "m\n" "n\n" "o\n" "p\n" "q\n" "r\n" "s\n" "t\n" "u\n" "v\n" "w\n" "x\n" "y\n" "z\n" "{\n" "|\n" "}\n" "~\n" "\n" "}\n" "}\n" "+\n" "+\n" ".\n" ".\n" ".\n" ".\n" ".\n" "+\n" "+\n" "+\n" "+\n" "+\n" "+\n" "+\n" "+\n" "+\n" "+\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "@\n" "+\n" "+\n" "}\n" "z\n" "}\n" "<init>\n" "()V\n" "Code\n" "LineNumberTable\n" "setupPicture\n" "getImageNames\n" "()[Ljava/lang/String;\n" "createShapes\n" "loadShapes0\n" "loadShapes1\n" "loadShapes\n" "loadReferences\n" "W(Ljava/util/Vector;)Lcom/intellution/wv/system/connections/impl/DefaultNamingContainer;\n" "Exceptions\n" "loadChildren0\n" "X(Lcom/intellution/wv/system/connections/impl/DefaultNamingContainer;Ljava/util/Vector;)V\n" "loadChildren\n" "loadConnections\n" "|(Lcom/intellution/wv/system/connections/LookupManager;)Lcom/intellution/wv/system/connections/impl/DefaultConnectionManager;\n" "loadObjectConnectors\n" "H(Lcom/intellution/wv/system/connections/impl/DefaultConnectionManager;)V\n" "loadObjectConnectors0\n" "loadMetaDataCache\n" "A()Lcom/intellution/wv/system/clientdataobject/impl/MetaDataCache;\n" "loadCache\n" "B(Lcom/intellution/wv/system/clientdataobject/impl/MetaDataCache;)V\n" "loadIOClassifications\n" "loadClassifications\n" "()Ljava/util/HashMap;\n" "loadHashMap\n" "(Ljava/util/HashMap;)V\n" "loadDescriptionCache0\n" "loadArrayCache0\n" "loadDataSources\n" "E()Lcom/intellution/wv/system/connections/impl/DefaultNamingContainer;\n" "loadObjects\n" "F(Lcom/intellution/wv/system/connections/impl/DefaultNamingContainer;)V\n" "loadObjects0\n" "loadAuxiliaries\n" "loadSymbols\n" "()Ljava/util/ArrayList;\n" "(Ljava/util/ArrayList;)V\n" "SourceFile\n" "ChartRecorder.java\n" "\n" ".com/intellution/wv/apps/historical/DisplayInfo\n" "$com/intellution/wv/colors/NamedColor\n" "Gray75\n" "\n" "java/awt/Dimension\n" "\n" "+com/intellution/wv/apps/historical/TimeInfo\n" "!com/intellution/wv/time/NamedTime\n" "1 Hour Ago\n" "Current\n" "-com/intellution/wv/apps/historical/ScrollInfo\n" "*com/intellution/wv/quicktime/QuickTimeInfo\n" "QuickTimeShowQT\n" "true\n" "QuickTimeTransparent\n" "false\n" "QuickTimeShowCalendar\n" "QuickTimeShowTimeDate\n" "0\n" "QuickTimeUseDisplayTime\n" "Gray53\n" "DefaultPalette.xml\n" "Black\n" "0com/intellution/wv/apps/historical/ErrorIconInfo\n" "\n" " \n" "java/lang/String\n" "AllUsers/images/error.gif\n" "\n" "!\n" "\"\n" "#\n" "$\n" "%\n" "\"\n" "AllUsers/images/Tank.jpg\n" "java/util/Vector\n" "\n" "&\n" "'\n" "(com/intellution/wv/graphics/VisRectangle\n" "(\n" ")\n" "*\n" "+\n" ",\n" "Gray50\n" "-\n" "White\n" ".\n" "/\n" "0\n" "1\n" "2\n" "1\n" "3\n" "1\n" "4\n" "1\n" "5\n" "java/awt/geom/Point2D$Float\n" "Float\n" "InnerClasses\n" "\n" "6\n" "7\n" "8\n" "9\n" ":\n" ";\n" "'com/intellution/wv/graphics/FilledShape\n" "<\n" "1\n" "=\n" ">\n" "?\n" "1\n" "@\n" "1\n" "A\n" "1\n" "B\n" "C\n" "D\n" "C\n" "#com/intellution/wv/graphics/VisText\n" "java/awt/Font\n" "Arial Black\n" "\n" "E\n" "F\n" "G\n" "H\n" "I\n" "J\n" "K\n" "L\n" "M\n" "N\n" "11oz C Dole Chart Recorder\n" "O\n" ")com/intellution/wv/graphics/VisTrendChart\n" "Blue\n" "$com/intellution/wv/graphics/VisChart\n" "P\n" "Q\n" ".com/intellution/wv/charts/chartobjs/TrendChart\n" "Time Chart1\n" "R\n" "S\n" "T\n" "U\n" "V\n" "W\n" "X\n" "Y\n" "Z\n" "[\n" "Grey\n" "\\\n" "]\n" "^\n" "_\n" "Arial\n" "`\n" "G\n" "a\n" "b\n" "c\n" "d\n" "e\n" "f\n" "g\n" "h\n" "i\n" "j\n" "Green\n" "k\n" "l\n" "m\n" "n\n" "o\n" "p\n" "o\n" "q\n" "r\n" "o\n" "s\n" "o\n" "t\n" "u\n" "v\n" "w\n" "x\n" "&com/intellution/wv/charts/pen/TrendPen\n" "WELSH.Dole_C.VRC4_Process.TC_01\n" "y\n" "z\n" "{\n" "|\n" "}\n" "~\n" "\n" "%Thermocouple Product into timing pump\n" "o\n" "o\n" "Historical\n" "o\n" "o\n" "Interpolated\n" "1000\n" "GMT-05:00\n" "CDT\n" "Central Daylight Time\n" "Red\n" "o\n" "o\n" "Orange\n" "Grey75\n" "X Axis\n" "'com/intellution/wv/charts/axis/TimeAxis\n" "Y Axis\n" "*com/intellution/wv/charts/axis/NumericAxis\n" "WELSH.Dole_C.VRC4_Process.TC_02\n" " Regen Cooler Product Outlet Temp\n" "Magenta\n" "WELSH.Dole_C.VRC4_Process.TC_03\n" "Pre-Heater outlet\n" "WELSH.Dole_C.VRC4_Process.TC_04\n" "Dole_C.VRC4_Process.TC_04\n" "WELSH.Dole_C.VRC4_Process.TC_05\n" "Dole_C.VRC4_Process.TC_05\n" "BrightRed\n" "WELSH.Dole_C.VRC4_Process.TC_06\n" "Dole_C.VRC4_Process.TC_06\n" "WELSH.Dole_C.VRC4_Process.TC_08\n" "Dole_C.VRC4_Process.TC_08\n" "BrightMagenta\n" "WELSH.Dole_C.VRC4_Process.TC_09\n" "Dole_C.VRC4_Process.TC_09\n" "BrightGreen\n" "WELSH.Dole_C.VRC4_Process.TC_11\n" "Dole_C.VRC4_Process.TC_11\n" "WELSH.Dole_C.VRC4_Process.TC_14\n" "Dole_C.VRC4_Process.TC_14\n" "Color18\n" "WELSH.Dole_C.VRC4_Process.TC_15\n" "Dole_C.VRC4_Process.TC_15\n" "WELSH.Dole_C.VRC4_Process.TC_20\n" "Dole_C.VRC4_Process.TC_20\n" "10000\n" "WELSH.Dole_C.VRC4_Process.TC_21\n" "Dole_C.VRC4_Process.TC_21\n" "TagName\n" "Description\n" "Low/Range\n" "Value\n" "High/Range\n" ")com/intellution/wv/charts/title/TextTitle\n" "Time Chart\n" "30 Minutes Ago\n" "Acom/intellution/wv/system/connections/impl/DefaultNamingContainer\n" "disp\n" "localhost\n" "display\n" "\n" "VisText0\n" "VisRectangle0\n" "VisTrendChart0\n" "Ccom/intellution/wv/system/connections/impl/DefaultConnectionManager\n" "\n" "5com/intellution/wv/system/connections/ObjectConnector\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C6\n" "Execute\n" "9tempcdo://localhost/displaycdo/CompositeClientDataObject0\n" "updateRS\n" "rs6\n" "\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C0\n" "rs0\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C4\n" "rs4\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C3\n" "rs3\n" "=tempcdo://localhost/displaycdo/CompositeClientDataObject0/C10\n" "rs10\n" "=tempcdo://localhost/displaycdo/CompositeClientDataObject0/C11\n" "rs11\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C2\n" "rs2\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C5\n" "rs5\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C7\n" "rs7\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C9\n" "rs9\n" "=tempcdo://localhost/displaycdo/CompositeClientDataObject0/C12\n" "rs12\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C1\n" "rs1\n" "'disp://localhost/display/VisTrendChart0\n" "setData\n" "data\n" "<tempcdo://localhost/displaycdo/CompositeClientDataObject0/C8\n" "rs8\n" "=com/intellution/wv/system/clientdataobject/impl/MetaDataCache\n" "java/util/HashMap\n" "welsh\n" "3com/intellution/wv/server/data/ParameterDescription\n" "3com/intellution/wv/server/data/DataValueDescription\n" "\n" "StartDateTime\n" "Time of first value\n" "\n" "EndDateTime\n" "Time of last value\n" ")com/intellution/wv/server/data/ColumnInfo\n" "\n" "0com/intellution/wv/server/data/ResultSetMetaData\n" "\n" "Results\n" "The result set\n" "0com/intellution/wv/server/data/MethodDescription\n" "ReadItem\n" "Read the value of one item\n" "\n" "#Value to write to iHistorian server\n" "WriteItem\n" "Write the value of one item\n" "Enabled\n" "TwentyOneCFR11\n" "*If 21CFR11 is enabled at datasource target\n" "StartTime\n" "Start Time\n" "EndTime\n" "End Time\n" "TimeRange\n" "Start and End Time\n" "GMTOffset\n" "GMT Offset\n" "TimeZone\n" "Value of the timezone\n" "Item TimeZone\n" "&Timezone value associated with an item\n" "ShortTimeZone\n" "#Short name of timezone, such as EDT\n" "Short TimeZone\n" "Mode\n" "Retrieval/Sampling Mode\n" "Retrieval/Sampling mode\n" "LoLimit\n" "Lo EGU Limit\n" "HiLimit\n" "Hi EGU Limit\n" "Units\n" "EGU Units\n" "EGULimits\n" "!EGU limits and units for the item\n" "Interval\n" "Interval between values\n" "Description of the item\n" "LongTimeZone\n" "4Long name of timezone, such as Eastern Daylight Time\n" "Long TimeZone\n" "MaxPixels\n" "Max. Pixels available\n" "Time\n" "%Time where the annotation was written\n" "Annotation\n" "Username\n" "Annotation Author\n" "Password\n" "Value associated with raw point\n" "StoredTime\n" "$Time when the annotation was written\n" "Annotations\n" "Annotations on the item\n" "Quality\n" "ProcessValue\n" "&Value with time and quality properties\n" "tempcdo\n" "displaycdo\n" "Icom/intellution/wv/system/clientdataobject/impl/CompositeClientDataObject\n" "?com/intellution/wv/system/connections/impl/DefaultIOCycleObject\n" "\n" " \n" "!\n" "\"\n" "#\n" "$\n" "DataSource\n" "%\n" "&\n" "'\n" "(\n" ")\n" "*\n" "+\n" ",\n" "java/lang/Object\n" "Gcom/intellution/wv/system/clientdataobject/impl/DefaultClientDataObject\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_01\n" "{Format=3;StartTime=0;StopTime=0;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_02\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_03\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_04\n" "{Format=0;StartTime=1085382718000;StopTime=1085386318000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_05\n" "{Format=0;StartTime=1085382751000;StopTime=1085386351000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_06\n" "{Format=0;StartTime=1085382772000;StopTime=1085386372000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_08\n" "{Format=0;StartTime=1085382895000;StopTime=1085386495000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_09\n" "{Format=0;StartTime=1085382924000;StopTime=1085386524000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_11\n" "{Format=0;StartTime=1085382974000;StopTime=1085386574000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_14\n" "{Format=0;StartTime=1085383241000;StopTime=1085386841000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_15\n" "{Format=0;StartTime=1085383314000;StopTime=1085386914000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_20\n" "{Format=0;StartTime=1085383342000;StopTime=1085386942000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=10000;NumSamples=360;TimeZoneID=3;AdditionalOrder=1;}\n" "/ds://tuli/welsh/WELSH.Dole_C.VRC4_Process.TC_21\n" "{Format=0;StartTime=1085383371000;StopTime=1085386971000;MaxPoints=500;RetrieveMode=Interpolated;Component=2;Duration=3600000.0;Selection=Interval;Interval=1000;NumSamples=3600;TimeZoneID=3;AdditionalOrder=1;}\n" "-\n" ".\n" "CompositeClientDataObject0\n" "/\n" "0\n" "1\n" "C0\n" "2\n" "C1\n" "C2\n" "C3\n" "C4\n" "C5\n" "C6\n" "C7\n" "C8\n" "C9\n" "C10\n" "C11\n" "C12\n" "aux\n" "workers\n" "java/util/ArrayList\n" "ChartRecorder\n" "\"com/intellution/wv/display/BasePic\n" ":com/intellution/wv/system/connections/NamingErrorException\n" ">com/intellution/wv/system/connections/ConnectionErrorException\n" "displayInfo\n" "0Lcom/intellution/wv/apps/historical/DisplayInfo;\n" "setBuildNumber\n" "(I)V\n" "setAutoFitWidth\n" "(Z)V\n" "setAutoFitHeight\n" "setAutoFitWidthPrint\n" "setAutoFitHeightPrint\n" "setShowTitle\n" "setToolbarVisible\n" "setUseBackgroundImage\n" "(Ljava/lang/String;III)V\n" "setBackgroundColor\n" ")(Lcom/intellution/wv/colors/NamedColor;)V\n" "setBackgroundImageName\n" 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"4\n" "8\n" "<\n" "9\n" "D\n" ":\n" "J\n" ";\n" "R\n" "<\n" "Y\n" ">\n" "a\n" "?\n" "i\n" "@\n" "q\n" "A\n" "y\n" "B\n" "C\n" "D\n" "E\n" "F\n" "H\n" "J\n" "L\n" "N\n" "Q\n" "R\n" "S\n" "T\n" "U\n" "V\n" "X\n" "Y\n" "Z\n" "[\n" "\\\n" "]\n" "^\n" "_\n" "`\n" "$\n" "b\n" "*\n" "d\n" "3\n" "f\n" "6\n" "h\n" "=\n" "k\n" "F\n" "l\n" "N\n" "m\n" "V\n" "n\n" "\\\n" "o\n" "d\n" "p\n" "k\n" "r\n" "s\n" "s\n" "{\n" "t\n" "u\n" "v\n" "w\n" "x\n" "y\n" "z\n" "|\n" "~\n" "#\n" ")\n" "/\n" "6\n" "<\n" "E\n" "H\n" "O\n" "X\n" "`\n" "h\n" "n\n" "v\n" "}\n" "&\n" "-\n" "5\n" ";\n" "A\n" "H\n" "N\n" "S\n" "\\\n" "q\n" "}\n" "9\n" "Y\n" "w\n" "x\n" "N*-\n" "y-\n" "/\n" "zY\n" "{L*+\n" "|+\n" "p\n") matches = re.finditer(regex, test_str, re.MULTILINE) for matchNum, match in enumerate(matches, start=1): print ("Match {matchNum} was found at {start}-{end}: {match}".format(matchNum = matchNum, start = match.start(), end = match.end(), match = match.group())) for groupNum in range(0, len(match.groups())): groupNum = groupNum + 1 print ("Group {groupNum} found at {start}-{end}: {group}".format(groupNum = groupNum, start = match.start(groupNum), end = match.end(groupNum), group = match.group(groupNum))) # Note: for Python 2.7 compatibility, use ur"" to prefix the regex and u"" to prefix the test string and substitution.

Please keep in mind that these code samples are automatically generated and are not guaranteed to work. If you find any syntax errors, feel free to submit a bug report. For a full regex reference for Python, please visit: https://docs.python.org/3/library/re.html