How to Extract Double Values from Strings Using Regular Expressions?

Mary-Kate Olsen
Release: 2024-10-21 13:00:30
Original
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How to Extract Double Values from Strings Using Regular Expressions?

Extracting Double Values from Strings Using Regex

Problem: How can you isolate a double value from a string using a regular expression?

Consider the following code snippet:

<code class="python">import re

pattr = re.compile(???)    
x = pattr.match("4.5")</code>
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Solution:

To extract a double value from a string using a regular expression, you can use the following regular expression:

(?x)
   ^
      [+-]?\ *      # Optional sign and space
      (             # Integers or f.p. mantissas:
          \d+       # Integers of the form a...
          (
              \.\d* # Mantissa of the form a.b or a.
          )?        # ? takes care of integers of the form a
         |\.\d+     # Mantissa of the form .b
      )
      ([eE][+-]?\d+)?  # Optionally match an exponent
   $
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This regular expression matches strings that start with an optional sign and space, followed by an integer or floating-point mantissa, and an optional exponent.

Here's an example:

<code class="python">import re

re_float = re.compile("""(?x)
   ^
      [+-]?\ *      # Optional sign and space
      (             # Integers or f.p. mantissas:
          \d+       # Integers of the form a...
          (
              \.\d* # Mantissa of the form a.b or a.
          )?        # ? takes care of integers of the form a
         |\.\d+     # Mantissa of the form .b
      )
      ([eE][+-]?\d+)?  # Optionally match an exponent
   $""")

m = re_float.match("4.5")
print(m.group(0))
# -> 4.5</code>
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Extracting Multiple Numbers from a String:

If you need to extract multiple numbers from a larger string, you can use the findall() function:

<code class="python">s = """4.5 abc -4.5 abc - 4.5 abc + .1e10 abc . abc 1.01e-2 abc
       1.01e-.2 abc 123 abc .123"""
print(re.findall(r"[+-]? *(?:\d+(?:\.\d*)?|\.\d+)(?:[eE][+-]?\d+)?", s))
# -> ['4.5', '-4.5', '- 4.5', '+ .1e10', ' 1.01e-2',
#     '       1.01', '-.2', ' 123', ' .123']</code>
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This regular expression will match any number that consists of an optional sign, space, a combination of integer and optional fractional part, and an optional exponent notation.

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