{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regular Expressions\n", "\n", "Regular expressions are a powerful way of building patterns to match text. \n", "- Using regular expressions, complex operations with string data can be written a lot quicker, which will save you time.\n", "- Regular expressions are often faster to execute than their manual equivalents.\n", "- Regular expressions are supported in almost every modern programming language, as well as other places like command line utilities and databases. Understanding regular expressions gives us a powerful tool that you can use wherever you work with data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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re
module. One of its useful function is re.search()
function which takes in two arguments :\n",
"- the regex pattern\n",
"- the string in which we want that pattern\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Match
](https://docs.python.org/3/library/re.html#match-objects) object when there is a match and returns None when the pattern is not matched. Also, boolean value of a match object is True while None is False."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Match\n",
"No Match\n",
"No Match\n"
]
}
],
"source": [
"string_list = [\"Julie's favorite color is Blue.\",\n",
" \"Keli's favorite color is Green.\",\n",
" \"Craig's favorite colors are blue and red.\"]\n",
"\n",
"pattern = \"Blue\"\n",
"\n",
"for s in string_list:\n",
" if re.search(pattern, s):\n",
" print(\"Match\")\n",
" else:\n",
" print(\"No Match\")"
]
},
{
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"
},
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, these are simple operations that we could even perform with in. The usefulness of regular expressions comes in when we use charcater sequences. he first of these we'll learn is called a set. A set allows us to specify two or more characters that can match in a single character's position.\n",
"\n",
"![image.png](attachment:image.png)\n",
"\n",
"![image-2.png](attachment:image-2.png)\n",
"\n",
"Now using the same list in the cell above, we can test by setting the pattern to a set."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Match\n",
"No Match\n",
"Match\n"
]
}
],
"source": [
"pattern = '[bB]lue'\n",
"for s in string_list:\n",
" if re.search(pattern, s):\n",
" print(\"Match\")\n",
" else:\n",
" print(\"No Match\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we are going to check how many times is python present in the title
column in our dataset."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"160"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pattern = '[Pp]ython'\n",
"python_titles = []\n",
"for i in hn['title']:\n",
" if re.search(pattern,i):\n",
" python_titles.append(i)\n",
"len(python_titles)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since we are using pandas, we should try to use more vectorised operations. We will use [Series.str.contains() method](http://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.contains.html) to check whether a Series of strings match a particular regex pattern. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 True\n",
"1 False\n",
"2 True\n",
"dtype: bool"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# boolean values are returned\n",
"pd.Series(string_list).str.contains('[Bb]lue')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use the Series.sum() method to sum all the values in the boolean mask, with each True value counting as 1, and each False as 0. This means that we can easily count the number of values in the original series that matched our pattern."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pattern_bool = pd.Series(string_list).str.contains('[Bb]lue')\n",
"pattern_bool.sum()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"160"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# for python in title\n",
"python_titles = hn['title'].str.contains('[Pp]ython').sum()\n",
"python_titles"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n", " | id | \n", "title | \n", "url | \n", "num_points | \n", "num_comments | \n", "author | \n", "created_at | \n", "
---|---|---|---|---|---|---|---|
102 | \n", "10974870 | \n", "From Python to Lua: Why We Switched | \n", "https://www.distelli.com/blog/using-lua-for-ou... | \n", "243 | \n", "188 | \n", "chase202 | \n", "1/26/2016 18:17 | \n", "
103 | \n", "11244541 | \n", "Ubuntu 16.04 LTS to Ship Without Python 2 | \n", "http://news.softpedia.com/news/ubuntu-16-04-lt... | \n", "2 | \n", "1 | \n", "_snydly | \n", "3/8/2016 10:39 | \n", "
144 | \n", "10963528 | \n", "Create a GUI Application Using Qt and Python i... | \n", "http://digitalpeer.com/s/c63e | \n", "21 | \n", "1 | \n", "zoodle | \n", "1/24/2016 19:01 | \n", "
196 | \n", "10716331 | \n", "How I Solved GCHQ's Xmas Card with Python and ... | \n", "http://matthewearl.github.io/2015/12/10/gchq-x... | \n", "6 | \n", "1 | \n", "kipi | \n", "12/11/2015 10:38 | \n", "
436 | \n", "11895088 | \n", "Unikernel Power Comes to Java, Node.js, Go, an... | \n", "http://www.infoworld.com/article/3082051/open-... | \n", "3 | \n", "1 | \n", "syslandscape | \n", "6/13/2016 16:23 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
19597 | \n", "12061177 | \n", "David Beazley Python Concurrency from the Gro... | \n", "https://www.youtube.com/watch?v=MCs5OvhV9S4 | \n", "2 | \n", "1 | \n", "bakery2k | \n", "7/9/2016 13:05 | \n", "
19852 | \n", "10988468 | \n", "Ask HN: How to automate Python apps deployment? | \n", "NaN | \n", "4 | \n", "18 | \n", "aalhour | \n", "1/28/2016 14:55 | \n", "
19862 | \n", "11738470 | \n", "Moving Away from Python 2 | \n", "https://asmeurer.github.io/blog/posts/moving-a... | \n", "227 | \n", "275 | \n", "ngoldbaum | \n", "5/20/2016 15:14 | \n", "
19980 | \n", "12524656 | \n", "Python vs. Julia Observations | \n", "https://medium.com/@Jernfrost/python-vs-julia-... | \n", "2 | \n", "1 | \n", "blacksmythe | \n", "9/18/2016 9:54 | \n", "
19998 | \n", "11735438 | \n", "Show HN: Decorating: Animated pulsed for your ... | \n", "https://github.com/ryukinix/decorating | \n", "3 | \n", "1 | \n", "lerax | \n", "5/20/2016 3:48 | \n", "
160 rows × 7 columns
\n", "?
, the optional quantifier, to include '-' as an option in our pattern."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"119 Show HN: Send an email from your shell to your...\n",
"313 Disposable emails for safe spam free shopping\n",
"1361 Ask HN: Doing cold emails? helps us prove this...\n",
"1750 Protect yourself from spam, bots and phishing ...\n",
"2421 Ashley Madison hack treating email\n",
" ... \n",
"18098 House panel looking into Reddit post about Cli...\n",
"18583 Mailgen Generates clean, responsive HTML for ...\n",
"18847 Show HN: Crisp iOS keyboard for email and text...\n",
"19303 Ask HN: Why big email providers don't sign the...\n",
"19446 Tell HN: Secure email provider Riseup will run...\n",
"Name: title, Length: 86, dtype: object"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pattern = 'e-?mail'\n",
"email_bool = hn['title'].str.contains(pattern)\n",
"email_count = email_bool.sum()\n",
"email_titles = hn['title'][email_bool]\n",
"email_titles"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"titles = hn['title']"
]
},
{
"attachments": {
"image-2.png": {
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"
},
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"
},
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Some titles contain tag such as [pdf],[video]
, for example:\n",
"\n",
"[video] Google Self-Driving SUV Sideswipes Bus\n",
"New Directions in Cryptography by Diffie and Hellman (1976) [pdf]\n",
"Wallace and Gromit The Great Train Chase (1993) [video]\n",
"\n",
"So our next task is to filter out the titles which contain the tags. Since our expressions are enclosed in squared brackets, on entering [pdf]
, the function would search for 'pdf' rather than '[pdf]'. To escape both the open and closed brackets we can add a backslash '\\' before each one of them.\n",
"![image.png](attachment:image.png)\n",
"\n",
"One more challenge we have to solve is to make the pattern recognise unknown characters, like pdf or video. We will use character classes.\n",
"\n",
"![image-2.png](attachment:image-2.png)\n",
"\n",
"Two points to observe:\n",
"- Ranges can be used for letters as well as numbers.\n",
"- Sets and ranges can be combined.\n",
"\n",
"These are some common character classes that we will be using.\n",
"![image-3.png](attachment:image-3.png)\n",
"\n",
"The one that we'll be using to match characters in tags is \\w
, which represents any number or letter. Each character class represents a single character, so to match multiple characters (e.g. words like video and pdf), we'll need to combine them with quantifiers.\n",
"\n",
"In order to match word characters between our brackets, we can combine the word character class (\\w) with the 'one or more' quantifier (+), giving us a combined pattern of \\w+
.\n",
"\n",
"Also, these will only match tags without speacial characters. To match other tags we can use .+
\n",
"\n",
"CELL RECAP:\n",
"\n",
"- We can use a backslash to escape characters that have special meaning in regular expressions (e.g. \\[ will match an open bracket character).\n",
"\n",
"- Character classes let us match certain groups of characters (e.g. \\w will match any word character).\n",
"- Character classes can be combined with quantifiers when we want to match different numbers of characters."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"444"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pattern = '\\[\\w+\\]'\n",
"tag_titles = titles.str.contains(pattern)\n",
"tag_titles.sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Backslashes are used to escape many other characters in regular expressions, as well as to denote some special character sequences (like character classes).\n",
"Generally in Python, backslashes are used for escape sequences. Escape sequence is a sequence of characters that does not represent itself when used inside a character or string literal, but is translated into another character or a sequence of characters that may be difficult or impossible to represent directly. For exmaple, \\n
, is used to represent a new line. Now, while using regular expressions there can be some conflict. We have two methods to solve this:\n",
"\n",
"\n",
"1. add an extra backslash"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"hello\b world\n",
"hello\\b world\n"
]
}
],
"source": [
"print('hello\\b world')\n",
"\n",
"# this will not activate the escape sequence\n",
"print('hello\\\\b world')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2. use [raw strings](https://docs.python.org/3/reference/lexical_analysis.html#string-and-bytes-literals), which we denote by prefixing our string with the r character. "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"hello\\b world\n"
]
}
],
"source": [
"print(r'hello\\b world')"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Until now, we have only determined whether a particular string contains our pattern or not usinn Boolean datatype. Next, we will use [Series.str.extract() method](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.extract.html) to extract the actual data we were finding. In order to do this, we'll need to use capture groups. Capture groups allow us to specify one or more groups within our match that we can access separately. For now, we will only create a single capture group for our regular expression. We specify capture groups using parentheses. \n",
"\n",
"For context:\n",
"\n",
"![image.png](attachment:image.png)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n", " | 0 | \n", "
---|---|
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100 | \n", "[German] | \n", "
159 | \n", "[pdf] | \n", "
162 | \n", "[pdf] | \n", "
195 | \n", "[Beta] | \n", "
... | \n", "... | \n", "
19763 | \n", "[pdf] | \n", "
19867 | \n", "[video] | \n", "
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\n", "[
or not."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 True\n",
"1 False\n",
"2 False\n",
"dtype: bool"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_cases = pd.Series([\n",
" \"Red Nose Day is a well-known fundraising event\",\n",
" \"My favorite color is Red\",\n",
" \"My Red Car was purchased three years ago\"\n",
"])\n",
"test_cases.str.contains(r\"^[Rr]ed\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/saumyamundra/opt/anaconda3/lib/python3.8/site-packages/pandas/core/strings.py:2001: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
" return func(self, *args, **kwargs)\n"
]
},
{
"data": {
"text/plain": [
"15"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# using these anchors to determine tags at the start and the end\n",
"titles.str.contains(r'^(\\[\\w+\\])').sum()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"417"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titles.str.contains(r'(\\[\\w+\\])$').sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Until now we have using [Jj]
to check for capitalisation. This works well for when we only have to check for a single character"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"email_tests = pd.Series(['email', 'Email', 'e Mail', 'e mail', 'E-mail',\n",
" 'e-mail', 'eMail', 'E-Mail', 'EMAIL', 'emails', 'Emails',\n",
" 'E-Mails'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use flags to specify that our regular expression should ignore case. Both re.search() and the pandas regular expression methods accept an optional flags argument. This argument accepts one or more flags, which are special variables in the re module that modify the behavior of the regex interpreter.\n",
"\n",
"The most common and useful one is the re.IGNORECASE
flag, which for convenience can be used as re.I
.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 True\n",
"1 False\n",
"2 False\n",
"3 False\n",
"4 False\n",
"5 False\n",
"6 False\n",
"7 False\n",
"8 False\n",
"9 True\n",
"10 False\n",
"11 False\n",
"dtype: bool"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"email_tests.str.contains(r'email')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 True\n",
"1 True\n",
"2 False\n",
"3 False\n",
"4 False\n",
"5 False\n",
"6 True\n",
"7 False\n",
"8 True\n",
"9 True\n",
"10 True\n",
"11 False\n",
"dtype: bool"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"email_tests.str.contains(r'email', flags = re.I)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"119 Show HN: Send an email from your shell to your...\n",
"161 Computer Specialist Who Deleted Clinton Emails...\n",
"174 Email Apps Suck\n",
"261 Emails Show Unqualified Clinton Foundation Don...\n",
"313 Disposable emails for safe spam free shopping\n",
" ... \n",
"18847 Show HN: Crisp iOS keyboard for email and text...\n",
"19303 Ask HN: Why big email providers don't sign the...\n",
"19395 I used HTML Email when applying for jobs, here...\n",
"19446 Tell HN: Secure email provider Riseup will run...\n",
"19905 Gmail Will Soon Warn Users When Emails Arrive ...\n",
"Name: title, Length: 136, dtype: object"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def email_count(val):\n",
" return len(re.findall(r'email',val, flags = re.I))\n",
" \n",
"email_titles = titles[titles.str.contains(r'email', flags = re.I)]\n",
"email_titles"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"146"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count = email_titles.apply(email_count)\n",
"count.sum()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"136"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titles.str.contains(r'email', flags = re.I).sum()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"141"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titles.str.contains(r\"\\be[\\-\\s]?mails?\\b\", flags = re.I).sum()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"file_extension": ".py",
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