{
 "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": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>num_points</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>author</th>\n",
       "      <th>created_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12224879</td>\n",
       "      <td>Interactive Dynamic Video</td>\n",
       "      <td>http://www.interactivedynamicvideo.com/</td>\n",
       "      <td>386</td>\n",
       "      <td>52</td>\n",
       "      <td>ne0phyte</td>\n",
       "      <td>8/4/2016 11:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11964716</td>\n",
       "      <td>Florida DJs May Face Felony for April Fools' W...</td>\n",
       "      <td>http://www.thewire.com/entertainment/2013/04/f...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>vezycash</td>\n",
       "      <td>6/23/2016 22:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11919867</td>\n",
       "      <td>Technology ventures: From Idea to Enterprise</td>\n",
       "      <td>https://www.amazon.com/Technology-Ventures-Ent...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>hswarna</td>\n",
       "      <td>6/17/2016 0:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10301696</td>\n",
       "      <td>Note by Note: The Making of Steinway L1037 (2007)</td>\n",
       "      <td>http://www.nytimes.com/2007/11/07/movies/07ste...</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>walterbell</td>\n",
       "      <td>9/30/2015 4:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10482257</td>\n",
       "      <td>Title II kills investment? Comcast and other I...</td>\n",
       "      <td>http://arstechnica.com/business/2015/10/comcas...</td>\n",
       "      <td>53</td>\n",
       "      <td>22</td>\n",
       "      <td>Deinos</td>\n",
       "      <td>10/31/2015 9:48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id                                              title  \\\n",
       "0  12224879                          Interactive Dynamic Video   \n",
       "1  11964716  Florida DJs May Face Felony for April Fools' W...   \n",
       "2  11919867       Technology ventures: From Idea to Enterprise   \n",
       "3  10301696  Note by Note: The Making of Steinway L1037 (2007)   \n",
       "4  10482257  Title II kills investment? Comcast and other I...   \n",
       "\n",
       "                                                 url  num_points  \\\n",
       "0            http://www.interactivedynamicvideo.com/         386   \n",
       "1  http://www.thewire.com/entertainment/2013/04/f...           2   \n",
       "2  https://www.amazon.com/Technology-Ventures-Ent...           3   \n",
       "3  http://www.nytimes.com/2007/11/07/movies/07ste...           8   \n",
       "4  http://arstechnica.com/business/2015/10/comcas...          53   \n",
       "\n",
       "   num_comments      author       created_at  \n",
       "0            52    ne0phyte   8/4/2016 11:52  \n",
       "1             1    vezycash  6/23/2016 22:20  \n",
       "2             1     hswarna   6/17/2016 0:01  \n",
       "3             2  walterbell   9/30/2015 4:12  \n",
       "4            22      Deinos  10/31/2015 9:48  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "hn = pd.read_csv('hacker_news.csv')\n",
    "hn.head()"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Python has a built in module for regular expressions, the <code>re</code> module. One of its useful function is <code>re.search()</code> 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": [
       "<re.Match object; span=(1, 4), match='and'>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "m = re.search(\"and\", \"hand\")\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function returns a [<code>Match</code>](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\")"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, these are simple operations that we could even perform with <strong>in</strong>. 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 <code>title</code> 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": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>num_points</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>author</th>\n",
       "      <th>created_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>10974870</td>\n",
       "      <td>From Python to Lua: Why We Switched</td>\n",
       "      <td>https://www.distelli.com/blog/using-lua-for-ou...</td>\n",
       "      <td>243</td>\n",
       "      <td>188</td>\n",
       "      <td>chase202</td>\n",
       "      <td>1/26/2016 18:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>11244541</td>\n",
       "      <td>Ubuntu 16.04 LTS to Ship Without Python 2</td>\n",
       "      <td>http://news.softpedia.com/news/ubuntu-16-04-lt...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>_snydly</td>\n",
       "      <td>3/8/2016 10:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>10963528</td>\n",
       "      <td>Create a GUI Application Using Qt and Python i...</td>\n",
       "      <td>http://digitalpeer.com/s/c63e</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>zoodle</td>\n",
       "      <td>1/24/2016 19:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>10716331</td>\n",
       "      <td>How I Solved GCHQ's Xmas Card with Python and ...</td>\n",
       "      <td>http://matthewearl.github.io/2015/12/10/gchq-x...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>kipi</td>\n",
       "      <td>12/11/2015 10:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>11895088</td>\n",
       "      <td>Unikernel Power Comes to Java, Node.js, Go, an...</td>\n",
       "      <td>http://www.infoworld.com/article/3082051/open-...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>syslandscape</td>\n",
       "      <td>6/13/2016 16:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19597</th>\n",
       "      <td>12061177</td>\n",
       "      <td>David Beazley  Python Concurrency from the Gro...</td>\n",
       "      <td>https://www.youtube.com/watch?v=MCs5OvhV9S4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>bakery2k</td>\n",
       "      <td>7/9/2016 13:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19852</th>\n",
       "      <td>10988468</td>\n",
       "      <td>Ask HN: How to automate Python apps deployment?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>aalhour</td>\n",
       "      <td>1/28/2016 14:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19862</th>\n",
       "      <td>11738470</td>\n",
       "      <td>Moving Away from Python 2</td>\n",
       "      <td>https://asmeurer.github.io/blog/posts/moving-a...</td>\n",
       "      <td>227</td>\n",
       "      <td>275</td>\n",
       "      <td>ngoldbaum</td>\n",
       "      <td>5/20/2016 15:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19980</th>\n",
       "      <td>12524656</td>\n",
       "      <td>Python vs. Julia Observations</td>\n",
       "      <td>https://medium.com/@Jernfrost/python-vs-julia-...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>blacksmythe</td>\n",
       "      <td>9/18/2016 9:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19998</th>\n",
       "      <td>11735438</td>\n",
       "      <td>Show HN: Decorating: Animated pulsed for your ...</td>\n",
       "      <td>https://github.com/ryukinix/decorating</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>lerax</td>\n",
       "      <td>5/20/2016 3:48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id                                              title  \\\n",
       "102    10974870                From Python to Lua: Why We Switched   \n",
       "103    11244541          Ubuntu 16.04 LTS to Ship Without Python 2   \n",
       "144    10963528  Create a GUI Application Using Qt and Python i...   \n",
       "196    10716331  How I Solved GCHQ's Xmas Card with Python and ...   \n",
       "436    11895088  Unikernel Power Comes to Java, Node.js, Go, an...   \n",
       "...         ...                                                ...   \n",
       "19597  12061177  David Beazley  Python Concurrency from the Gro...   \n",
       "19852  10988468    Ask HN: How to automate Python apps deployment?   \n",
       "19862  11738470                          Moving Away from Python 2   \n",
       "19980  12524656                      Python vs. Julia Observations   \n",
       "19998  11735438  Show HN: Decorating: Animated pulsed for your ...   \n",
       "\n",
       "                                                     url  num_points  \\\n",
       "102    https://www.distelli.com/blog/using-lua-for-ou...         243   \n",
       "103    http://news.softpedia.com/news/ubuntu-16-04-lt...           2   \n",
       "144                        http://digitalpeer.com/s/c63e          21   \n",
       "196    http://matthewearl.github.io/2015/12/10/gchq-x...           6   \n",
       "436    http://www.infoworld.com/article/3082051/open-...           3   \n",
       "...                                                  ...         ...   \n",
       "19597        https://www.youtube.com/watch?v=MCs5OvhV9S4           2   \n",
       "19852                                                NaN           4   \n",
       "19862  https://asmeurer.github.io/blog/posts/moving-a...         227   \n",
       "19980  https://medium.com/@Jernfrost/python-vs-julia-...           2   \n",
       "19998             https://github.com/ryukinix/decorating           3   \n",
       "\n",
       "       num_comments        author        created_at  \n",
       "102             188      chase202   1/26/2016 18:17  \n",
       "103               1       _snydly    3/8/2016 10:39  \n",
       "144               1        zoodle   1/24/2016 19:01  \n",
       "196               1          kipi  12/11/2015 10:38  \n",
       "436               1  syslandscape   6/13/2016 16:23  \n",
       "...             ...           ...               ...  \n",
       "19597             1      bakery2k    7/9/2016 13:05  \n",
       "19852            18       aalhour   1/28/2016 14:55  \n",
       "19862           275     ngoldbaum   5/20/2016 15:14  \n",
       "19980             1   blacksmythe    9/18/2016 9:54  \n",
       "19998             1         lerax    5/20/2016 3:48  \n",
       "\n",
       "[160 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to select rows containing python in title\n",
    "hn[hn['title'].str.contains('[Pp]ython')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for ruby in title\n",
    "ruby_titles = hn['title'].str.contains('[Rr]uby').sum()\n",
    "ruby_titles"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
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"
    },
    "image-3.png": {
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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to specify that a charcater repeats, we can use '{}'.\n",
    "![image.png](attachment:image.png)\n",
    "The name for this type of regular expression syntax is called a quantifier. Quantifiers specify how many of the previous character our pattern requires, which can help us when we want to match substrings of specific lengths.\n",
    "Different types of 'numeric quanitfiers'\n",
    "![image-2.png](attachment:image-2.png)\n",
    "\n",
    "![image-3.png](attachment:image-3.png)\n",
    "\n",
    "Suppose if we want to look for the titles which contain e-mail or email, we will need to use <code>?</code>, 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": {
     "image/png": 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"
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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some titles contain tag such as <code>[pdf],[video]</code>, 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 <code>[pdf]</code>, 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 <code>\\w</code>, 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 <code style=\"color:blue\">\\w+</code>.\n",
    "\n",
    "Also, these will only match tags without speacial characters. To match other tags we can use <code>.+</code> \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, <code>\\n</code>, 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": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>[German]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>[Beta]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19763</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19867</th>\n",
       "      <td>[video]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19947</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19979</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20089</th>\n",
       "      <td>[pdf]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>444 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              0\n",
       "66        [pdf]\n",
       "100    [German]\n",
       "159       [pdf]\n",
       "162       [pdf]\n",
       "195      [Beta]\n",
       "...         ...\n",
       "19763     [pdf]\n",
       "19867   [video]\n",
       "19947     [pdf]\n",
       "19979     [pdf]\n",
       "20089     [pdf]\n",
       "\n",
       "[444 rows x 1 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pattern = r\"(\\[\\w+\\])\"\n",
    "tag_titles_text = titles.str.extract(pattern)\n",
    "\n",
    "# the column '0' is the default column name\n",
    "# we can apply the parenthesis just around \\w+, to get only the text\n",
    "tag_titles_text.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tag_titles_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# using expand = False, we get a Series\n",
    "tag_titles_text = titles.str.extract(pattern, expand = False)\n",
    "type(tag_titles_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pdf            276\n",
       "video          111\n",
       "2015             3\n",
       "audio            3\n",
       "2014             2\n",
       "slides           2\n",
       "beta             2\n",
       "NSFW             1\n",
       "German           1\n",
       "Challenge        1\n",
       "comic            1\n",
       "1996             1\n",
       "ask              1\n",
       "png              1\n",
       "song             1\n",
       "transcript       1\n",
       "much             1\n",
       "Benchmark        1\n",
       "Petition         1\n",
       "USA              1\n",
       "Infograph        1\n",
       "Skinnywhale      1\n",
       "coffee           1\n",
       "SpaceX           1\n",
       "viz              1\n",
       "ANNOUNCE         1\n",
       "2008             1\n",
       "Map              1\n",
       "Excerpt          1\n",
       "GOST             1\n",
       "React            1\n",
       "Beta             1\n",
       "Python           1\n",
       "satire           1\n",
       "crash            1\n",
       "updated          1\n",
       "HBR              1\n",
       "Live             1\n",
       "detainee         1\n",
       "gif              1\n",
       "JavaScript       1\n",
       "map              1\n",
       "survey           1\n",
       "blank            1\n",
       "Videos           1\n",
       "SPA              1\n",
       "videos           1\n",
       "CSS              1\n",
       "repost           1\n",
       "Ubuntu           1\n",
       "5                1\n",
       "Australian       1\n",
       "Name: title, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pattern = r\"\\[(\\w+)\\]\"\n",
    "tag_titles_freq = titles.str.extract(pattern, expand = False).value_counts()\n",
    "tag_titles_freq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While using regular expressions, we can come across some bad instances that have been included due to our pattern. Since we need to exclude them, we mostly iterate to find those.\n",
    "\n",
    "We will create a function that returns our first ten matches, for us to exclude unwanted instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def first_10_matches(pattern):\n",
    "    all_matches = titles[titles.str.contains(pattern)]\n",
    "    first_10 = all_matches.head(10)\n",
    "    return first_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "267      Show HN: Hire JavaScript - Top JavaScript Talent\n",
       "436     Unikernel Power Comes to Java, Node.js, Go, an...\n",
       "580     Python integration for the Duktape Javascript ...\n",
       "811     Ask HN: Are there any projects or compilers wh...\n",
       "1023                         Pippo  Web framework in Java\n",
       "1046    If you write JavaScript tools or libraries, bu...\n",
       "1093    Rollup.js: A next-generation JavaScript module...\n",
       "1162                 V8 JavaScript Engine: V8 Release 5.4\n",
       "1195                   Proposed JavaScript Standard Style\n",
       "1314           Show HN: Design by Contract for JavaScript\n",
       "Name: title, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# similar to python_titles\n",
    "first_10_matches(r\"[Jj]ava\")"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that there are a number of matches that contain Java as part of the word JavaScript. We want to exclude these titles from matching so we get an accurate count. One way to do this is by using negative character classes. Negative character classes are character classes that match every character except a character class.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "436     Unikernel Power Comes to Java, Node.js, Go, an...\n",
       "811     Ask HN: Are there any projects or compilers wh...\n",
       "1840                    Adopting RxJava on the Airbnb App\n",
       "1972          Node.js vs. Java: Which Is Faster for APIs?\n",
       "2093                    Java EE and Microservices in 2016\n",
       "Name: title, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pattern is defined in accordance with the table above. We exclude any occurence of 's' in our title\n",
    "pattern = r\"[Jj]ava[^Ss]\"\n",
    "java_titles = titles[titles.str.contains(pattern)]\n",
    "java_titles.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While the negative set was effective in removing any bad matches that mention JavaScript, it also had the side-effect of removing any titles where Java occurs at the end of the string.\n",
    "This is because the negative set [^Ss] must match one character. Instances at the end of a string aren't followed by any characters, so there is no match.\n",
    "\n",
    "A different approach to take in cases like these is to use the word boundary anchor, specified using the syntax \\b. A word boundary matches the position between a word character and a non-word character, or a word character and the start/end of a string.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "# note that if we have a full stop at the end of the title, we will have get a Match object. The example below does\n",
    "# not have full stop.\n",
    "print(re.search(pattern,'Sometimes people confuse JavaScript with Java'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The regular expression returns None, because there is no substring that contains Java followed by a character that isn't S."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<re.Match object; span=(25, 29), match='Java'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['Java', 'Java']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(re.search(r'[Jj]ava','Sometimes people confuse JavaScript with Java'))\n",
    "re.findall(r'[Jj]ava','Sometimes people confuse JavaScript with Java')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<re.Match object; span=(18, 22), match='Java'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['Java', 'Java']"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pattern_2 = r\"\\bJava\\b\"\n",
    "\n",
    "# check the span in th output object\n",
    "print(re.search(pattern_2, \"Sometimes people  Java confuse JavaScript with Java\"))\n",
    "re.findall(pattern_2,'Sometimes people  Java confuse JavaScript with Java')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Java', 'Java', 'Java']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall(r'[Jj]ava','Sometimes people  Java confuse JavaScript with Java')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "436      Unikernel Power Comes to Java, Node.js, Go, an...\n",
       "811      Ask HN: Are there any projects or compilers wh...\n",
       "1023                          Pippo  Web framework in Java\n",
       "1972           Node.js vs. Java: Which Is Faster for APIs?\n",
       "2093                     Java EE and Microservices in 2016\n",
       "2367     Code that is valid in both PHP and Java, and p...\n",
       "2493     Ask HN: I've been a java dev for a couple of y...\n",
       "2751                 Eventsourcing for Java 0.4.0 released\n",
       "3228                               Comparing Rust and Java\n",
       "3452     What are the Differences Between Java Platform...\n",
       "3627                     Friends don't let friends do Java\n",
       "4273      Ask HN: Is Bloch's Effective Java Still Current?\n",
       "4624     Oracle Discloses Critical Java Vulnerability i...\n",
       "5461                        Lambdas (in Java 8) Screencast\n",
       "5847     IntelliJ IDEA and the whole IntelliJ platform ...\n",
       "6268             Oracle deprecating Java applets in Java 9\n",
       "7436     Forget Guava: 5 Google Libraries Java Develope...\n",
       "7481     Ask HN: Beside Java what languages have a stro...\n",
       "7686             Insider: Oracle has lost interest in Java\n",
       "8100        Advantages of Functional Programming in Java 8\n",
       "8447                  Show HN: Java multicore intelligence\n",
       "8487     Why IntelliJ IDEA is hailed as the most friend...\n",
       "8984     Ask HN: Should Learn/switch to JavaScript Prog...\n",
       "8987     Last-khajiit/vkb: Java bot for vk.com competit...\n",
       "10529             Angular 2 coming to Java, Python and PHP\n",
       "11454    Ask HN: Java or .NET for a new big enterprise ...\n",
       "11902                         The Java Deserialization Bug\n",
       "12382          Ask HN: Why does Java continue to dominate?\n",
       "12582    Java Memory Model Examples: Good, Bad and Ugly...\n",
       "12711    Oracle seeks $9.3B for Googles use of Java in ...\n",
       "12730                              Show HN: Shazam in Java\n",
       "13048        A high performance caching library for Java 8\n",
       "13105    Show HN: Backblaze-b2 is a simple java library...\n",
       "13150             Java Tops TIOBE's Popular-Languages List\n",
       "13170    Show HN: Tablesaw: A Java data-frame for 500M-...\n",
       "13272      Java StringBuffer and StringBuilder performance\n",
       "13620    1M Java questions have now been asked on Stack...\n",
       "13839        Ask HN: Hosting a Java Spring web application\n",
       "13843                                 Var and val in Java?\n",
       "13844               Answerz.com  Java and J2ee Programming\n",
       "13930     Java 8s new Optional type doesn't solve anything\n",
       "13934    Java 6 vs. Java 7 vs. Java 8 between 2013  201...\n",
       "14393              JavaScript is immature compared to Java\n",
       "14847    Show HN: TurboRLE: Bringing Turbo Run Length E...\n",
       "15257                       Oracle and the fall of Java EE\n",
       "15868                 Java generics never cease to impress\n",
       "16023    Will you use ReactJS with a REST service inste...\n",
       "16932       Swift versus Java: the bitset performance test\n",
       "16948          Show HN: Bt  0-hassle BitTorrent for Java 8\n",
       "17458                            Super Mario clone in Java\n",
       "17579                Java Lazy Streamed Zip Implementation\n",
       "18407    Show HN: Scala idioms in Java: cases, patterns...\n",
       "19481    Show HN: Adding List Comprehension in Java - E...\n",
       "19735          Java Named Top Programming Language of 2015\n",
       "Name: title, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pattern = r'\\b[Jj]ava\\b'\n",
    "java_titles = titles[titles.str.contains(pattern)]\n",
    "java_titles"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have had some glimpse of word boundary anchor, now we will check out <strong>beginning anchor</strong>     and <strong>end anchor</strong>\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Note that the ^ character is used both as a beginning anchor and to indicate a negative set, depending on whether the character preceding it is a <code>[</code> 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 <code>[Jj]</code> 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 <code>re.IGNORECASE</code> flag, which for convenience can be used as <code>re.I</code>.\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": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
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