08_Extracting_Usernames 1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fb975f32-e66a-40bc-ba3b-dd50533b8d15",
   "metadata": {},
   "source": [
    "### Extracting Usernames - Extract the usernames from the email addresses present in the text\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1ab3d93-cf62-4c27-8fc7-b90bc63a4302",
   "metadata": {},
   "source": [
    "#### 1. Using Regular Expressions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0ab53609-4fae-46da-96ba-1953c8adc9a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a1028763-81ab-4cf1-a43d-aa444dd3a59d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_usernames(text):\n",
    "    # Define a regular expression pattern for extracting email usernames\n",
    "    pattern = re.compile(r'(\\S+)@')\n",
    "\n",
    "    # Use the findall method to extract all matches\n",
    "    usernames = pattern.findall(text)\n",
    "\n",
    "    return usernames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7da2fe88-e845-49c7-a9a4-3fd67862ebf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example usage:\n",
    "text_with_emails = \"Here are some email addresses: user1@example.com, user2@example.com, user3@example.com\"\n",
    "result = extract_usernames(text_with_emails)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f1aaacdf-8607-4703-8550-cbfe7272718d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracted Usernames: ['user1', 'user2', 'user3']\n"
     ]
    }
   ],
   "source": [
    "print(\"Extracted Usernames:\", result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2759a23f-395d-4be5-a9ea-93e48fdbfb28",
   "metadata": {},
   "source": [
    "#### 2. Using spaCy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4ffec95a-2caa-40fd-947c-786db518a4ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.7.1/en_core_web_md-3.7.1-py3-none-any.whl (42.8 MB)\n",
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      "Requirement already satisfied: colorama in c:\\users\\dell\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.4.6)\n",
      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\dell\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<0.10.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (8.1.7)\n",
      "Requirement already satisfied: cloudpathlib<0.17.0,>=0.7.0 in c:\\users\\dell\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from weasel<0.4.0,>=0.1.0->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (0.16.0)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\dell\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from jinja2->spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (2.1.5)\n",
      "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
      "You can now load the package via spacy.load('en_core_web_md')\n",
      "Extracted Usernames (spaCy): ['user1', 'user2', 'user3']\n"
     ]
    }
   ],
   "source": [
    "import spacy\n",
    "!python -m spacy download en_core_web_md\n",
    "nlp = spacy.load('en_core_web_sm')\n",
    "\n",
    "def extract_usernames_spacy(text):\n",
    "    doc = nlp(text)\n",
    "    usernames = [token.text.split('@')[0] for token in doc if '@' in token.text]\n",
    "\n",
    "    return usernames\n",
    "\n",
    "# Example usage:\n",
    "text_with_emails = \"Here are some email addresses: user1@example.com, user2@example.com, user3@example.com\"\n",
    "result_spacy = extract_usernames_spacy(text_with_emails)\n",
    "\n",
    "print(\"Extracted Usernames (spaCy):\", result_spacy)"
   ]
  }
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