├── README.md └── Regular_Expression.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Natural-Language-Processing -------------------------------------------------------------------------------- /Regular_Expression.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "provenance": [], 7 | "authorship_tag": "ABX9TyPQ/yYEX6PFm+XSdRE/WxEV", 8 | "include_colab_link": true 9 | }, 10 | "kernelspec": { 11 | "name": "python3", 12 | "display_name": "Python 3" 13 | }, 14 | "language_info": { 15 | "name": "python" 16 | } 17 | }, 18 | "cells": [ 19 | { 20 | "cell_type": "markdown", 21 | "metadata": { 22 | "id": "view-in-github", 23 | "colab_type": "text" 24 | }, 25 | "source": [ 26 | "\"Open" 27 | ] 28 | }, 29 | { 30 | "cell_type": "code", 31 | "execution_count": 1, 32 | "metadata": { 33 | "id": "oBv2leIKFLpu" 34 | }, 35 | "outputs": [], 36 | "source": [ 37 | "import re" 38 | ] 39 | }, 40 | { 41 | "cell_type": "code", 42 | "source": [ 43 | "re.match('abc','abcdef')" 44 | ], 45 | "metadata": { 46 | "colab": { 47 | "base_uri": "https://localhost:8080/" 48 | }, 49 | "id": "_LSP23UyUGy4", 50 | "outputId": "d9c27f7e-857c-4ed2-f0a5-600f65906839" 51 | }, 52 | "execution_count": 22, 53 | "outputs": [ 54 | { 55 | "output_type": "execute_result", 56 | "data": { 57 | "text/plain": [ 58 | "" 59 | ] 60 | }, 61 | "metadata": {}, 62 | "execution_count": 22 63 | } 64 | ] 65 | }, 66 | { 67 | "cell_type": "code", 68 | "source": [ 69 | "word_regex = '\\w+'\n", 70 | "re.match(word_regex,'hi there!')" 71 | ], 72 | "metadata": { 73 | "colab": { 74 | "base_uri": "https://localhost:8080/" 75 | }, 76 | "id": "Ewoy3f3LUOyt", 77 | "outputId": "3705a18b-3e82-463f-c498-acde4e60a98d" 78 | }, 79 | "execution_count": 23, 80 | "outputs": [ 81 | { 82 | "output_type": "execute_result", 83 | "data": { 84 | "text/plain": [ 85 | "" 86 | ] 87 | }, 88 | "metadata": {}, 89 | "execution_count": 23 90 | } 91 | ] 92 | }, 93 | { 94 | "cell_type": "code", 95 | "source": [ 96 | "my_string = \"Let's write RegEx!\"\n", 97 | "PATTERN = r\"\\w+\"\n", 98 | "re.findall(PATTERN, my_string)" 99 | ], 100 | "metadata": { 101 | "colab": { 102 | "base_uri": "https://localhost:8080/" 103 | }, 104 | "id": "SZcSZ5luFhEe", 105 | "outputId": "c83cc7f7-cfff-4597-faab-70bc2cda5074" 106 | }, 107 | "execution_count": 12, 108 | "outputs": [ 109 | { 110 | "output_type": "execute_result", 111 | "data": { 112 | "text/plain": [ 113 | "['Let', 's', 'write', 'RegEx']" 114 | ] 115 | }, 116 | "metadata": {}, 117 | "execution_count": 12 118 | } 119 | ] 120 | }, 121 | { 122 | "cell_type": "markdown", 123 | "source": [ 124 | "![Screenshot from 2023-07-22 15-16-42.png](data:image/png;base64,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)" 125 | ], 126 | "metadata": { 127 | "id": "QsbCfMgxGHVM" 128 | } 129 | }, 130 | { 131 | "cell_type": "code", 132 | "source": [ 133 | "# Write a pattern to match sentence endings: sentence_endings\n", 134 | "sentence_endings = r\"[.?!]\"\n", 135 | "\n", 136 | "# Split my_string on sentence endings and print the result\n", 137 | "print(re.split(sentence_endings, my_string))\n", 138 | "\n", 139 | "# Find all capitalized words in my_string and print the result\n", 140 | "capitalized_words = r\"[A-Z]\\w+\"\n", 141 | "print(re.findall(capitalized_words, my_string))\n", 142 | "\n", 143 | "# Split my_string on spaces and print the result\n", 144 | "spaces = r\"\\s+\"\n", 145 | "print(re.split(spaces, my_string))\n", 146 | "\n", 147 | "# Find all digits in my_string and print the result\n", 148 | "digits = r\"\\d+\"\n", 149 | "print(re.findall(digits, my_string))\n" 150 | ], 151 | "metadata": { 152 | "colab": { 153 | "base_uri": "https://localhost:8080/" 154 | }, 155 | "id": "4djMD825Gvf7", 156 | "outputId": "c0a8732a-ed62-4d11-d16e-f3179834108c" 157 | }, 158 | "execution_count": 13, 159 | "outputs": [ 160 | { 161 | "output_type": "stream", 162 | "name": "stdout", 163 | "text": [ 164 | "[\"Let's write RegEx\", '']\n", 165 | "['Let', 'RegEx']\n", 166 | "[\"Let's\", 'write', 'RegEx!']\n", 167 | "[]\n" 168 | ] 169 | } 170 | ] 171 | } 172 | ] 173 | } --------------------------------------------------------------------------------