Bag_of_Words_(BoW).ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#**Bag of Words (BoW)**"
      ],
      "metadata": {
        "id": "0ZJoq49p6Phl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "tex1 = \"Welcome to great experience Learning , Now start learning\"\n",
        "\n",
        "text2 =\"Learning is a good practice\""
      ],
      "metadata": {
        "id": "3lpXl9VT6dbI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Step 1: Go through all the words in the above text and make a list of all of the words in our model vocabulary."
      ],
      "metadata": {
        "id": "6_xi_d2t7Iaa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "ng1wz_oHJFbD"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The scoring method we use here is to count the presence of each word and mark 0 for absence. This scoring method is used more generally."
      ],
      "metadata": {
        "id": "S28oQko_6-fA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def vectorize(tokens):\n",
        "    ''' This function takes list of words in a sentence as input \n",
        "    and returns a vector of size of filtered_vocab.It puts 0 if the \n",
        "    word is not present in tokens and count of token if present.'''\n",
        "    vector=[]\n",
        "    for w in filtered_vocab:\n",
        "        vector.append(tokens.count(w))\n",
        "    return vector\n",
        "def unique(sequence):\n",
        "    '''This functions returns a list in which the order remains \n",
        "    same and no item repeats.Using the set() function does not \n",
        "    preserve the original ordering,so i didnt use that instead'''\n",
        "    seen = set()\n",
        "    return [x for x in sequence if not (x in seen or seen.add(x))]\n",
        "#create a list of stopwords.You can import stopwords from nltk too\n",
        "stopwords=[\"to\",\"is\",\"a\"]\n",
        "#list of special characters.You can use regular expressions too\n",
        "special_char=[\",\",\":\",\" \",\";\",\".\",\"?\"]\n",
        "#Write the sentences in the corpus,in our case, just two \n",
        "string1=\"Welcome to great experience Learning , Now start learning\"\n",
        "string2=\"Learning is a good practice\"\n",
        "#convert them to lower case\n",
        "string1=string1.lower()\n",
        "string2=string2.lower()\n",
        "#split the sentences into tokens\n",
        "tokens1=string1.split()\n",
        "tokens2=string2.split()\n",
        "print(tokens1)\n",
        "print(tokens2)\n",
        "#create a vocabulary list\n",
        "vocab=unique(tokens1+tokens2)\n",
        "print(vocab)\n",
        "#filter the vocabulary list\n",
        "filtered_vocab=[]\n",
        "for w in vocab: \n",
        "    if w not in stopwords and w not in special_char: \n",
        "        filtered_vocab.append(w)\n",
        "print(filtered_vocab)\n",
        "#convert sentences into vectords\n",
        "vector1=vectorize(tokens1)\n",
        "print(vector1)\n",
        "vector2=vectorize(tokens2)\n",
        "print(vector2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_749uE4lAmtO",
        "outputId": "0e750ca2-4213-4953-ec1c-7c2fdebe3aca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['welcome', 'to', 'great', 'experience', 'learning', ',', 'now', 'start', 'learning']\n",
            "['learning', 'is', 'a', 'good', 'practice']\n",
            "['welcome', 'to', 'great', 'experience', 'learning', ',', 'now', 'start', 'is', 'a', 'good', 'practice']\n",
            "['welcome', 'great', 'experience', 'learning', 'now', 'start', 'good', 'practice']\n",
            "[1, 1, 1, 2, 1, 1, 0, 0]\n",
            "[0, 0, 0, 1, 0, 0, 1, 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "A problem with scoring word frequency is that highly frequent words start to dominate in the document (e.g. larger score), but may not contain as much “informational content” to the model as rarer but perhaps domain specific words.\n",
        "\n",
        "One approach is to rescale the frequency of words by how often they appear in all documents, so that the scores for frequent words like “the” that are also frequent across all documents are penalized.\n",
        "\n",
        "This approach to scoring is called Term Frequency – Inverse Document Frequency, or **TF-IDF** for short"
      ],
      "metadata": {
        "id": "8bFc-aEHPFm2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
        " \n",
        "sentence_1=\"This is a good job.I will not miss it for anything\"\n",
        "sentence_2=\"This is not good at all\"\n",
        " \n",
        " \n",
        " \n",
        "#without smooth IDF\n",
        "print(\"Without Smoothing:\")\n",
        "#define tf-idf\n",
        "tf_idf_vec = TfidfVectorizer(use_idf=True, \n",
        "                        smooth_idf=False,  \n",
        "                        ngram_range=(1,1),stop_words='english') # to use only  bigrams ngram_range=(2,2)\n",
        "#transform\n",
        "tf_idf_data = tf_idf_vec.fit_transform([sentence_1,sentence_2])\n",
        " \n",
        "#create dataframe\n",
        "tf_idf_dataframe=pd.DataFrame(tf_idf_data.toarray(),columns=tf_idf_vec.get_feature_names())\n",
        "print(tf_idf_dataframe)\n",
        "print(\"\\n\")\n",
        " \n",
        "#with smooth\n",
        "tf_idf_vec_smooth = TfidfVectorizer(use_idf=True,  \n",
        "                        smooth_idf=True,  \n",
        "                        ngram_range=(1,1),stop_words='english')\n",
        " \n",
        " \n",
        "tf_idf_data_smooth = tf_idf_vec_smooth.fit_transform([sentence_1,sentence_2])\n",
        " \n",
        "print(\"With Smoothing:\")\n",
        "tf_idf_dataframe_smooth=pd.DataFrame(tf_idf_data_smooth.toarray(),columns=tf_idf_vec_smooth.get_feature_names())\n",
        "print(tf_idf_dataframe_smooth)"
      ],
      "metadata": {
        "id": "TgKqbI3ECCCM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "33e8652a-b04a-4ae3-f3c0-496aef859621"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Without Smoothing:\n",
            "       good       job      miss\n",
            "0  0.385372  0.652491  0.652491\n",
            "1  1.000000  0.000000  0.000000\n",
            "\n",
            "\n",
            "With Smoothing:\n",
            "       good       job      miss\n",
            "0  0.449436  0.631667  0.631667\n",
            "1  1.000000  0.000000  0.000000\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
            "  warnings.warn(msg, category=FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
            "  warnings.warn(msg, category=FutureWarning)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "IdxVf9uXdOuT"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
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        "Oa7p8sucxWEp"
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