To_perform_Text_Dependancy_Parsing.ipynb

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      "name": "python"
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IkF7g0DOgQkv"
      },
      "source": [
        "#**Aim: To perform Text Dependancy Parsing.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dosQB8ptf0WU"
      },
      "source": [
        "import spacy\n",
        "from spacy import displacy"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bgeolB81goFQ"
      },
      "source": [
        "nlp = spacy.load(\"en_core_web_sm\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qFmEJK1bgsAR"
      },
      "source": [
        "text = \"\"\"Chunks are made up of words and the kinds of words are defined using the part-of-speech tags.\"\"\"\n",
        "doc = nlp(text)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CCI03bi4g8rw"
      },
      "source": [
        "Check If document is Parsed"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xG_JWUR6g_qt",
        "outputId": "f9a26462-d947-4cdf-a4a9-39c02b89e4c5"
      },
      "source": [
        "doc.is_parsed"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: DeprecationWarning: [W107] The property `Doc.is_parsed` is deprecated. Use `Doc.has_annotation(\"DEP\")` instead.\n",
            "  \"\"\"Entry point for launching an IPython kernel.\n"
          ]
        },
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            "text/plain": [
              "True"
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        "id": "0rIZ2cyrhETt",
        "outputId": "75aef8fa-5709-49fe-f601-d251e7c3936e"
      },
      "source": [
        "print('{:15} | {:10} | {:15} | {:10} | {:25} | {:25}'.format(\n",
        "    'TEXT','DEP','HEAD TEXT','HEAD POS','CHILDREN','LEFTS'))\n",
        "\n",
        "for token in doc:\n",
        "    print('{:15} | {:10} | {:15} | {:10} | {:25} | {:25}'.format(\n",
        "        token.text, token.dep_, token.head.text, token.head.pos_,\n",
        "        str([child for child in token.children]), str([t.text for t in token.lefts])))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "TEXT            | DEP        | HEAD TEXT       | HEAD POS   | CHILDREN                  | LEFTS                    \n",
            "Chunks          | nsubjpass  | made            | VERB       | []                        | []                       \n",
            "are             | auxpass    | made            | VERB       | []                        | []                       \n",
            "made            | ROOT       | made            | VERB       | [Chunks, are, up, and, defined] | ['Chunks', 'are']        \n",
            "up              | prt        | made            | VERB       | [of]                      | []                       \n",
            "of              | prep       | up              | ADP        | [words]                   | []                       \n",
            "words           | pobj       | of              | ADP        | []                        | []                       \n",
            "and             | cc         | made            | VERB       | []                        | []                       \n",
            "the             | det        | kinds           | NOUN       | []                        | []                       \n",
            "kinds           | nsubjpass  | defined         | VERB       | [the, of]                 | ['the']                  \n",
            "of              | prep       | kinds           | NOUN       | [words]                   | []                       \n",
            "words           | pobj       | of              | ADP        | []                        | []                       \n",
            "are             | auxpass    | defined         | VERB       | []                        | []                       \n",
            "defined         | conj       | made            | VERB       | [kinds, are, using, .]    | ['kinds', 'are']         \n",
            "using           | xcomp      | defined         | VERB       | [tags]                    | []                       \n",
            "the             | det        | tags            | NOUN       | []                        | []                       \n",
            "part            | nmod       | tags            | NOUN       | [-, of]                   | []                       \n",
            "-               | punct      | part            | NOUN       | []                        | []                       \n",
            "of              | prep       | part            | NOUN       | [-, speech]               | []                       \n",
            "-               | punct      | of              | ADP        | []                        | []                       \n",
            "speech          | pobj       | of              | ADP        | []                        | []                       \n",
            "tags            | dobj       | using           | VERB       | [the, part]               | ['the', 'part']          \n",
            ".               | punct      | defined         | VERB       | []                        | []                       \n"
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      "source": [
        "displacy.render(docs=doc, style='dep', jupyter=True)"
      ],
      "execution_count": null,
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