Notebooks/Spark-Example-26-SparkNLP_Named_Entity_Recognition.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/trajanov/BigDataAnalytics/blob/master/Notebooks/Spark-Examples-26-SparkNLP_Named_Entity_Recognition.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TA21Jo5d9SVq"
      },
      "source": [
        "\n",
        "\n",
        "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CzIdjHkAW8TB"
      },
      "source": [
        "# **Detect entities in English text**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wIeCOiJNW-88"
      },
      "source": [
        "## 1. Colab Setup"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "CGJktFHdHL1n",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dd0fe58b-7893-4b6c-f7bd-b157ab6c59ae"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m212.4/212.4 MB\u001b[0m \u001b[31m5.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m469.5/469.5 KB\u001b[0m \u001b[31m26.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m198.6/198.6 KB\u001b[0m \u001b[31m24.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m95.6/95.6 KB\u001b[0m \u001b[31m10.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.9/66.9 KB\u001b[0m \u001b[31m8.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m73.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "# Install PySpark and Spark NLP\n",
        "! pip install -q pyspark==3.1.2 spark-nlp\n",
        "\n",
        "# Install Spark NLP Display lib\n",
        "! pip install --upgrade -q spark-nlp-display"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eCIT5VLxS3I1"
      },
      "source": [
        "## 2. Start the Spark session"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "khjM-z9ORFU3"
      },
      "source": [
        "Import dependencies and start Spark session."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "sw-t1zxlHTB7"
      },
      "outputs": [],
      "source": [
        "import json\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "from pyspark.ml import Pipeline\n",
        "from pyspark.sql import SparkSession\n",
        "import pyspark.sql.functions as F\n",
        "from sparknlp.annotator import *\n",
        "from sparknlp.base import *\n",
        "import sparknlp\n",
        "from sparknlp.pretrained import PretrainedPipeline\n",
        "\n",
        "spark = sparknlp.start()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9RgiqfX5XDqb"
      },
      "source": [
        "## 3. Select the DL model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "LLuDz_t40be4"
      },
      "outputs": [],
      "source": [
        "# If you change the model, re-run all the cells below\n",
        "# Other applicable models: ner_dl, ner_dl_bert\n",
        "MODEL_NAME = \"onto_100\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2Y9GpdJhXIpD"
      },
      "source": [
        "## 4. Some sample examples"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "vBOKkB2THdGI"
      },
      "outputs": [],
      "source": [
        "text_list = [\n",
        "    \"\"\"William Henry Gates III (born October 28, 1955) is an American business magnate, software developer, investor, and philanthropist. He is best known as the co-founder of Microsoft Corporation. During his career at Microsoft, Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect, while also being the largest individual shareholder until May 2014. He is one of the best-known entrepreneurs and pioneers of the microcomputer revolution of the 1970s and 1980s. Born and raised in Seattle, Washington, Gates co-founded Microsoft with childhood friend Paul Allen in 1975, in Albuquerque, New Mexico; it went on to become the world's largest personal computer software company. Gates led the company as chairman and CEO until stepping down as CEO in January 2000, but he remained chairman and became chief software architect. During the late 1990s, Gates had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In June 2006, Gates announced that he would be transitioning to a part-time role at Microsoft and full-time work at the Bill & Melinda Gates Foundation, the private charitable foundation that he and his wife, Melinda Gates, established in 2000.[9] He gradually transferred his duties to Ray Ozzie and Craig Mundie. He stepped down as chairman of Microsoft in February 2014 and assumed a new post as technology adviser to support the newly appointed CEO Satya Nadella.\"\"\",\n",
        "    \"\"\"The Mona Lisa is a 16th century oil painting created by Leonardo. It's held at the Louvre in Paris.\"\"\"\n",
        "]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XftYgju4XOw_"
      },
      "source": [
        "## 5. Define Spark NLP pipeline"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lBggF5P8J1gc",
        "outputId": "eee2eacf-6c25-4248-f0ea-21e4f92033f3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "glove_100d download started this may take some time.\n",
            "Approximate size to download 145.3 MB\n",
            "[OK!]\n",
            "onto_100 download started this may take some time.\n",
            "Approximate size to download 13.5 MB\n",
            "[OK!]\n"
          ]
        }
      ],
      "source": [
        "documentAssembler = DocumentAssembler().setInputCol('text').setOutputCol('document')\n",
        "\n",
        "tokenizer = Tokenizer().setInputCols(['document']).setOutputCol('token')\n",
        "\n",
        "# ner_dl and onto_100 model are trained with glove_100d, so the embeddings in\n",
        "# the pipeline should match\n",
        "if (MODEL_NAME == \"ner_dl\") or (MODEL_NAME == \"onto_100\"):\n",
        "    embeddings = WordEmbeddingsModel.pretrained('glove_100d') \\\n",
        "        .setInputCols([\"document\", 'token']) \\\n",
        "        .setOutputCol(\"embeddings\")\n",
        "\n",
        "# Bert model uses Bert embeddings\n",
        "elif MODEL_NAME == \"ner_dl_bert\":\n",
        "    embeddings = BertEmbeddings.pretrained(name='bert_base_cased', lang='en') \\\n",
        "        .setInputCols(['document', 'token']) \\\n",
        "        .setOutputCol('embeddings')\n",
        "\n",
        "ner_model = NerDLModel.pretrained(MODEL_NAME, 'en') \\\n",
        "    .setInputCols(['document', 'token', 'embeddings']) \\\n",
        "    .setOutputCol('ner')\n",
        "\n",
        "ner_converter = NerConverter() \\\n",
        "    .setInputCols(['document', 'token', 'ner']) \\\n",
        "    .setOutputCol('ner_chunk')\n",
        "\n",
        "nlp_pipeline = Pipeline(stages=[\n",
        "    documentAssembler, \n",
        "    tokenizer,\n",
        "    embeddings,\n",
        "    ner_model,\n",
        "    ner_converter\n",
        "])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mv0abcwhXWC-"
      },
      "source": [
        "## 6. Run the pipeline"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "EYf_9sXDXR4t"
      },
      "outputs": [],
      "source": [
        "empty_df = spark.createDataFrame([['']]).toDF('text')\n",
        "pipeline_model = nlp_pipeline.fit(empty_df)\n",
        "df = spark.createDataFrame(pd.DataFrame({'text': text_list}))\n",
        "result = pipeline_model.transform(df)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UQY8tAP6XZJL"
      },
      "source": [
        "## 7. Visualize results"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pIzZiF9ubW8N",
        "outputId": "93a4defe-f134-4212-d4e8-c657a7a42130"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+\n",
            "|                text|            document|               token|          embeddings|                 ner|           ner_chunk|\n",
            "+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+\n",
            "|William Henry Gat...|[{document, 0, 15...|[{token, 0, 6, Wi...|[{word_embeddings...|[{named_entity, 0...|[{chunk, 0, 22, W...|\n",
            "|The Mona Lisa is ...|[{document, 0, 98...|[{token, 0, 2, Th...|[{word_embeddings...|[{named_entity, 0...|[{chunk, 0, 12, T...|\n",
            "+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "B0P1hm_D3gGx",
        "outputId": "f930d312-3f1f-45c9-b737-7507714fbe0d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    @import url('https://fonts.googleapis.com/css2?family=Montserrat:wght@300;400;500;600;700&display=swap');\n",
              "    @import url('https://fonts.googleapis.com/css2?family=Vistol Regular:wght@300;400;500;600;700&display=swap');\n",
              "    \n",
              "    .spark-nlp-display-scroll-entities {\n",
              "        border: 1px solid #E7EDF0;\n",
              "        border-radius: 3px;\n",
              "        text-align: justify;\n",
              "        \n",
              "    }\n",
              "    .spark-nlp-display-scroll-entities span {  \n",
              "        font-size: 14px;\n",
              "        line-height: 24px;\n",
              "        color: #536B76;\n",
              "        font-family: 'Montserrat', sans-serif !important;\n",
              "    }\n",
              "    \n",
              "    .spark-nlp-display-entity-wrapper{\n",
              "    \n",
              "        display: inline-grid;\n",
              "        text-align: center;\n",
              "        border-radius: 4px;\n",
              "        margin: 0 2px 5px 2px;\n",
              "        padding: 1px\n",
              "    }\n",
              "    .spark-nlp-display-entity-name{\n",
              "        font-size: 14px;\n",
              "        line-height: 24px;\n",
              "        font-family: 'Montserrat', sans-serif !important;\n",
              "        \n",
              "        background: #f1f2f3;\n",
              "        border-width: medium;\n",
              "        text-align: center;\n",
              "        \n",
              "        font-weight: 400;\n",
              "        \n",
              "        border-radius: 5px;\n",
              "        padding: 2px 5px;\n",
              "        display: block;\n",
              "        margin: 3px 2px;\n",
              "    \n",
              "    }\n",
              "    .spark-nlp-display-entity-type{\n",
              "        font-size: 14px;\n",
              "        line-height: 24px;\n",
              "        color: #ffffff;\n",
              "        font-family: 'Montserrat', sans-serif !important;\n",
              "        \n",
              "        text-transform: uppercase;\n",
              "        \n",
              "        font-weight: 500;\n",
              "\n",
              "        display: block;\n",
              "        padding: 3px 5px;\n",
              "    }\n",
              "    \n",
              "    .spark-nlp-display-entity-resolution{\n",
              "        font-size: 14px;\n",
              "        line-height: 24px;\n",
              "        color: #ffffff;\n",
              "        font-family: 'Vistol Regular', sans-serif !important;\n",
              "        \n",
              "        text-transform: uppercase;\n",
              "        \n",
              "        font-weight: 500;\n",
              "\n",
              "        display: block;\n",
              "        padding: 3px 5px;\n",
              "    }\n",
              "    \n",
              "    .spark-nlp-display-others{\n",
              "        font-size: 14px;\n",
              "        line-height: 24px;\n",
              "        font-family: 'Montserrat', sans-serif !important;\n",
              "        \n",
              "        font-weight: 400;\n",
              "    }\n",
              "\n",
              "</style>\n",
              " <span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">William Henry Gates III </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> (born </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">October 28, 1955 </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">) is an </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #316532\"><span class=\"spark-nlp-display-entity-name\">American </span><span class=\"spark-nlp-display-entity-type\">NORP</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> business magnate, software developer, investor, and philanthropist. He is best known as the co-founder of </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">Microsoft Corporation </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">. During his career at </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">Microsoft </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Gates </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> held the positions of chairman, chief executive officer (CEO), president and chief software architect, while also being the largest individual shareholder until </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">May 2014 </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">. He is </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #0D3784\"><span class=\"spark-nlp-display-entity-name\">one </span><span class=\"spark-nlp-display-entity-type\">CARDINAL</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> of the best-known entrepreneurs and pioneers of the microcomputer revolution of </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">the 1970s and 1980s </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">. </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Born </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> and raised in </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #A89D15\"><span class=\"spark-nlp-display-entity-name\">Seattle </span><span class=\"spark-nlp-display-entity-type\">GPE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #A89D15\"><span class=\"spark-nlp-display-entity-name\">Washington </span><span class=\"spark-nlp-display-entity-type\">GPE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Gates </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> co-founded </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">Microsoft </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> with childhood friend </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Paul Allen </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> in </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">1975 </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, in </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #A89D15\"><span class=\"spark-nlp-display-entity-name\">Albuquerque </span><span class=\"spark-nlp-display-entity-type\">GPE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #A89D15\"><span class=\"spark-nlp-display-entity-name\">New Mexico </span><span class=\"spark-nlp-display-entity-type\">GPE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">; it went on to become the world's largest personal computer software company. </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Gates </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> led the company as chairman and CEO until stepping down as CEO in </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">January 2000 </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, but he remained chairman and became chief software architect. During </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">the late 1990s </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Gates </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> had been criticized for his business tactics, which have been considered anti-competitive. This opinion has been upheld by numerous court rulings. In </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">June 2006 </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Gates </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> announced that he would be transitioning to a part-time role at </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">Microsoft </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> and full-time work at </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">the Bill & Melinda Gates Foundation </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, the private charitable foundation that he and his wife, </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Melinda Gates </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">, established in </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">2000.[9] He </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> gradually transferred his duties to </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Ray Ozzie </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> and </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Craig Mundie </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">. He stepped down as chairman of </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #C8730B\"><span class=\"spark-nlp-display-entity-name\">Microsoft </span><span class=\"spark-nlp-display-entity-type\">ORG</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> in </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #a6b1e1\"><span class=\"spark-nlp-display-entity-name\">February 2014 </span><span class=\"spark-nlp-display-entity-type\">DATE</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\"> and assumed a new post as technology adviser to support the newly appointed CEO </span><span class=\"spark-nlp-display-entity-wrapper\" style=\"background-color: #989744\"><span class=\"spark-nlp-display-entity-name\">Satya Nadella </span><span class=\"spark-nlp-display-entity-type\">PERSON</span></span><span class=\"spark-nlp-display-others\" style=\"background-color: white\">.</span></div>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sparknlp_display import NerVisualizer\n",
        "\n",
        "NerVisualizer().display(\n",
        "    result = result.collect()[0],\n",
        "    label_col = 'ner_chunk',\n",
        "    document_col = 'document'\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Dependency Parser Visualisation"
      ],
      "metadata": {
        "id": "1Gdspe17mtor"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "documentAssembler = DocumentAssembler()\\\n",
        "    .setInputCol(\"text\")\\\n",
        "    .setOutputCol(\"document\")\n",
        "\n",
        "tokenizer = Tokenizer() \\\n",
        "    .setInputCols([\"document\"]) \\\n",
        "    .setOutputCol(\"token\")\n",
        "\n",
        "pos = PerceptronModel.pretrained(\"pos_anc\", 'en')\\\n",
        "        .setInputCols(\"document\", \"token\")\\\n",
        "        .setOutputCol(\"pos\")\n",
        "\n",
        "chunker = Chunker()\\\n",
        "      .setInputCols([\"document\", \"pos\"])\\\n",
        "      .setOutputCol(\"chunk\")\\\n",
        "      .setRegexParsers([\"<NNP>+\", \"<DT>?<JJ>*<NN>\"])\n",
        "\n",
        "\n",
        "dep_parser = DependencyParserModel.pretrained('dependency_conllu')\\\n",
        "        .setInputCols([\"document\", \"pos\", \"token\"])\\\n",
        "        .setOutputCol(\"dependency\")\n",
        "\n",
        "\n",
        "typed_dep_parser = TypedDependencyParserModel.pretrained('dependency_typed_conllu')\\\n",
        "        .setInputCols([\"token\", \"pos\", \"dependency\"])\\\n",
        "        .setOutputCol(\"dependency_type\")\n",
        "\n",
        "\n",
        "nlpPipeline = Pipeline(\n",
        "      stages = [\n",
        "          documentAssembler,\n",
        "          tokenizer,\n",
        "          pos,\n",
        "          dep_parser,\n",
        "          typed_dep_parser\n",
        "      ])\n",
        "\n",
        "empty_df = spark.createDataFrame([['']]).toDF(\"text\")\n",
        "\n",
        "pipelineModel = nlpPipeline.fit(empty_df)\n",
        "lmodel = LightPipeline(pipelineModel)"
      ],
      "metadata": {
        "id": "N9FJEb7Tbogv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "18bd29ee-9e36-4988-97a4-7ffd05b75cc4"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "pos_anc download started this may take some time.\n",
            "Approximate size to download 3.9 MB\n",
            "[OK!]\n",
            "dependency_conllu download started this may take some time.\n",
            "Approximate size to download 16.7 MB\n",
            "[OK!]\n",
            "dependency_typed_conllu download started this may take some time.\n",
            "Approximate size to download 2.4 MB\n",
            "[OK!]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sparknlp_display import DependencyParserVisualizer\n",
        "text = ['John Snow is a good man.']\n",
        "res = lmodel.fullAnnotate(text)[0]\n",
        "\n",
        "dependency_vis = DependencyParserVisualizer()\n",
        "dependency_vis.display(res, 'pos', 'dependency', 'dependency_type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "id": "ap0ESaZSmxzd",
        "outputId": "bfdf6f38-29d7-450f-bcf0-39ae5b03c92b"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<svg baseProfile=\"full\" height=\"450\" version=\"1.1\" width=\"762\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:ev=\"http://www.w3.org/2001/xml-events\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><defs><style type=\"text/css\"><![CDATA[@font-face{ \n",
              "    font-family: \"Lucida\"; \n",
              "    src: 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\n",
              "}\n",
              "]]></style></defs><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"50\" y=\"350\">John</text><text fill=\"#67C13F\" font-size=\"14\" x=\"59\" y=\"380\">NNP</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"160\" y=\"350\">Snow</text><text fill=\"#67C13F\" font-size=\"14\" x=\"169\" y=\"380\">NNP</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"270\" y=\"350\">is</text><text fill=\"#32787E\" font-size=\"14\" x=\"267\" y=\"380\">VBZ</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"356\" y=\"350\">a</text><text fill=\"#AEB744\" font-size=\"14\" x=\"352\" y=\"380\">DT</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"430\" y=\"350\">good</text><text fill=\"#5FAF50\" font-size=\"14\" x=\"444\" y=\"380\">JJ</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"540\" y=\"350\">man</text><rect fill=\"none\" height=\"35\" rx=\"5\" ry=\"5\" stroke=\"#800080\" stroke-width=\"1\" width=\"48\" x=\"535\" y=\"325\" /><text fill=\"#07B764\" font-size=\"14\" x=\"548\" y=\"380\">NN</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"638\" y=\"350\">.</text><text fill=\"#08BC72\" font-size=\"14\" x=\"640\" y=\"380\">.</text><polyline fill=\"none\" points=\"646,320 648,320 646,324 644,320 646,320\" stroke=\"black\" stroke-width=\"2\" /><path d=\"M581,324 v-64 a10,10 0 0 1 10,-10 h45 a10,10 0 0 1 10,10 v60\" fill=\"none\" stroke=\"black\" stroke-width=\"1\" /><text fill=\"#A6B317\" font-family=\"Lucida\" font-size=\"14\" x=\"589.5\" y=\"246\">punct</text><polyline fill=\"none\" points=\"460,320 462,320 460,324 458,320 460,320\" stroke=\"black\" stroke-width=\"2\" /><path d=\"M546,324 v-64 a10,10 0 0 0 -10,-10 h-66 a10,10 0 0 0 -10 10 v60\" fill=\"none\" stroke=\"black\" stroke-width=\"1\" /><text fill=\"#41589B\" font-family=\"Lucida\" font-size=\"14\" x=\"483.0\" y=\"246\">amod</text><polyline fill=\"none\" points=\"368,320 370,320 368,324 366,320 368,320\" stroke=\"black\" stroke-width=\"2\" /><path d=\"M553,324 v-114 a10,10 0 0 0 -10,-10 h-165 a10,10 0 0 0 -10 10 v110\" fill=\"none\" stroke=\"black\" stroke-width=\"1\" /><text fill=\"#671F48\" font-family=\"Lucida\" font-size=\"14\" x=\"436.5\" y=\"196\">nsubj</text><polyline fill=\"none\" points=\"288,320 290,320 288,324 286,320 288,320\" stroke=\"black\" stroke-width=\"2\" /><path d=\"M560,324 v-164 a10,10 0 0 0 -10,-10 h-252 a10,10 0 0 0 -10 10 v160\" fill=\"none\" stroke=\"black\" stroke-width=\"1\" /><text fill=\"#671F48\" font-family=\"Lucida\" font-size=\"14\" x=\"400.0\" y=\"146\">nsubj</text><polyline fill=\"none\" points=\"190,320 192,320 190,324 188,320 190,320\" stroke=\"black\" stroke-width=\"2\" /><path d=\"M567,324 v-214 a10,10 0 0 0 -10,-10 h-357 a10,10 0 0 0 -10 10 v210\" fill=\"none\" stroke=\"black\" stroke-width=\"1\" /><text fill=\"#371E1F\" font-family=\"Lucida\" font-size=\"14\" x=\"358.5\" y=\"96\">flat</text><polyline fill=\"none\" points=\"80,320 82,320 80,324 78,320 80,320\" stroke=\"black\" stroke-width=\"2\" /><path d=\"M574,324 v-264 a10,10 0 0 0 -10,-10 h-474 a10,10 0 0 0 -10 10 v260\" fill=\"none\" stroke=\"black\" stroke-width=\"1\" /><text fill=\"#371E1F\" font-family=\"Lucida\" font-size=\"14\" x=\"307.0\" y=\"46\">flat</text></svg>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text = [\"The Mona Lisa is a 16th century oil painting created by Leonardo. It's held at the Louvre in Paris.\"]\n",
        "res = lmodel.fullAnnotate(text)[0]\n",
        "\n",
        "dependency_vis = DependencyParserVisualizer()\n",
        "dependency_vis.display(res, 'pos', 'dependency', 'dependency_type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 491
        },
        "id": "oQqLSneCm1Wz",
        "outputId": "cdbaa4d5-881e-4fc3-9783-9590be08f860"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<svg baseProfile=\"full\" height=\"450\" version=\"1.1\" width=\"2374\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:ev=\"http://www.w3.org/2001/xml-events\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><defs><style type=\"text/css\"><![CDATA[@font-face{ \n",
              "    font-family: \"Lucida\"; \n",
              "    src: 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fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"638\" y=\"350\">century</text><text fill=\"#042F42\" font-size=\"14\" x=\"670\" y=\"380\">NN</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"784\" y=\"350\">oil</text><text fill=\"#042F42\" font-size=\"14\" x=\"792\" y=\"380\">NN</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"882\" y=\"350\">painting</text><text fill=\"#042F42\" font-size=\"14\" x=\"920\" y=\"380\">NN</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"1040\" y=\"350\">created</text><rect fill=\"none\" height=\"35\" rx=\"5\" ry=\"5\" stroke=\"#800080\" stroke-width=\"1\" width=\"96\" x=\"1035\" y=\"325\" /><text fill=\"#918E32\" font-size=\"14\" x=\"1067\" y=\"380\">VBN</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" x=\"1186\" y=\"350\">by</text><text fill=\"#59A07C\" font-size=\"14\" x=\"1188\" y=\"380\">IN</text><text fill=\"gray\" font-family=\"Lucida\" font-size=\"20\" 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