grammar_checker_example_usage.ipynb

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      "name": "grammar_checker_example_usage.ipynb",
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      "collapsed_sections": [],
      "machine_shape": "hm",
      "authorship_tag": "ABX9TyO6dSOKYJkq7xboCC4N2gZS",
      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/upunaprosk/grammar_checker/blob/master/grammar_checker_example_usage.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install https://huggingface.co/iproskurina/en_grammar_checker/resolve/main/en_grammar_checker-any-py3-none-any.whl\n",
        "!python -m spacy download en_core_web_trf\n",
        "!pip install git+https://github.com/explosion/spacy-transformers"
      ],
      "metadata": {
        "id": "8m3diETiaeb_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Restart Runtime"
      ],
      "metadata": {
        "id": "ggLI4Ln3ccXb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import spacy\n",
        "import en_grammar_checker\n",
        "from spacy import displacy\n",
        "from spacy.tokens import Span\n",
        "from spacy import displacy"
      ],
      "metadata": {
        "id": "6qnGZDJSYFOE"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "DEFAULT_LABEL_COLORS = {'Spelling': '#FFFF00',\n",
        " 'Capitalisation': '#FFD700',\n",
        " 'Lex part choice': '#00FA9A',\n",
        " 'Lex item choice': '#90EE90',\n",
        " 'Category confusion': '#98FB98',\n",
        " 'Formational affixes': '#66CDAA',\n",
        " 'Verb pattern': '#C71585',\n",
        " 'Noun number': '#DB7093',\n",
        " 'Word order': '#FF1493',\n",
        " 'Numerals': '#FF69B4',\n",
        " 'Determiners': '#FFB6C1',\n",
        " 'Agreement errors': '#FFC0CB',\n",
        " 'Prepositions': '#7B68EE',\n",
        " 'Redundant comp': '#6495ED',\n",
        " 'Tense choice': '#1E90FF',\n",
        " 'Punctuation': '#A52A2A',\n",
        " 'Articles': '#D2691E'}"
      ],
      "metadata": {
        "id": "mb5wWmFcaymP"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nlp = en_grammar_checker.load()"
      ],
      "metadata": {
        "id": "CYyQ7mN3Z1ko"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Raw fields\n",
        "\n",
        "text = \"Nowadays modern society demands not only father, but mother to work. It is undoubtedly, that such situation affects the relationships between parents and their children. As adults spend a lot of time working, children have not enough time to communicate with them.  Firstly, we should highlight the reasons why does it happen. Taking into consideration Russia, that we now living in the period of economical crisis. It is getting harder and harder for families to pay for everything: starting from rent, medicine, food and ending with children's education and leisure time. Trying to cope with economical family problems women often had to work. Trying to give children more, they take from them the most important thing - communication with their parents. For example, parents dream to give their children a present - a journey to Disneyland. To make this dream happen they should work hard and a lot. But their plans may be ruined, because they had not enough time to ask their children whether they wanted this journey or not.  Moreover, we should not forget to point out situations, when mother decides to go to work not because of the lack of money, but because she needs to show the society her professional skills, needs self realisation.  These reasons may lead to some serious problems. Firstly, such situation may damage the system of communication between children and parents. For example, when children gets from their parents only money, but no care and support, they may start to consider them to be just \\\"money-givers\\\". They would not listen to them, would not do anything their parents want without receiving money. More than that, children may be just hurt by the lack of parenting. And it may cause the situation when children simply get angry with their parents and do not want to communicate with them no longer, because they think that their parent do not care about them.  But it is not the worth that can happen when parents spend too much time on their work and ignore their children. Unfortunately, I know many example, when children who spend their spare time on their own get to know the dark sides of life such as tobacco, alcohol and even drugs.  All things considered, it is clear that it is a mistake for parents to think that gaining money for their children may replace their love, care and support. Regardless, the whole economical and self realisation problems they should be firstly parents and only then employees. \" #@param {type:\"string\"}\n",
        "render_errors = \"all\" #@param [\"grammar_minor\", \"grammar_major\", \"articles\", \"vocabulary\", \"articles\", \"spelling\", \"punctuation\", \"all\"] {type:\"raw\"}"
      ],
      "metadata": {
        "id": "lFE6NuCab2jO"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title \n",
        "doc = nlp(text)\n",
        "if render_errors == \"all\":\n",
        "    upd_spans = []\n",
        "    upd_intervals = []\n",
        "    doc.spans[render_errors] = []\n",
        "    for sc in doc.spans.keys():\n",
        "        for e in doc.spans[sc]:\n",
        "            # uncomment to explicit an entire overlapping\n",
        "            # if (e.start, e.end) not in upd_intervals:\n",
        "            #     upd_intervals.append((e.start, e.end))\n",
        "            upd_spans.append(Span(doc, e.start, e.end, \" \".join(e.label_.capitalize().split(\"_\"))))\n",
        "    doc.spans[render_errors] = upd_spans"
      ],
      "metadata": {
        "id": "1D1O9o6Pb9uD"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "options = {\"colors\": DEFAULT_LABEL_COLORS, \"top_offset_step\":0, \"top_offset\":30, \"spans_key\" :render_errors}\n",
        "displacy.render(doc, style=\"span\",options=options, jupyter = True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 403
        },
        "id": "TRixrY3AdPx5",
        "outputId": "84d0cdbf-0888-424d-80a1-a092487a81d2"
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      "execution_count": 9,
      "outputs": [
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              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    Nowadays\n",
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              "        Punctuation\n",
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              "</span>\n",
              "\n",
              "\n",
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              "modern society demands not only father , but mother to work . It is undoubtedly , that such \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    situation\n",
              "    \n",
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              "\n",
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              "affects the relationships between parents and their children . As adults spend a lot of time working , children have not enough time to communicate with them .   Firstly , we should highlight the reasons why does it happen . Taking into consideration Russia , that we now living in \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    the\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
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              "\n",
              "\n",
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              "        Formational affixes\n",
              "    </span>\n",
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              "\n",
              "\n",
              "</span>\n",
              "crisis . It is getting harder and harder for families to pay for everything : starting from rent , medicine , food and ending with children 's education and leisure time . Trying to cope with \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    economical\n",
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              "        Lex item choice\n",
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              "\n",
              "\n",
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              "family problems women often \n",
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              "        Tense choice\n",
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              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "to work . Trying to give children more , they take from them the most important thing - communication with their parents . For example , parents dream to give their children a present - a journey to Disneyland . To make this dream happen they should work hard and a lot . But their plans may be ruined \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    ,\n",
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              "        Punctuation\n",
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              "\n",
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              "\n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
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              "\n",
              "    \n",
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              "they had not enough time to ask their children whether they \n",
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              "    wanted\n",
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              "        Tense choice\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "this journey or not .   Moreover , we should not forget to point out situations , when mother decides to go to work not because of \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    the\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #D2691E; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Articles\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "\n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    lack\n",
              "    \n",
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              "</span>\n",
              "\n",
              "    \n",
              "</span>\n",
              "of money , but because she needs to show \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    the\n",
              "    \n",
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              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #D2691E; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Articles\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "\n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    society\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "</span>\n",
              "her professional skills , needs self realisation .   These reasons may lead to some serious problems . Firstly , such \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    situation\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "<span style=\"background: #DB7093; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #D2691E; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Articles\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "<span style=\"background: #DB7093; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #DB7093; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Noun number\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "may damage the system of communication between children and parents . For example , when children \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    gets\n",
              "    \n",
              "<span style=\"background: #FFC0CB; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #FFC0CB; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #FFC0CB; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Agreement errors\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "from their parents only money , but no care and support , they may start to consider them to be just &quot; money - givers &quot; . They would not listen to them , would not do anything their parents want without receiving money . More than that , children may be just hurt by the lack of parenting . And it may cause \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    the\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #D2691E; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Articles\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "\n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    situation\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "</span>\n",
              "when children simply get angry with their parents and do not want to communicate with them no longer \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    ,\n",
              "    \n",
              "<span style=\"background: #A52A2A; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #A52A2A; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #A52A2A; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Punctuation\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "\n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    because\n",
              "    \n",
              "<span style=\"background: #A52A2A; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "</span>\n",
              "they think that their \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    parent\n",
              "    \n",
              "<span style=\"background: #DB7093; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #DB7093; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #DB7093; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Noun number\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "do not care about them .   But it is not \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    the\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #D2691E; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Articles\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "\n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    worth\n",
              "    \n",
              "<span style=\"background: #D2691E; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "</span>\n",
              "that can happen when parents spend too much time on their work and ignore their children . Unfortunately , I know many \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    example\n",
              "    \n",
              "<span style=\"background: #DB7093; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #DB7093; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #DB7093; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Noun number\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              ", when children who spend their spare time on their own get to know the dark sides of life such as tobacco , alcohol and even drugs .   All things considered , it is clear that it is a mistake for parents to think that gaining money for their children may replace their love , care and support . Regardless , the whole \n",
              "<span style=\"font-weight: bold; display: inline-block; position: relative;\">\n",
              "    economical\n",
              "    \n",
              "<span style=\"background: #66CDAA; top: 30px; height: 4px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "</span>\n",
              "\n",
              "    \n",
              "<span style=\"background: #66CDAA; top: 30px; height: 4px; border-top-left-radius: 3px; border-bottom-left-radius: 3px; left: -1px; width: calc(100% + 2px); position: absolute;\">\n",
              "    <span style=\"background: #66CDAA; z-index: 10; color: #000; top: -0.5em; padding: 2px 3px; position: absolute; font-size: 0.6em; font-weight: bold; line-height: 1; border-radius: 3px\">\n",
              "        Formational affixes\n",
              "    </span>\n",
              "</span>\n",
              "\n",
              "\n",
              "</span>\n",
              "and self realisation problems they should be firstly parents and only then employees . </div></span>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# get confidence scores\n",
        "def viz_confidence_scores(span_key):\n",
        "    spans = doc.spans[span_key]\n",
        "    for span, confidence in zip(spans, spans.attrs[\"scores\"]):\n",
        "        print(span.label_, confidence, span.start)\n",
        "\n",
        "viz_confidence_scores(\"grammar_major\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ArHO_FDNdQiJ",
        "outputId": "3f85839a-f56c-40df-8ab3-49e186fb2bab"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Tense_choice 0.8660941 116\n",
            "Tense_choice 0.61372274 189\n",
            "Agreement_errors 0.9453932 268\n"
          ]
        }
      ]
    }
  ]
}