Aula3_2.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Aula3.2.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/diogoan/mineracaotextoupe/blob/master/Aula3_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "RI7OzEj0FCBK",
        "colab_type": "code",
        "outputId": "e87cae90-f7a1-43de-f084-16a07f04a087",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 153
        }
      },
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "nltk.download('brown')\n",
        "nltk.download('punkt')\n",
        "nltk.download('averaged_perceptron_tagger')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package brown to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/brown.zip.\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n",
            "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
            "[nltk_data]     /root/nltk_data...\n",
            "[nltk_data]   Unzipping taggers/averaged_perceptron_tagger.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 1
        }
      ]
    },
    {
      "metadata": {
        "id": "ZxQkxMh8FGJr",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def ie_preprocess(document):\n",
        "    sentences = nltk.sent_tokenize(document)\n",
        "    sentences = [nltk.word_tokenize(sent) for sent in sentences]\n",
        "    sentences = [nltk.pos_tag(sent) for sent in sentences]\n",
        "    return sentences"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "GmY7mKrSxTyy",
        "colab_type": "code",
        "outputId": "b091085b-7437-4b06-da2a-30dc277f73a4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 114
        }
      },
      "cell_type": "code",
      "source": [
        "sentences = ie_preprocess(\"the little yellow dog barked at the cat.\")\n",
        "print(sentences)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[('the', 'DT'), ('little', 'JJ'), ('yellow', 'JJ'), ('dog', 'NN'), ('barked', 'VBD'), ('at', 'IN'), ('the', 'DT'), ('cat', 'NN'), ('.', '.')]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "KXUtXI40FURA",
        "colab_type": "code",
        "outputId": "b08004b2-9235-4351-ace4-107fea00fd66",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        }
      },
      "cell_type": "code",
      "source": [
        "sentence = sentences[0]\n",
        "\n",
        "grammar = \"NP: {<DT>?<JJ>*<NN>}\" \n",
        "\n",
        "cp = nltk.RegexpParser(grammar) \n",
        "result = cp.parse(sentence) \n",
        "print(result)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(S\n",
            "  (NP the/DT little/JJ yellow/JJ dog/NN)\n",
            "  barked/VBD\n",
            "  at/IN\n",
            "  (NP the/DT cat/NN)\n",
            "  ./.)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "ZNrJlysJFgog",
        "colab_type": "code",
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "cell_type": "code",
      "source": [
        "grammar = r\"\"\"\n",
        "  NP: {<DT|PP\\$>?<JJ>*<NN>}   # chunk determiner/possessive, adjectives and noun\n",
        "      {<NNP>+}                # chunk sequences of proper nouns\n",
        "\"\"\"\n",
        "cp = nltk.RegexpParser(grammar)\n",
        "sentence = [(\"Rapunzel\", \"NNP\"), (\"let\", \"VBD\"), (\"down\", \"RP\"),(\"her\", \"PP$\"), (\"long\", \"JJ\"), (\"golden\", \"JJ\"), (\"hair\", \"NN\")]\n",
        "print(cp.parse(sentence))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(S\n",
            "  (NP Rapunzel/NNP)\n",
            "  let/VBD\n",
            "  down/RP\n",
            "  (NP her/PP$ long/JJ golden/JJ hair/NN))\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "TMD7NlRhGICn",
        "colab_type": "code",
        "outputId": "de0937d3-b6b8-4a57-eb97-be8b3fe25190",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68170
        }
      },
      "cell_type": "code",
      "source": [
        "cp = nltk.RegexpParser('CHUNK: {<V.*> <TO> <V.*>}')\n",
        "brown = nltk.corpus.brown\n",
        "for sent in brown.tagged_sents():\n",
        "     tree = cp.parse(sent)\n",
        "     for subtree in tree.subtrees():\n",
        "         if subtree.label() == 'CHUNK': print(subtree)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(CHUNK combined/VBN to/TO achieve/VB)\n",
            "(CHUNK continue/VB to/TO place/VB)\n",
            "(CHUNK serve/VB to/TO protect/VB)\n",
            "(CHUNK wanted/VBD to/TO wait/VB)\n",
            "(CHUNK allowed/VBN to/TO place/VB)\n",
            "(CHUNK expected/VBN to/TO become/VB)\n",
            "(CHUNK expected/VBN to/TO approve/VB)\n",
            "(CHUNK expected/VBN to/TO make/VB)\n",
            "(CHUNK intends/VBZ to/TO make/VB)\n",
            "(CHUNK seek/VB to/TO set/VB)\n",
            "(CHUNK like/VB to/TO see/VB)\n",
            "(CHUNK designed/VBN to/TO provide/VB)\n",
            "(CHUNK get/VB to/TO hear/VB)\n",
            "(CHUNK expects/VBZ to/TO tell/VB)\n",
            "(CHUNK expected/VBN to/TO give/VB)\n",
            "(CHUNK prefer/VB to/TO pay/VB)\n",
            "(CHUNK required/VBN to/TO obtain/VB)\n",
            "(CHUNK permitted/VBN to/TO teach/VB)\n",
            "(CHUNK designed/VBN to/TO reduce/VB)\n",
            "(CHUNK Asked/VBN to/TO elaborate/VB)\n",
            "(CHUNK got/VBN to/TO go/VB)\n",
            "(CHUNK raised/VBN to/TO pay/VB)\n",
            "(CHUNK scheduled/VBN to/TO go/VB)\n",
            "(CHUNK cut/VBN to/TO meet/VB)\n",
            "(CHUNK needed/VBN to/TO meet/VB)\n",
            "(CHUNK hastened/VBD to/TO add/VB)\n",
            "(CHUNK found/VBN to/TO prevent/VB)\n",
            "(CHUNK continue/VB to/TO insist/VB)\n",
            "(CHUNK compelled/VBN to/TO make/VB)\n",
            "(CHUNK made/VBN to/TO remove/VB)\n",
            "(CHUNK revamped/VBN to/TO give/VB)\n",
            "(CHUNK want/VB to/TO risk/VB)\n",
            "(CHUNK appear/VB to/TO spark/VB)\n",
            "(CHUNK fails/VBZ to/TO consider/VB)\n",
            "(CHUNK plans/VBZ to/TO call/VB)\n",
            "(CHUNK going/VBG to/TO examine/VB)\n",
            "(CHUNK plans/VBZ to/TO name/VB)\n",
            "(CHUNK come/VBN to/TO pass/VB)\n",
            "(CHUNK voted/VBD to/TO accept/VB)\n",
            "(CHUNK happens/VBZ to/TO hold/VB)\n",
            "(CHUNK authorized/VBN to/TO adopt/VB)\n",
            "(CHUNK hesitated/VBN to/TO prosecute/VB)\n",
            "(CHUNK try/VB to/TO make/VB)\n",
            "(CHUNK decided/VBN to/TO spend/VB)\n",
            "(CHUNK taken/VBN to/TO preserve/VB)\n",
            "(CHUNK left/VBN to/TO preserve/VB)\n",
            "(CHUNK stand/VB to/TO bring/VB)\n",
            "(CHUNK decided/VBN to/TO seek/VB)\n",
            "(CHUNK trying/VBG to/TO induce/VB)\n",
            "(CHUNK proposing/VBG to/TO make/VB)\n",
            "(CHUNK decided/VBN to/TO run/VB)\n",
            "(CHUNK directed/VBN to/TO investigate/VB)\n",
            "(CHUNK expected/VBN to/TO pass/VB)\n",
            "(CHUNK expected/VBN to/TO make/VB)\n",
            "(CHUNK expected/VBN to/TO encounter/VB)\n",
            "(CHUNK hopes/VBZ to/TO pass/VB)\n",
            "(CHUNK came/VBD to/TO pay/VB)\n",
            "(CHUNK expected/VBN to/TO receive/VB)\n",
            "(CHUNK understood/VBN to/TO follow/VB)\n",
            "(CHUNK wanted/VBD to/TO vote/VB)\n",
            "(CHUNK decide/VB to/TO call/VB)\n",
            "(CHUNK begin/VB to/TO flow/VB)\n",
            "(CHUNK appears/VBZ to/TO face/VB)\n",
            "(CHUNK fails/VBZ to/TO pass/VB)\n",
            "(CHUNK care/VB to/TO acknowledge/VB)\n",
            "(CHUNK like/VB to/TO convey/VB)\n",
            "(CHUNK continued/VBD to/TO wage/VB)\n",
            "(CHUNK try/VB to/TO avoid/VB)\n",
            "(CHUNK done/VBN to/TO arouse/VB)\n",
            "(CHUNK tried/VBN to/TO economize/VB)\n",
            "(CHUNK agreed/VBN to/TO cooperate/VB)\n",
            "(CHUNK want/VB to/TO find/VB)\n",
            "(CHUNK expected/VBN to/TO raise/VB)\n",
            "(CHUNK agreed/VBD to/TO form/VB)\n",
            "(CHUNK threatened/VBD to/TO form/VB)\n",
            "(CHUNK failed/VBD to/TO sign/VB)\n",
            "(CHUNK trying/VBG to/TO build/VB)\n",
            "(CHUNK plan/VB to/TO absorb/VB)\n",
            "(CHUNK working/VBG to/TO establish/VB)\n",
            "(CHUNK expects/VBZ to/TO evacuate/VB)\n",
            "(CHUNK need/VB to/TO hear/VB)\n",
            "(CHUNK scheduled/VBN to/TO hold/VB)\n",
            "(CHUNK decided/VBD to/TO ask/VB)\n",
            "(CHUNK scheduled/VBN to/TO fill/VB)\n",
            "(CHUNK going/VBG to/TO determine/VB)\n",
            "(CHUNK urged/VBN to/TO move/VB)\n",
            "(CHUNK conpired/VBN to/TO use/VB)\n",
            "(CHUNK used/VBN to/TO carry/VB)\n",
            "(CHUNK needed/VBD to/TO face/VB)\n",
            "(CHUNK failed/VBD to/TO tally/VB)\n",
            "(CHUNK failed/VBD to/TO produce/VB)\n",
            "(CHUNK tried/VBD to/TO stretch/VB)\n",
            "(CHUNK hopes/VBZ to/TO melt/VB)\n",
            "(CHUNK slated/VBN to/TO oppose/VB)\n",
            "(CHUNK scheduled/VBN to/TO share/VB)\n",
            "(CHUNK plans/VBZ to/TO bring/VB)\n",
            "(CHUNK seek/VB to/TO trim/VB)\n",
            "(CHUNK seems/VBZ to/TO improve/VB)\n",
            "(CHUNK appeared/VBD to/TO win/VB)\n",
            "(CHUNK gets/VBZ to/TO play/VB)\n",
            "(CHUNK hopes/VBZ to/TO start/VB)\n",
            "(CHUNK tried/VBN to/TO teach/VB)\n",
            "(CHUNK seem/VB to/TO get/VB)\n",
            "(CHUNK started/VBD to/TO form/VB)\n",
            "(CHUNK like/VB to/TO keep/VB)\n",
            "(CHUNK want/VB to/TO talk/VB)\n",
            "(CHUNK continue/VB to/TO abide/VB)\n",
            "(CHUNK refused/VBN to/TO reconsider/VB)\n",
            "(CHUNK expected/VBN to/TO put/VB)\n",
            "(CHUNK resigned/VBD to/TO take/VB)\n",
            "(CHUNK sought/VBD to/TO convince/VB)\n",
            "(CHUNK tried/VBD to/TO blast/VB)\n",
            "(CHUNK tried/VBD to/TO keep/VB)\n",
            "(CHUNK happened/VBD to/TO think/VB)\n",
            "(CHUNK expected/VBN to/TO continue/VB)\n",
            "(CHUNK plans/VBZ to/TO open/VB)\n",
            "(CHUNK recovering/VBG to/TO make/VB)\n",
            "(CHUNK supposed/VBN to/TO deliver/VB)\n",
            "(CHUNK get/VB to/TO like/VB)\n",
            "(CHUNK want/VB to/TO thank/VB)\n",
            "(CHUNK set/VBN to/TO play/VB)\n",
            "(CHUNK going/VBG to/TO pass/VB)\n",
            "(CHUNK paid/VBN to/TO play/VB)\n",
            "(CHUNK wanted/VBD to/TO pop/VB)\n",
            "(CHUNK expect/VB to/TO establish/VB)\n",
            "(CHUNK going/VBG to/TO try/VB)\n",
            "(CHUNK signed/VBD to/TO play/VB)\n",
            "(CHUNK fly/VB to/TO collect/VB)\n",
            "(CHUNK helps/VBZ to/TO bridge/VB)\n",
            "(CHUNK wants/VBZ to/TO pick/VB)\n",
            "(CHUNK relearns/VBZ to/TO mingle/VB)\n",
            "(CHUNK watching/VBG to/TO see/VB)\n",
            "(CHUNK learn/VB to/TO readjust/VB)\n",
            "(CHUNK promises/VBZ to/TO follow/VB)\n",
            "(CHUNK expect/VB to/TO offer/VB)\n",
            "(CHUNK like/VB to/TO come/VB)\n",
            "(CHUNK like/VB to/TO bring/VB)\n",
            "(CHUNK combined/VBD to/TO form/VB)\n",
            "(CHUNK chosen/VBN to/TO rule/VB)\n",
            "(CHUNK attempted/VBD to/TO stop/VB)\n",
            "(CHUNK required/VBN to/TO use/VB)\n",
            "(CHUNK prepared/VBN to/TO grant/VB)\n",
            "(CHUNK refused/VBD to/TO return/VB)\n",
            "(CHUNK demanded/VBD to/TO know/VB)\n",
            "(CHUNK decided/VBD to/TO end/VB)\n",
            "(CHUNK offered/VBD to/TO supply/VB)\n",
            "(CHUNK designed/VBN to/TO seek/VB)\n",
            "(CHUNK get/VB to/TO know/VB)\n",
            "(CHUNK get/VB to/TO know/VB)\n",
            "(CHUNK going/VBG to/TO call/VB)\n",
            "(CHUNK attempted/VBD to/TO end/VB)\n",
            "(CHUNK forbidden/VBN to/TO drive/VB)\n",
            "(CHUNK failed/VBD to/TO reach/VB)\n",
            "(CHUNK wish/VB to/TO appear/VB)\n",
            "(CHUNK hopes/VBZ to/TO rebuild/VB)\n",
            "(CHUNK used/VBN to/TO provide/VB)\n",
            "(CHUNK wanted/VBD to/TO make/VB)\n",
            "(CHUNK trying/VBG to/TO land/VB)\n",
            "(CHUNK prepared/VBN to/TO accept/VB)\n",
            "(CHUNK continue/VB to/TO operate/VB)\n",
            "(CHUNK taken/VBN to/TO overcome/VB)\n",
            "(CHUNK intend/VB to/TO make/VB)\n",
            "(CHUNK desiring/VBG to/TO study/VB)\n",
            "(CHUNK designed/VBN to/TO assure/VB)\n",
            "(CHUNK intend/VB to/TO attend/VB)\n",
            "(CHUNK failed/VBD to/TO cooperate/VB)\n",
            "(CHUNK agree/VB to/TO attend/VB)\n",
            "(CHUNK decided/VBD to/TO attend/VB)\n",
            "(CHUNK scheduled/VBN to/TO begin/VB)\n",
            "(CHUNK agreed/VBN to/TO meet/VB)\n",
            "(CHUNK failed/VBN to/TO show/VB)\n",
            "(CHUNK declined/VBD to/TO name/VB)\n",
            "(CHUNK tried/VBD to/TO subdue/VB)\n",
            "(CHUNK planning/VBG to/TO expand/VB)\n",
            "(CHUNK thought/VBN to/TO infest/VB)\n",
            "(CHUNK voted/VBD to/TO decertify/VB)\n",
            "(CHUNK designed/VBN to/TO give/VB)\n",
            "(CHUNK continued/VBD to/TO run/VB)\n",
            "(CHUNK failed/VBD to/TO place/VB)\n",
            "(CHUNK started/VBN to/TO turn/VB)\n",
            "(CHUNK bought/VBN to/TO provide/VB)\n",
            "(CHUNK asked/VBN to/TO set/VB)\n",
            "(CHUNK vote/VB to/TO appeal/VB)\n",
            "(CHUNK failed/VBD to/TO reach/VB)\n",
            "(CHUNK failed/VBD to/TO destroy/VB)\n",
            "(CHUNK encouraged/VBN to/TO try/VB)\n",
            "(CHUNK managed/VBD to/TO maneuver/VB)\n",
            "(CHUNK obligated/VBN to/TO make/VB)\n",
            "(CHUNK promised/VBD to/TO get/VB)\n",
            "(CHUNK attempting/VBG to/TO connect/VB)\n",
            "(CHUNK prepared/VBN to/TO answer/VB)\n",
            "(CHUNK failed/VBD to/TO report/VB)\n",
            "(CHUNK attempted/VBD to/TO cash/VB)\n",
            "(CHUNK wanting/VBG to/TO get/VB)\n",
            "(CHUNK combined/VBD to/TO make/VB)\n",
            "(CHUNK continue/VB to/TO grab/VB)\n",
            "(CHUNK designed/VBN to/TO provide/VB)\n",
            "(CHUNK appear/VB to/TO favor/VB)\n",
            "(CHUNK declined/VBD to/TO suggest/VB)\n",
            "(CHUNK expected/VBN to/TO advance/VB)\n",
            "(CHUNK required/VBN to/TO reach/VB)\n",
            "(CHUNK fail/VB to/TO give/VB)\n",
            "(CHUNK began/VBD to/TO come/VB)\n",
            "(CHUNK undertake/VB to/TO reply/VB)\n",
            "(CHUNK found/VBN to/TO deal/VB)\n",
            "(CHUNK forced/VBN to/TO buy/VB)\n",
            "(CHUNK starting/VBG to/TO get/VB)\n",
            "(CHUNK inclined/VBN to/TO explain/VB)\n",
            "(CHUNK supposed/VBN to/TO look/VB)\n",
            "(CHUNK chose/VBD to/TO take/VB)\n",
            "(CHUNK used/VBN to/TO emphasize/VB)\n",
            "(CHUNK seem/VB to/TO realize/VB)\n",
            "(CHUNK happen/VB to/TO grow/VB)\n",
            "(CHUNK tried/VBN to/TO compromise/VB)\n",
            "(CHUNK scheduled/VBN to/TO arrive/VB)\n",
            "(CHUNK prefer/VB to/TO see/VB)\n",
            "(CHUNK set/VBN to/TO open/VB)\n",
            "(CHUNK expected/VBN to/TO prove/VB)\n",
            "(CHUNK try/VB to/TO influence/VB)\n",
            "(CHUNK strive/VB to/TO set/VB)\n",
            "(CHUNK decided/VBD to/TO try/VB)\n",
            "(CHUNK asked/VBN to/TO read/VB)\n",
            "(CHUNK prepared/VBN to/TO demonstrate/VB)\n",
            "(CHUNK led/VBN to/TO believe/VB)\n",
            "(CHUNK went/VBD to/TO see/VB)\n",
            "(CHUNK begun/VBN to/TO pall/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK painted/VBN to/TO match/VB)\n",
            "(CHUNK appointed/VBN to/TO serve/VB)\n",
            "(CHUNK expected/VBN to/TO register/VB)\n",
            "(CHUNK failed/VBD to/TO materialize/VB)\n",
            "(CHUNK wanted/VBD to/TO buy/VB)\n",
            "(CHUNK begin/VB to/TO implement/VB)\n",
            "(CHUNK tended/VBD to/TO confirm/VB)\n",
            "(CHUNK want/VB to/TO appear/VB)\n",
            "(CHUNK try/VB to/TO probe/VB)\n",
            "(CHUNK determined/VBN to/TO apply/VB)\n",
            "(CHUNK come/VBN to/TO warn/VB)\n",
            "(CHUNK known/VBN to/TO rely/VB)\n",
            "(CHUNK try/VB to/TO exploit/VB)\n",
            "(CHUNK tended/VBD to/TO cancel/VB)\n",
            "(CHUNK cease/VB to/TO marvel/VB)\n",
            "(CHUNK seem/VB to/TO represent/VB)\n",
            "(CHUNK seems/VBZ to/TO show/VB)\n",
            "(CHUNK declines/VBZ to/TO gamble/VB)\n",
            "(CHUNK needs/VBZ to/TO feel/VB)\n",
            "(CHUNK advanced/VBN to/TO argue/VB)\n",
            "(CHUNK undertakes/VBZ to/TO fight/VB)\n",
            "(CHUNK decided/VBD to/TO keep/VB)\n",
            "(CHUNK advertising/VBG to/TO attract/VB)\n",
            "(CHUNK wants/VBZ to/TO operate/VB)\n",
            "(CHUNK varied/VBN to/TO provide/VB)\n",
            "(CHUNK designed/VBN to/TO reduce/VB)\n",
            "(CHUNK use/VB to/TO deny/VB)\n",
            "(CHUNK combining/VBG to/TO lower/VB)\n",
            "(CHUNK combining/VBG to/TO raise/VB)\n",
            "(CHUNK intended/VBN to/TO effect/VB)\n",
            "(CHUNK tend/VB to/TO convert/VB)\n",
            "(CHUNK exist/VB to/TO raise/VB)\n",
            "(CHUNK wish/VB to/TO prevent/VB)\n",
            "(CHUNK wish/VB to/TO preserve/VB)\n",
            "(CHUNK attempting/VBG to/TO extend/VB)\n",
            "(CHUNK made/VBN to/TO take/VB)\n",
            "(CHUNK continue/VB to/TO set/VB)\n",
            "(CHUNK trying/VBG to/TO persuade/VB)\n",
            "(CHUNK attempted/VBD to/TO take/VB)\n",
            "(CHUNK decided/VBD to/TO break/VB)\n",
            "(CHUNK braced/VBN to/TO move/VB)\n",
            "(CHUNK needed/VBN to/TO keep/VB)\n",
            "(CHUNK used/VBN to/TO carry/VB)\n",
            "(CHUNK decided/VBD to/TO go/VB)\n",
            "(CHUNK happens/VBZ to/TO benefit/VB)\n",
            "(CHUNK attempted/VBD to/TO work/VB)\n",
            "(CHUNK decided/VBD to/TO join/VB)\n",
            "(CHUNK said/VBN to/TO regard/VB)\n",
            "(CHUNK sought/VBD to/TO bring/VB)\n",
            "(CHUNK want/VB to/TO give/VB)\n",
            "(CHUNK voting/VBG to/TO cut/VB)\n",
            "(CHUNK prepared/VBD to/TO choke/VB)\n",
            "(CHUNK used/VBD to/TO approach/VB)\n",
            "(CHUNK trying/VBG to/TO hit/VB)\n",
            "(CHUNK refused/VBD to/TO let/VB)\n",
            "(CHUNK began/VBD to/TO acquire/VB)\n",
            "(CHUNK proceeded/VBD to/TO sink/VB)\n",
            "(CHUNK proceeded/VBD to/TO follow/VB)\n",
            "(CHUNK hoping/VBG to/TO slice/VB)\n",
            "(CHUNK chose/VBD to/TO hit/VB)\n",
            "(CHUNK like/VB to/TO hit/VB)\n",
            "(CHUNK tries/VBZ to/TO answer/VB)\n",
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            "(CHUNK entitled/VBN to/TO excoriate/VB)\n",
            "(CHUNK come/VB to/TO occupy/VB)\n",
            "(CHUNK prepared/VBN to/TO resort/VB)\n",
            "(CHUNK obliged/VBN to/TO become/VB)\n",
            "(CHUNK disposed/VBN to/TO allow/VB)\n",
            "(CHUNK prepared/VBN to/TO give/VB)\n",
            "(CHUNK trying/VBG to/TO continue/VB)\n",
            "(CHUNK attempting/VBG to/TO bridge/VB)\n",
            "(CHUNK destined/VBN to/TO live/VB)\n",
            "(CHUNK daring/VBG to/TO trust/VB)\n",
            "(CHUNK called/VBN to/TO stand/VB)\n",
            "(CHUNK die/VB to/TO save/VB)\n",
            "(CHUNK told/VBN to/TO express/VB)\n",
            "(CHUNK supposed/VBN to/TO perform/VB)\n",
            "(CHUNK designed/VBN to/TO give/VB)\n",
            "(CHUNK fear/VB to/TO negotiate/VB)\n",
            "(CHUNK threatening/VBG to/TO devour/VB)\n",
            "(CHUNK try/VB to/TO escape/VB)\n",
            "(CHUNK tried/VBD to/TO swim/VB)\n",
            "(CHUNK learn/VB to/TO say/VB)\n",
            "(CHUNK threatening/VBG to/TO eat/VB)\n",
            "(CHUNK remains/VBZ to/TO show/VB)\n",
            "(CHUNK attempted/VBN to/TO analyze/VB)\n",
            "(CHUNK tried/VBN to/TO consider/VB)\n",
            "(CHUNK begin/VB to/TO talk/VB)\n",
            "(CHUNK tended/VBD to/TO stifle/VB)\n",
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            "(CHUNK made/VBN to/TO keep/VB)\n",
            "(CHUNK desiring/VBG to/TO unite/VB)\n",
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            "(CHUNK trying/VBG to/TO make/VB)\n",
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            "(CHUNK claim/VB to/TO incarnate/VB)\n",
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            "(CHUNK expected/VBN to/TO seek/VB)\n",
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            "(CHUNK needed/VBN to/TO attain/VB)\n",
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            "(CHUNK brought/VBD to/TO pass/VB)\n",
            "(CHUNK tends/VBZ to/TO reflect/VB)\n",
            "(CHUNK tended/VBD to/TO stratify/VB)\n",
            "(CHUNK chosen/VBN to/TO use/VB)\n",
            "(CHUNK used/VBN to/TO mean/VB)\n",
            "(CHUNK forced/VBN to/TO respond/VB)\n",
            "(CHUNK tends/VBZ to/TO lose/VB)\n",
            "(CHUNK tends/VBZ to/TO express/VB)\n",
            "(CHUNK made/VBN to/TO integrate/VB)\n",
            "(CHUNK try/VB to/TO get/VB)\n",
            "(CHUNK attempted/VBN to/TO restrain/VB)\n",
            "(CHUNK wished/VBD to/TO continue/VB)\n",
            "(CHUNK failed/VBD to/TO flourish/VB)\n",
            "(CHUNK propose/VB to/TO go/VB)\n",
            "(CHUNK wished/VBD to/TO segregate/VB)\n",
            "(CHUNK liked/VBD to/TO fancy/VB)\n",
            "(CHUNK Deciding/VBG to/TO become/VB)\n",
            "(CHUNK strove/VBD to/TO see/VB)\n",
            "(CHUNK used/VBD to/TO play/VB)\n",
            "(CHUNK returned/VBD to/TO live/VB)\n",
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            "(CHUNK came/VBD to/TO study/VB)\n",
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            "(CHUNK expected/VBN to/TO confront/VB)\n",
            "(CHUNK appeared/VBD to/TO reach/VB)\n",
            "(CHUNK continued/VBD to/TO give/VB)\n",
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            "(CHUNK claimed/VBN to/TO give/VB)\n",
            "(CHUNK used/VBN to/TO denote/VB)\n",
            "(CHUNK required/VBN to/TO cause/VB)\n",
            "(CHUNK combined/VBN to/TO attain/VB)\n",
            "(CHUNK used/VBN to/TO slit/VB)\n",
            "(CHUNK hope/VB to/TO compete/VB)\n",
            "(CHUNK helped/VBD to/TO alleviate/VB)\n",
            "(CHUNK calculated/VBN to/TO expand/VB)\n",
            "(CHUNK lowered/VBN to/TO permit/VB)\n",
            "(CHUNK appears/VBZ to/TO produce/VB)\n",
            "(CHUNK intended/VBN to/TO cover/VB)\n",
            "(CHUNK established/VBN to/TO cover/VB)\n",
            "(CHUNK repeated/VBN to/TO evaluate/VB)\n",
            "(CHUNK varied/VBN to/TO obtain/VB)\n",
            "(CHUNK varied/VBN to/TO conform/VB)\n",
            "(CHUNK used/VBN to/TO provide/VB)\n",
            "(CHUNK allowed/VBN to/TO reach/VB)\n",
            "(CHUNK required/VBN to/TO counteract/VB)\n",
            "(CHUNK appear/VB to/TO hold/VB)\n",
            "(CHUNK utilized/VBN to/TO alleviate/VB)\n",
            "(CHUNK investigated/VBN to/TO allow/VB)\n",
            "(CHUNK enlarged/VBN to/TO require/VB)\n",
            "(CHUNK employed/VBN to/TO reduce/VB)\n",
            "(CHUNK wait/VB to/TO see/VB)\n",
            "(CHUNK adjusted/VBN to/TO supply/VB)\n",
            "(CHUNK utilized/VBN to/TO direct/VB)\n",
            "(CHUNK tried/VBD to/TO make/VB)\n",
            "(CHUNK jumping/VBG to/TO anticipate/VB)\n",
            "(CHUNK tried/VBD to/TO tempt/VB)\n",
            "(CHUNK Try/VB to/TO get/VB)\n",
            "(CHUNK bothered/VBN to/TO phone/VB)\n",
            "(CHUNK allowed/VBN to/TO make/VB)\n",
            "(CHUNK go/VB to/TO school/VB)\n",
            "(CHUNK wants/VBZ to/TO pay/VB)\n",
            "(CHUNK seemed/VBD to/TO speak/VB)\n",
            "(CHUNK wired/VBN to/TO set/VB)\n",
            "(CHUNK tried/VBD to/TO shake/VB)\n",
            "(CHUNK going/VBG to/TO follow/VB)\n",
            "(CHUNK served/VBN to/TO overheat/VB)\n",
            "(CHUNK seemed/VBD to/TO crouch/VB)\n",
            "(CHUNK seemed/VBD to/TO advance/VB)\n",
            "(CHUNK seemed/VBD to/TO resist/VB)\n",
            "(CHUNK began/VBD to/TO write/VB)\n",
            "(CHUNK refuse/VB to/TO mention/VB)\n",
            "(CHUNK needed/VBD to/TO eat/VB)\n",
            "(CHUNK wanting/VBG to/TO know/VB)\n",
            "(CHUNK stop/VB to/TO grasp/VB)\n",
            "(CHUNK dared/VBN to/TO defy/VB)\n",
            "(CHUNK hoping/VBG to/TO store/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK want/VB to/TO get/VB)\n",
            "(CHUNK trying/VBG to/TO talk/VB)\n",
            "(CHUNK determined/VBD to/TO go/VB)\n",
            "(CHUNK proposed/VBN to/TO rebuild/VB)\n",
            "(CHUNK going/VBG to/TO stay/VB)\n",
            "(CHUNK plan/VB to/TO repair/VB)\n",
            "(CHUNK Hope/VB to/TO see/VB)\n",
            "(CHUNK used/VBD to/TO take/VB)\n",
            "(CHUNK want/VB to/TO kill/VB)\n",
            "(CHUNK intend/VB to/TO go/VB)\n",
            "(CHUNK wanted/VBN to/TO hurt/VB)\n",
            "(CHUNK bother/VB to/TO think/VB)\n",
            "(CHUNK delighted/VBN to/TO see/VB)\n",
            "(CHUNK began/VBD to/TO weep/VB)\n",
            "(CHUNK began/VBD to/TO move/VB)\n",
            "(CHUNK tried/VBD to/TO push/VB)\n",
            "(CHUNK tried/VBD to/TO rescue/VB)\n",
            "(CHUNK seemed/VBD to/TO hold/VB)\n",
            "(CHUNK began/VBD to/TO think/VB)\n",
            "(CHUNK strove/VBD to/TO think/VB)\n",
            "(CHUNK run/VB to/TO tell/VB)\n",
            "(CHUNK fail/VB to/TO hear/VB)\n",
            "(CHUNK dared/VBD to/TO wait/VB)\n",
            "(CHUNK dared/VBD to/TO pat/VB)\n",
            "(CHUNK trying/VBG to/TO push/VB)\n",
            "(CHUNK began/VBD to/TO whirl/VB)\n",
            "(CHUNK started/VBD to/TO worry/VB)\n",
            "(CHUNK tried/VBD to/TO push/VB)\n",
            "(CHUNK wanted/VBD to/TO get/VB)\n",
            "(CHUNK tryin/VBG to/TO fuck/VB)\n",
            "(CHUNK tried/VBD to/TO stifle/VB)\n",
            "(CHUNK seeking/VBG to/TO kill/VB)\n",
            "(CHUNK failed/VBD to/TO check/VB)\n",
            "(CHUNK tried/VBD to/TO shut/VB)\n",
            "(CHUNK refuses/VBZ to/TO believe/VB)\n",
            "(CHUNK begun/VBN to/TO study/VB)\n",
            "(CHUNK amazed/VBN to/TO discover/VB)\n",
            "(CHUNK appear/VB to/TO reject/VB)\n",
            "(CHUNK trying/VBG to/TO write/VB)\n",
            "(CHUNK want/VB to/TO weep/VB)\n",
            "(CHUNK love/VB to/TO know/VB)\n",
            "(CHUNK like/VB to/TO know/VB)\n",
            "(CHUNK seem/VB to/TO think/VB)\n",
            "(CHUNK striving/VBG to/TO appear/VB)\n",
            "(CHUNK begin/VB to/TO get/VB)\n",
            "(CHUNK called/VBD to/TO take/VB)\n",
            "(CHUNK bother/VB to/TO shave/VB)\n",
            "(CHUNK tried/VBD to/TO stop/VB)\n",
            "(CHUNK going/VBG to/TO stop/VB)\n",
            "(CHUNK like/VB to/TO hear/VB)\n",
            "(CHUNK itch/VB to/TO relieve/VB)\n",
            "(CHUNK prefer/VB to/TO eat/VB)\n",
            "(CHUNK wanted/VBD to/TO wipe/VB)\n",
            "(CHUNK survive/VB to/TO talk/VB)\n",
            "(CHUNK fit/VBN to/TO kill/VB)\n",
            "(CHUNK began/VBD to/TO whip/VB)\n",
            "(CHUNK seems/VBZ to/TO hover/VB)\n",
            "(CHUNK waiting/VBG to/TO know/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK decided/VBD to/TO remain/VB)\n",
            "(CHUNK appeared/VBD to/TO provide/VB)\n",
            "(CHUNK tried/VBD to/TO outface/VB)\n",
            "(CHUNK turned/VBD to/TO smirk/VB)\n",
            "(CHUNK used/VBN to/TO tell/VB)\n",
            "(CHUNK began/VBD to/TO speak/VB)\n",
            "(CHUNK tried/VBN to/TO force/VB)\n",
            "(CHUNK knelt/VBN to/TO tell/VB)\n",
            "(CHUNK tried/VBD to/TO live/VB)\n",
            "(CHUNK seemed/VBD to/TO grow/VB)\n",
            "(CHUNK continued/VBD to/TO find/VB)\n",
            "(CHUNK going/VBG to/TO allow/VB)\n",
            "(CHUNK continued/VBD to/TO proclaim/VB)\n",
            "(CHUNK came/VBD to/TO warn/VB)\n",
            "(CHUNK refused/VBD to/TO believe/VB)\n",
            "(CHUNK refused/VBN to/TO agree/VB)\n",
            "(CHUNK wanted/VBD to/TO run/VB)\n",
            "(CHUNK going/VBG to/TO comply/VB)\n",
            "(CHUNK started/VBD to/TO run/VB)\n",
            "(CHUNK crouch/VB to/TO get/VB)\n",
            "(CHUNK seem/VB to/TO help/VB)\n",
            "(CHUNK close/VB to/TO emit/VB)\n",
            "(CHUNK twitching/VBG to/TO dislodge/VB)\n",
            "(CHUNK descended/VBN to/TO blot/VB)\n",
            "(CHUNK strained/VBD to/TO hear/VB)\n",
            "(CHUNK going/VBG to/TO let/VB)\n",
            "(CHUNK begun/VBN to/TO walk/VB)\n",
            "(CHUNK wanted/VBD to/TO take/VB)\n",
            "(CHUNK wanted/VBD to/TO talk/VB)\n",
            "(CHUNK want/VB to/TO bring/VB)\n",
            "(CHUNK consented/VBD to/TO postpone/VB)\n",
            "(CHUNK meant/VBD to/TO keep/VB)\n",
            "(CHUNK want/VB to/TO call/VB)\n",
            "(CHUNK expecting/VBG to/TO find/VB)\n",
            "(CHUNK designed/VBN to/TO serve/VB)\n",
            "(CHUNK made/VBN to/TO flow/VB)\n",
            "(CHUNK wanting/VBG to/TO draw/VB)\n",
            "(CHUNK persuaded/VBN to/TO come/VB)\n",
            "(CHUNK told/VBN to/TO ask/VB)\n",
            "(CHUNK wish/VB to/TO make/VB)\n",
            "(CHUNK promised/VBD to/TO speak/VB)\n",
            "(CHUNK moved/VBN to/TO distort/VB)\n",
            "(CHUNK wanted/VBD to/TO emphasize/VB)\n",
            "(CHUNK liking/VBG to/TO work/VB)\n",
            "(CHUNK tries/VBZ to/TO unteach/VB)\n",
            "(CHUNK began/VBD to/TO worry/VB)\n",
            "(CHUNK tried/VBD to/TO insist/VB)\n",
            "(CHUNK moving/VBG to/TO take/VB)\n",
            "(CHUNK tried/VBD to/TO contain/VB)\n",
            "(CHUNK takes/VBZ to/TO drink/VB)\n",
            "(CHUNK aim/VB to/TO keep/VB)\n",
            "(CHUNK tried/VBD to/TO find/VB)\n",
            "(CHUNK stopped/VBD to/TO say/VB)\n",
            "(CHUNK trying/VBG to/TO contain/VB)\n",
            "(CHUNK needed/VBD to/TO say/VB)\n",
            "(CHUNK forgot/VBN to/TO order/VB)\n",
            "(CHUNK began/VBD to/TO dance/VB)\n",
            "(CHUNK planned/VBN to/TO use/VB)\n",
            "(CHUNK began/VBD to/TO shave/VB)\n",
            "(CHUNK began/VBD to/TO pack/VB)\n",
            "(CHUNK seemed/VBD to/TO care/VB)\n",
            "(CHUNK rose/VBD to/TO speak/VB)\n",
            "(CHUNK continue/VB to/TO plague/VB)\n",
            "(CHUNK live/VB to/TO see/VB)\n",
            "(CHUNK poised/VBN to/TO pour/VB)\n",
            "(CHUNK Remember/VB to/TO call/VB)\n",
            "(CHUNK trying/VBG to/TO reach/VB)\n",
            "(CHUNK tried/VBD to/TO reach/VB)\n",
            "(CHUNK used/VBD to/TO love/VB)\n",
            "(CHUNK wants/VBZ to/TO go/VB)\n",
            "(CHUNK wanted/VBD to/TO wring/VB)\n",
            "(CHUNK got/VBD to/TO dancing/VBG)\n",
            "(CHUNK trying/VBG to/TO pick/VB)\n",
            "(CHUNK began/VBD to/TO laugh/VB)\n",
            "(CHUNK trying/VBG to/TO find/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK want/VB to/TO fight/VB)\n",
            "(CHUNK wanting/VBG to/TO sock/VB)\n",
            "(CHUNK trying/VBG to/TO take/VB)\n",
            "(CHUNK want/VB to/TO hear/VB)\n",
            "(CHUNK seemed/VBD to/TO feel/VB)\n",
            "(CHUNK trying/VBG to/TO help/VB)\n",
            "(CHUNK wait/VB to/TO get/VB)\n",
            "(CHUNK expect/VB to/TO escape/VB)\n",
            "(CHUNK try/VB to/TO fathom/VB)\n",
            "(CHUNK allowed/VBN to/TO spend/VB)\n",
            "(CHUNK try/VB to/TO make/VB)\n",
            "(CHUNK wanted/VBD to/TO know/VB)\n",
            "(CHUNK tried/VBD to/TO get/VB)\n",
            "(CHUNK tempted/VBN to/TO ask/VB)\n",
            "(CHUNK decided/VBD to/TO tell/VB)\n",
            "(CHUNK surprised/VBN to/TO find/VB)\n",
            "(CHUNK wished/VBD to/TO show/VB)\n",
            "(CHUNK like/VB to/TO bring/VB)\n",
            "(CHUNK beg/VB to/TO inquire/VB)\n",
            "(CHUNK wanted/VBD to/TO visit/VB)\n",
            "(CHUNK like/VB to/TO enact/VB)\n",
            "(CHUNK wished/VBD to/TO create/VB)\n",
            "(CHUNK wish/VB to/TO deceive/VB)\n",
            "(CHUNK want/VB to/TO create/VB)\n",
            "(CHUNK going/VBG to/TO take/VB)\n",
            "(CHUNK going/VBG to/TO lose/VB)\n",
            "(CHUNK consented/VBD to/TO meet/VB)\n",
            "(CHUNK rose/VBD to/TO go/VB)\n",
            "(CHUNK chosen/VBN to/TO read/VB)\n",
            "(CHUNK started/VBN to/TO cross/VB)\n",
            "(CHUNK seemed/VBD to/TO think/VB)\n",
            "(CHUNK started/VBD to/TO undo/VB)\n",
            "(CHUNK longed/VBD to/TO tell/VB)\n",
            "(CHUNK chose/VBD to/TO read/VB)\n",
            "(CHUNK served/VBN to/TO increase/VB)\n",
            "(CHUNK refused/VBD to/TO bring/VB)\n",
            "(CHUNK got/VBN to/TO stop/VB)\n",
            "(CHUNK want/VB to/TO take/VB)\n",
            "(CHUNK tried/VBD to/TO order/VB)\n",
            "(CHUNK seeking/VBG to/TO create/VB)\n",
            "(CHUNK hope/VB to/TO accomplish/VB)\n",
            "(CHUNK attempt/VB to/TO rise/VB)\n",
            "(CHUNK tried/VBD to/TO rise/VB)\n",
            "(CHUNK began/VBD to/TO crawl/VB)\n",
            "(CHUNK failed/VBD to/TO reach/VB)\n",
            "(CHUNK began/VBD to/TO creep/VB)\n",
            "(CHUNK began/VBD to/TO crawl/VB)\n",
            "(CHUNK promised/VBD to/TO take/VB)\n",
            "(CHUNK meant/VBN to/TO shout/VB)\n",
            "(CHUNK longed/VBN to/TO increase/VB)\n",
            "(CHUNK want/VB to/TO begin/VB)\n",
            "(CHUNK seemed/VBD to/TO imply/VB)\n",
            "(CHUNK stopped/VBD to/TO admire/VB)\n",
            "(CHUNK stayed/VBD to/TO visit/VB)\n",
            "(CHUNK want/VB to/TO get/VB)\n",
            "(CHUNK tried/VBD to/TO remember/VB)\n",
            "(CHUNK began/VBD to/TO riffle/VB)\n",
            "(CHUNK promise/VB to/TO make/VB)\n",
            "(CHUNK like/VB to/TO travel/VB)\n",
            "(CHUNK tried/VBN to/TO repair/VB)\n",
            "(CHUNK used/VBD to/TO play/VB)\n",
            "(CHUNK beginning/VBG to/TO thin/VB)\n",
            "(CHUNK fail/VB to/TO let/VB)\n",
            "(CHUNK lean/VB to/TO reach/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK beginning/VBG to/TO see/VB)\n",
            "(CHUNK bother/VB to/TO wipe/VB)\n",
            "(CHUNK fit/VBN to/TO shake/VB)\n",
            "(CHUNK going/VBG to/TO wake/VB)\n",
            "(CHUNK care/VB to/TO get/VB)\n",
            "(CHUNK tried/VBN to/TO stop/VB)\n",
            "(CHUNK expected/VBD to/TO hear/VB)\n",
            "(CHUNK got/VBD to/TO expect/VB)\n",
            "(CHUNK going/VBG to/TO put/VB)\n",
            "(CHUNK got/VBN to/TO thaw/VB)\n",
            "(CHUNK want/VB to/TO touch/VB)\n",
            "(CHUNK made/VBN to/TO fall/VB)\n",
            "(CHUNK come/VB to/TO rest/VB)\n",
            "(CHUNK trying/VBG to/TO attain/VB)\n",
            "(CHUNK stopped/VBD to/TO gaze/VB)\n",
            "(CHUNK begun/VBN to/TO turn/VB)\n",
            "(CHUNK beginning/VBG to/TO cook/VB)\n",
            "(CHUNK began/VBD to/TO develop/VB)\n",
            "(CHUNK begun/VBN to/TO buy/VB)\n",
            "(CHUNK want/VB to/TO thin/VB)\n",
            "(CHUNK planned/VBD to/TO graduate/VB)\n",
            "(CHUNK going/VBG to/TO tell/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK want/VB to/TO roast/VB)\n",
            "(CHUNK preferred/VBD to/TO sit/VB)\n",
            "(CHUNK liked/VBD to/TO sit/VB)\n",
            "(CHUNK seemed/VBN to/TO come/VB)\n",
            "(CHUNK plan/VB to/TO conduct/VB)\n",
            "(CHUNK required/VBN to/TO detect/VB)\n",
            "(CHUNK obliged/VBN to/TO prepare/VB)\n",
            "(CHUNK began/VBD to/TO rise/VB)\n",
            "(CHUNK attempting/VBG to/TO hide/VB)\n",
            "(CHUNK begun/VBN to/TO protest/VB)\n",
            "(CHUNK come/VB to/TO clean/VB)\n",
            "(CHUNK rose/VBD to/TO put/VB)\n",
            "(CHUNK managed/VBD to/TO persuade/VB)\n",
            "(CHUNK offered/VBD to/TO prevail/VB)\n",
            "(CHUNK want/VB to/TO hear/VB)\n",
            "(CHUNK fumbling/VBG to/TO untie/VB)\n",
            "(CHUNK want/VB to/TO leave/VB)\n",
            "(CHUNK going/VBG to/TO work/VB)\n",
            "(CHUNK want/VB to/TO keep/VB)\n",
            "(CHUNK like/VB to/TO think/VB)\n",
            "(CHUNK began/VBD to/TO wrap/VB)\n",
            "(CHUNK going/VBG to/TO put/VB)\n",
            "(CHUNK agreed/VBN to/TO correspond/VB)\n",
            "(CHUNK lived/VBD to/TO see/VB)\n",
            "(CHUNK longing/VBG to/TO fall/VB)\n",
            "(CHUNK ask/VB to/TO see/VB)\n",
            "(CHUNK seemed/VBD to/TO stride/VB)\n",
            "(CHUNK agreed/VBD to/TO think/VB)\n",
            "(CHUNK wished/VBD to/TO spend/VB)\n",
            "(CHUNK dared/VBN to/TO ask/VB)\n",
            "(CHUNK supposed/VBD to/TO buy/VB)\n",
            "(CHUNK planning/VBG to/TO greet/VB)\n",
            "(CHUNK began/VBD to/TO wonder/VB)\n",
            "(CHUNK refused/VBN to/TO let/VB)\n",
            "(CHUNK wanted/VBD to/TO kill/VB)\n",
            "(CHUNK wanted/VBD to/TO go/VB)\n",
            "(CHUNK seem/VB to/TO know/VB)\n",
            "(CHUNK going/VBG to/TO become/VB)\n",
            "(CHUNK going/VBG to/TO kill/VB)\n",
            "(CHUNK like/VB to/TO tell/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK get/VB to/TO come/VB)\n",
            "(CHUNK like/VB to/TO dance/VB)\n",
            "(CHUNK like/VB to/TO dance/VB)\n",
            "(CHUNK wanted/VBD to/TO believe/VB)\n",
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            "(CHUNK started/VBD to/TO say/VB)\n",
            "(CHUNK Forgot/VBD to/TO get/VB)\n",
            "(CHUNK started/VBD to/TO say/VB)\n",
            "(CHUNK trying/VBG to/TO make/VB)\n",
            "(CHUNK want/VB to/TO sit/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK want/VB to/TO lease/VB)\n",
            "(CHUNK wanted/VBD to/TO shadow/VB)\n",
            "(CHUNK trying/VBG to/TO make/VB)\n",
            "(CHUNK tried/VBN to/TO shadow/VB)\n",
            "(CHUNK going/VBG to/TO join/VB)\n",
            "(CHUNK try/VB to/TO keep/VB)\n",
            "(CHUNK like/VB to/TO run/VB)\n",
            "(CHUNK wanted/VBD to/TO case/VB)\n",
            "(CHUNK going/VBG to/TO join/VB)\n",
            "(CHUNK wanted/VBD to/TO hang/VB)\n",
            "(CHUNK go/VB to/TO pick/VB)\n",
            "(CHUNK began/VBD to/TO back/VB)\n",
            "(CHUNK paused/VBD to/TO feel/VB)\n",
            "(CHUNK decided/VBD to/TO risk/VB)\n",
            "(CHUNK turned/VBD to/TO face/VB)\n",
            "(CHUNK began/VBD to/TO feel/VB)\n",
            "(CHUNK started/VBD to/TO sweep/VB)\n",
            "(CHUNK startled/VBN to/TO find/VB)\n",
            "(CHUNK meant/VBN to/TO convey/VB)\n",
            "(CHUNK going/VBG to/TO leave/VB)\n",
            "(CHUNK returning/VBG to/TO seek/VB)\n",
            "(CHUNK bother/VB to/TO look/VB)\n",
            "(CHUNK try/VB to/TO run/VB)\n",
            "(CHUNK going/VBG to/TO make/VB)\n",
            "(CHUNK began/VBD to/TO wave/VB)\n",
            "(CHUNK gone/VBN to/TO get/VB)\n",
            "(CHUNK Want/VB to/TO try/VB)\n",
            "(CHUNK going/VBG to/TO call/VB)\n",
            "(CHUNK want/VB to/TO find/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK designed/VBN to/TO put/VB)\n",
            "(CHUNK turned/VBD to/TO see/VB)\n",
            "(CHUNK forced/VBN to/TO use/VB)\n",
            "(CHUNK trying/VBG to/TO drag/VB)\n",
            "(CHUNK start/VB to/TO angle/VB)\n",
            "(CHUNK tried/VBD to/TO flatten/VB)\n",
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            "(CHUNK brought/VBN to/TO make/VB)\n",
            "(CHUNK surprised/VBN to/TO find/VB)\n",
            "(CHUNK started/VBN to/TO back/VB)\n",
            "(CHUNK want/VB to/TO try/VB)\n",
            "(CHUNK trying/VBG to/TO catch/VB)\n",
            "(CHUNK used/VBD to/TO keep/VB)\n",
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            "(CHUNK promised/VBD to/TO observe/VB)\n",
            "(CHUNK started/VBD to/TO plod/VB)\n",
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            "(CHUNK beginning/VBG to/TO feel/VB)\n",
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            "(CHUNK forgotten/VBN to/TO turn/VB)\n",
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            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK got/VBD to/TO remember/VB)\n",
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            "(CHUNK threaten/VB to/TO call/VB)\n",
            "(CHUNK need/VB to/TO take/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK get/VB to/TO know/VB)\n",
            "(CHUNK paused/VBD to/TO look/VB)\n",
            "(CHUNK seemed/VBD to/TO remember/VB)\n",
            "(CHUNK Happened/VBN to/TO hear/VB)\n",
            "(CHUNK got/VBN to/TO get/VB)\n",
            "(CHUNK begun/VBN to/TO tell/VB)\n",
            "(CHUNK begun/VBN to/TO question/VB)\n",
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            "(CHUNK wished/VBD to/TO frighten/VB)\n",
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            "(CHUNK wished/VBN to/TO make/VB)\n",
            "(CHUNK tried/VBN to/TO give/VB)\n",
            "(CHUNK got/VBN to/TO eat/VB)\n",
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            "(CHUNK trying/VBG to/TO find/VB)\n",
            "(CHUNK want/VB to/TO talk/VB)\n",
            "(CHUNK refusing/VBG to/TO bear/VB)\n",
            "(CHUNK Try/VB to/TO find/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK like/VB to/TO make/VB)\n",
            "(CHUNK going/VBG to/TO go/VB)\n",
            "(CHUNK Remember/VB to/TO tell/VB)\n",
            "(CHUNK wanted/VBD to/TO know/VB)\n",
            "(CHUNK tried/VBD to/TO think/VB)\n",
            "(CHUNK tried/VBN to/TO make/VB)\n",
            "(CHUNK began/VBD to/TO nod/VB)\n",
            "(CHUNK began/VBD to/TO sink/VB)\n",
            "(CHUNK tried/VBD to/TO think/VB)\n",
            "(CHUNK tried/VBD to/TO explain/VB)\n",
            "(CHUNK going/VBG to/TO die/VB)\n",
            "(CHUNK going/VBG to/TO die/VB)\n",
            "(CHUNK managed/VBD to/TO cover/VB)\n",
            "(CHUNK going/VBG to/TO believe/VB)\n",
            "(CHUNK expected/VBN to/TO stand/VB)\n",
            "(CHUNK made/VBN to/TO include/VB)\n",
            "(CHUNK bothering/VBG to/TO whisper/VB)\n",
            "(CHUNK waiting/VBG to/TO see/VB)\n",
            "(CHUNK agreed/VBN to/TO fill/VB)\n",
            "(CHUNK waiting/VBG to/TO report/VB)\n",
            "(CHUNK going/VBG to/TO like/VB)\n",
            "(CHUNK going/VBG to/TO louse/VB)\n",
            "(CHUNK installed/VBN to/TO film/VB)\n",
            "(CHUNK going/VBG to/TO see/VB)\n",
            "(CHUNK expect/VB to/TO get/VB)\n",
            "(CHUNK going/VBG to/TO stand/VB)\n",
            "(CHUNK try/VB to/TO stop/VB)\n",
            "(CHUNK going/VBG to/TO ask/VB)\n",
            "(CHUNK hoping/VBG to/TO hear/VB)\n",
            "(CHUNK constrained/VBN to/TO add/VB)\n",
            "(CHUNK wants/VBZ to/TO pass/VB)\n",
            "(CHUNK try/VB to/TO phone/VB)\n",
            "(CHUNK like/VB to/TO sing/VB)\n",
            "(CHUNK forced/VBN to/TO undergo/VB)\n",
            "(CHUNK supposed/VBN to/TO make/VB)\n",
            "(CHUNK wants/VBZ to/TO ask/VB)\n",
            "(CHUNK decided/VBD to/TO let/VB)\n",
            "(CHUNK got/VBN to/TO go/VB)\n",
            "(CHUNK tried/VBD to/TO ignore/VB)\n",
            "(CHUNK going/VBG to/TO keep/VB)\n",
            "(CHUNK startled/VBN to/TO meet/VB)\n",
            "(CHUNK came/VBD to/TO examine/VB)\n",
            "(CHUNK tried/VBD to/TO bring/VB)\n",
            "(CHUNK reaching/VBG to/TO release/VB)\n",
            "(CHUNK waiting/VBG to/TO report/VB)\n",
            "(CHUNK used/VBD to/TO paint/VB)\n",
            "(CHUNK Begin/VB to/TO look/VB)\n",
            "(CHUNK wanted/VBD to/TO see/VB)\n",
            "(CHUNK Failing/VBG to/TO find/VB)\n",
            "(CHUNK Try/VB to/TO forget/VB)\n",
            "(CHUNK seen/VBN to/TO leave/VB)\n",
            "(CHUNK forced/VBN to/TO give/VB)\n",
            "(CHUNK inclined/VBN to/TO admit/VB)\n",
            "(CHUNK began/VBD to/TO make/VB)\n",
            "(CHUNK professed/VBD to/TO know/VB)\n",
            "(CHUNK asked/VBD to/TO use/VB)\n",
            "(CHUNK leaving/VBG to/TO keep/VB)\n",
            "(CHUNK fit/VBN to/TO consult/VB)\n",
            "(CHUNK asked/VBD to/TO see/VB)\n",
            "(CHUNK wanted/VBD to/TO make/VB)\n",
            "(CHUNK continued/VBD to/TO discharge/VB)\n",
            "(CHUNK seem/VB to/TO belong/VB)\n",
            "(CHUNK began/VBD to/TO flicker/VB)\n",
            "(CHUNK trying/VBG to/TO wreck/VB)\n",
            "(CHUNK fit/VBN to/TO touch/VB)\n",
            "(CHUNK going/VBG to/TO take/VB)\n",
            "(CHUNK trying/VBG to/TO clear/VB)\n",
            "(CHUNK want/VB to/TO spend/VB)\n",
            "(CHUNK paused/VBD to/TO look/VB)\n",
            "(CHUNK going/VBG to/TO allow/VB)\n",
            "(CHUNK like/VB to/TO talk/VB)\n",
            "(CHUNK planning/VBG to/TO set/VB)\n",
            "(CHUNK bent/VBD to/TO examine/VB)\n",
            "(CHUNK turned/VBD to/TO jump/VB)\n",
            "(CHUNK started/VBD to/TO retch/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK come/VBN to/TO recognize/VB)\n",
            "(CHUNK expected/VBN to/TO report/VB)\n",
            "(CHUNK failed/VBD to/TO see/VB)\n",
            "(CHUNK failed/VBD to/TO notify/VB)\n",
            "(CHUNK failed/VBD to/TO co-operate/VB)\n",
            "(CHUNK stopping/VBG to/TO hear/VB)\n",
            "(CHUNK want/VB to/TO talk/VB)\n",
            "(CHUNK going/VBG to/TO cost/VB)\n",
            "(CHUNK wanted/VBD to/TO ask/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK going/VBG to/TO swear/VB)\n",
            "(CHUNK tried/VBD to/TO keep/VB)\n",
            "(CHUNK think/VB to/TO look/VB)\n",
            "(CHUNK tried/VBD to/TO find/VB)\n",
            "(CHUNK bear/VB to/TO hold/VB)\n",
            "(CHUNK began/VBD to/TO pace/VB)\n",
            "(CHUNK tried/VBD to/TO tell/VB)\n",
            "(CHUNK intended/VBD to/TO scare/VB)\n",
            "(CHUNK began/VBD to/TO think/VB)\n",
            "(CHUNK hired/VBN to/TO take/VB)\n",
            "(CHUNK going/VBG to/TO send/VB)\n",
            "(CHUNK helped/VBN to/TO create/VB)\n",
            "(CHUNK wanted/VBD to/TO give/VB)\n",
            "(CHUNK led/VBN to/TO believe/VB)\n",
            "(CHUNK trying/VBG to/TO escape/VB)\n",
            "(CHUNK began/VBD to/TO thrash/VB)\n",
            "(CHUNK get/VB to/TO work/VB)\n",
            "(CHUNK come/VBN to/TO work/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK wanted/VBD to/TO get/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK managed/VBD to/TO swallow/VB)\n",
            "(CHUNK threatened/VBD to/TO fire/VB)\n",
            "(CHUNK happen/VB to/TO see/VB)\n",
            "(CHUNK going/VBG to/TO eat/VB)\n",
            "(CHUNK began/VBD to/TO weep/VB)\n",
            "(CHUNK happens/VBZ to/TO ask/VB)\n",
            "(CHUNK want/VB to/TO rent/VB)\n",
            "(CHUNK Try/VB to/TO imagine/VB)\n",
            "(CHUNK promised/VBN to/TO pay/VB)\n",
            "(CHUNK planning/VBG to/TO remarry/VB)\n",
            "(CHUNK determined/VBN to/TO get/VB)\n",
            "(CHUNK seemed/VBD to/TO swell/VB)\n",
            "(CHUNK surprised/VBN to/TO meet/VB)\n",
            "(CHUNK trying/VBG to/TO tell/VB)\n",
            "(CHUNK known/VBN to/TO run/VB)\n",
            "(CHUNK seem/VB to/TO preserve/VB)\n",
            "(CHUNK got/VBD to/TO understand/VB)\n",
            "(CHUNK got/VBN to/TO know/VB)\n",
            "(CHUNK came/VBD to/TO ask/VB)\n",
            "(CHUNK asked/VBD to/TO see/VB)\n",
            "(CHUNK began/VBD to/TO abuse/VB)\n",
            "(CHUNK hurry/VB to/TO hang/VB)\n",
            "(CHUNK seemed/VBD to/TO mind/VB)\n",
            "(CHUNK started/VBD to/TO cross/VB)\n",
            "(CHUNK started/VBD to/TO curse/VB)\n",
            "(CHUNK offering/VBG to/TO buy/VB)\n",
            "(CHUNK began/VBD to/TO feel/VB)\n",
            "(CHUNK seem/VB to/TO wink/VB)\n",
            "(CHUNK continued/VBD to/TO stare/VB)\n",
            "(CHUNK beginning/VBG to/TO feel/VB)\n",
            "(CHUNK like/VB to/TO listen/VB)\n",
            "(CHUNK want/VB to/TO study/VB)\n",
            "(CHUNK relieved/VBN to/TO see/VB)\n",
            "(CHUNK seemed/VBD to/TO notice/VB)\n",
            "(CHUNK decided/VBD to/TO stay/VB)\n",
            "(CHUNK startled/VBN to/TO see/VB)\n",
            "(CHUNK began/VBD to/TO feel/VB)\n",
            "(CHUNK bothered/VBD to/TO ask/VB)\n",
            "(CHUNK beginning/VBG to/TO take/VB)\n",
            "(CHUNK began/VBD to/TO wish/VB)\n",
            "(CHUNK want/VB to/TO encourage/VB)\n",
            "(CHUNK began/VBD to/TO talk/VB)\n",
            "(CHUNK paused/VBD to/TO moisten/VB)\n",
            "(CHUNK went/VBD to/TO join/VB)\n",
            "(CHUNK got/VBD to/TO go/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK want/VB to/TO know/VB)\n",
            "(CHUNK want/VB to/TO take/VB)\n",
            "(CHUNK want/VB to/TO leave/VB)\n",
            "(CHUNK got/VBN to/TO assume/VB)\n",
            "(CHUNK got/VBN to/TO keep/VB)\n",
            "(CHUNK burning/VBG to/TO light/VB)\n",
            "(CHUNK decided/VBD to/TO leave/VB)\n",
            "(CHUNK set/VBN to/TO stay/VB)\n",
            "(CHUNK going/VBG to/TO kill/VB)\n",
            "(CHUNK go/VB to/TO bat/VB)\n",
            "(CHUNK stopped/VBD to/TO cherish/VB)\n",
            "(CHUNK struggling/VBG to/TO bridge/VB)\n",
            "(CHUNK learning/VBG to/TO think/VB)\n",
            "(CHUNK delighted/VBN to/TO encounter/VB)\n",
            "(CHUNK wanted/VBD to/TO explain/VB)\n",
            "(CHUNK taught/VBN to/TO grow/VB)\n",
            "(CHUNK Taught/VBN to/TO grow/VB)\n",
            "(CHUNK opened/VBD to/TO sell/VB)\n",
            "(CHUNK required/VBN to/TO assume/VB)\n",
            "(CHUNK want/VB to/TO make/VB)\n",
            "(CHUNK got/VBN to/TO hold/VB)\n",
            "(CHUNK want/VB to/TO inquire/VB)\n",
            "(CHUNK seemed/VBD to/TO spend/VB)\n",
            "(CHUNK preoccupied/VBN to/TO cook/VB)\n",
            "(CHUNK asked/VBN to/TO speak/VB)\n",
            "(CHUNK pacing/VBG to/TO stare/VB)\n",
            "(CHUNK wished/VBD to/TO make/VB)\n",
            "(CHUNK began/VBD to/TO build/VB)\n",
            "(CHUNK needed/VBN to/TO carry/VB)\n",
            "(CHUNK meaning/VBG to/TO live/VB)\n",
            "(CHUNK agreed/VBD to/TO help/VB)\n",
            "(CHUNK agreed/VBD to/TO take/VB)\n",
            "(CHUNK contract/VB to/TO let/VB)\n",
            "(CHUNK refused/VBD to/TO believe/VB)\n",
            "(CHUNK meant/VBD to/TO invade/VB)\n",
            "(CHUNK going/VBG to/TO turn/VB)\n",
            "(CHUNK got/VBN to/TO intercept/VB)\n",
            "(CHUNK permitted/VBN to/TO go/VB)\n",
            "(CHUNK failed/VBN to/TO anticipate/VB)\n",
            "(CHUNK needed/VBD to/TO make/VB)\n",
            "(CHUNK use/VB to/TO make/VB)\n",
            "(CHUNK help/VB to/TO repel/VB)\n",
            "(CHUNK seems/VBZ to/TO shield/VB)\n",
            "(CHUNK pretending/VBG to/TO sleep/VB)\n",
            "(CHUNK threatening/VBG to/TO report/VB)\n",
            "(CHUNK seem/VB to/TO concentrate/VB)\n",
            "(CHUNK want/VB to/TO give/VB)\n",
            "(CHUNK trying/VBG to/TO pull/VB)\n",
            "(CHUNK adjusted/VBN to/TO operate/VB)\n",
            "(CHUNK like/VB to/TO see/VB)\n",
            "(CHUNK bent/VBD to/TO observe/VB)\n",
            "(CHUNK forced/VBN to/TO accompany/VB)\n",
            "(CHUNK fear/VB to/TO tread/VB)\n",
            "(CHUNK programed/VBN to/TO compute/VB)\n",
            "(CHUNK remember/VB to/TO program/VB)\n",
            "(CHUNK directed/VBN to/TO develop/VB)\n",
            "(CHUNK schooled/VBN to/TO examine/VB)\n",
            "(CHUNK appeared/VBD to/TO require/VB)\n",
            "(CHUNK encouraged/VBN to/TO develop/VB)\n",
            "(CHUNK remembered/VBN to/TO introduce/VB)\n",
            "(CHUNK guided/VBN to/TO make/VB)\n",
            "(CHUNK tried/VBD to/TO run/VB)\n",
            "(CHUNK tried/VBD to/TO tell/VB)\n",
            "(CHUNK tried/VBD to/TO ask/VB)\n",
            "(CHUNK want/VB to/TO ask/VB)\n",
            "(CHUNK going/VBG to/TO come/VB)\n",
            "(CHUNK going/VBG to/TO happen/VB)\n",
            "(CHUNK going/VBG to/TO happen/VB)\n",
            "(CHUNK going/VBG to/TO take/VB)\n",
            "(CHUNK inclined/VBN to/TO think/VB)\n",
            "(CHUNK manage/VB to/TO follow/VB)\n",
            "(CHUNK wanting/VBG to/TO tell/VB)\n",
            "(CHUNK tried/VBN to/TO write/VB)\n",
            "(CHUNK exhausted/VBN to/TO stay/VB)\n",
            "(CHUNK afford/VB to/TO lose/VB)\n",
            "(CHUNK afford/VB to/TO pay/VB)\n",
            "(CHUNK used/VBD to/TO work/VB)\n",
            "(CHUNK going/VBG to/TO give/VB)\n",
            "(CHUNK began/VBD to/TO rock/VB)\n",
            "(CHUNK tried/VBD to/TO call/VB)\n",
            "(CHUNK stoop/VB to/TO catch/VB)\n",
            "(CHUNK began/VBD to/TO paw/VB)\n",
            "(CHUNK began/VBD to/TO nod/VB)\n",
            "(CHUNK hate/VB to/TO leave/VB)\n",
            "(CHUNK want/VB to/TO leave/VB)\n",
            "(CHUNK groped/VBD to/TO reassemble/VB)\n",
            "(CHUNK begun/VBN to/TO blow/VB)\n",
            "(CHUNK began/VBD to/TO dissolve/VB)\n",
            "(CHUNK meant/VBD to/TO help/VB)\n",
            "(CHUNK began/VBD to/TO tire/VB)\n",
            "(CHUNK riding/VBG to/TO kill/VB)\n",
            "(CHUNK got/VBN to/TO get/VB)\n",
            "(CHUNK trying/VBG to/TO decide/VB)\n",
            "(CHUNK try/VB to/TO cut/VB)\n",
            "(CHUNK began/VBD to/TO weep/VB)\n",
            "(CHUNK going/VBG to/TO walk/VB)\n",
            "(CHUNK tried/VBD to/TO veer/VB)\n",
            "(CHUNK managed/VBD to/TO bat/VB)\n",
            "(CHUNK Try/VB to/TO find/VB)\n",
            "(CHUNK began/VBD to/TO explode/VB)\n",
            "(CHUNK racing/VBG to/TO join/VB)\n",
            "(CHUNK began/VBD to/TO snap/VB)\n",
            "(CHUNK began/VBD to/TO buckle/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK seem/VB to/TO think/VB)\n",
            "(CHUNK goin'/VBG to/TO move/VB)\n",
            "(CHUNK goin'/VBG to/TO go/VB)\n",
            "(CHUNK goin'/VBG to/TO help/VB)\n",
            "(CHUNK employed/VBD to/TO live/VB)\n",
            "(CHUNK trying/VBG to/TO keep/VB)\n",
            "(CHUNK try/VB to/TO cut/VB)\n",
            "(CHUNK going/VBG to/TO wait/VB)\n",
            "(CHUNK started/VBD to/TO slump/VB)\n",
            "(CHUNK started/VBD to/TO run/VB)\n",
            "(CHUNK goin'/VBG to/TO kill/VB)\n",
            "(CHUNK fighting/VBG to/TO hold/VB)\n",
            "(CHUNK started/VBD to/TO slump/VB)\n",
            "(CHUNK forgot/VBD to/TO aim/VB)\n",
            "(CHUNK started/VBD to/TO raise/VB)\n",
            "(CHUNK seem/VB to/TO tell/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK meant/VBN to/TO insult/VB)\n",
            "(CHUNK meant/VBD to/TO say/VB)\n",
            "(CHUNK tried/VBD to/TO step/VB)\n",
            "(CHUNK tried/VBD to/TO break/VB)\n",
            "(CHUNK seemed/VBD to/TO pull/VB)\n",
            "(CHUNK seemed/VBD to/TO change/VB)\n",
            "(CHUNK want/VB to/TO know/VB)\n",
            "(CHUNK start/VB to/TO work/VB)\n",
            "(CHUNK straining/VBG to/TO stay/VB)\n",
            "(CHUNK Go/VB to/TO sleep/VB)\n",
            "(CHUNK stop/VB to/TO graze/VB)\n",
            "(CHUNK bothered/VBD to/TO speak/VB)\n",
            "(CHUNK attempted/VBD to/TO salvage/VB)\n",
            "(CHUNK seemed/VBD to/TO indicate/VB)\n",
            "(CHUNK attempted/VBD to/TO form/VB)\n",
            "(CHUNK tried/VBD to/TO pick/VB)\n",
            "(CHUNK appeared/VBD to/TO disapprove/VB)\n",
            "(CHUNK expected/VBN to/TO find/VB)\n",
            "(CHUNK decided/VBD to/TO see/VB)\n",
            "(CHUNK go/VB to/TO look/VB)\n",
            "(CHUNK wished/VBD to/TO prepare/VB)\n",
            "(CHUNK hoping/VBG to/TO see/VB)\n",
            "(CHUNK cease/VB to/TO feel/VB)\n",
            "(CHUNK forced/VBN to/TO admit/VB)\n",
            "(CHUNK expect/VB to/TO see/VB)\n",
            "(CHUNK liked/VBN to/TO liberate/VB)\n",
            "(CHUNK relieved/VBN to/TO see/VB)\n",
            "(CHUNK try/VB to/TO thank/VB)\n",
            "(CHUNK like/VB to/TO starve/VB)\n",
            "(CHUNK hoped/VBD to/TO succeed/VB)\n",
            "(CHUNK hated/VBD to/TO answer/VB)\n",
            "(CHUNK got/VBN to/TO get/VB)\n",
            "(CHUNK swung/VBD to/TO see/VB)\n",
            "(CHUNK offered/VBN to/TO walk/VB)\n",
            "(CHUNK wanted/VBD to/TO avoid/VB)\n",
            "(CHUNK dared/VBN to/TO enter/VB)\n",
            "(CHUNK failing/VBG to/TO understand/VB)\n",
            "(CHUNK pause/VB to/TO consider/VB)\n",
            "(CHUNK chose/VBD to/TO ignore/VB)\n",
            "(CHUNK dare/VB to/TO face/VB)\n",
            "(CHUNK continued/VBD to/TO move/VB)\n",
            "(CHUNK started/VBD to/TO brush/VB)\n",
            "(CHUNK trying/VBG to/TO focus/VB)\n",
            "(CHUNK tried/VBD to/TO fling/VB)\n",
            "(CHUNK want/VB to/TO tell/VB)\n",
            "(CHUNK attempted/VBD to/TO kiss/VB)\n",
            "(CHUNK going/VBG to/TO listen/VB)\n",
            "(CHUNK going/VBG to/TO listen/VB)\n",
            "(CHUNK want/VB to/TO miss/VB)\n",
            "(CHUNK goin'/VBG to/TO say/VB)\n",
            "(CHUNK going/VBG to/TO take/VB)\n",
            "(CHUNK supposed/VBD to/TO walk/VB)\n",
            "(CHUNK waiting/VBG to/TO catch/VB)\n",
            "(CHUNK like/VB to/TO bother/VB)\n",
            "(CHUNK attempted/VBD to/TO push/VB)\n",
            "(CHUNK going/VBG to/TO kill/VB)\n",
            "(CHUNK going/VBG to/TO kill/VB)\n",
            "(CHUNK trying/VBG to/TO keep/VB)\n",
            "(CHUNK seeming/VBG to/TO like/VB)\n",
            "(CHUNK got/VBN to/TO take/VB)\n",
            "(CHUNK going/VBG to/TO need/VB)\n",
            "(CHUNK want/VB to/TO put/VB)\n",
            "(CHUNK hoped/VBN to/TO catch/VB)\n",
            "(CHUNK went/VBD to/TO look/VB)\n",
            "(CHUNK wanting/VBG to/TO unlock/VB)\n",
            "(CHUNK amazed/VBN to/TO see/VB)\n",
            "(CHUNK refused/VBD to/TO give/VB)\n",
            "(CHUNK tried/VBD to/TO lift/VB)\n",
            "(CHUNK forced/VBN to/TO agree/VB)\n",
            "(CHUNK fails/VBZ to/TO substantiate/VB)\n",
            "(CHUNK wants/VBZ to/TO see/VB)\n",
            "(CHUNK beginning/VBG to/TO get/VB)\n",
            "(CHUNK continued/VBD to/TO smile/VB)\n",
            "(CHUNK turned/VBD to/TO add/VB)\n",
            "(CHUNK wanted/VBD to/TO get/VB)\n",
            "(CHUNK continued/VBD to/TO snort/VB)\n",
            "(CHUNK started/VBD to/TO reach/VB)\n",
            "(CHUNK beginning/VBG to/TO recover/VB)\n",
            "(CHUNK going/VBG to/TO talk/VB)\n",
            "(CHUNK like/VB to/TO kill/VB)\n",
            "(CHUNK going/VBG to/TO hear/VB)\n",
            "(CHUNK wanted/VBD to/TO hear/VB)\n",
            "(CHUNK came/VBD to/TO investigate/VB)\n",
            "(CHUNK managed/VBD to/TO duck/VB)\n",
            "(CHUNK began/VBD to/TO focus/VB)\n",
            "(CHUNK trying/VBG to/TO yank/VB)\n",
            "(CHUNK began/VBD to/TO snort/VB)\n",
            "(CHUNK wanted/VBD to/TO show/VB)\n",
            "(CHUNK tried/VBD to/TO start/VB)\n",
            "(CHUNK going/VBG to/TO let/VB)\n",
            "(CHUNK going/VBG to/TO fight/VB)\n",
            "(CHUNK attempting/VBG to/TO speak/VB)\n",
            "(CHUNK longing/VBG to/TO catch/VB)\n",
            "(CHUNK rejoicing/VBG to/TO think/VB)\n",
            "(CHUNK like/VB to/TO get/VB)\n",
            "(CHUNK tried/VBD to/TO go/VB)\n",
            "(CHUNK seemed/VBD to/TO make/VB)\n",
            "(CHUNK aim/VB to/TO give/VB)\n",
            "(CHUNK want/VB to/TO trade/VB)\n",
            "(CHUNK beginning/VBG to/TO turn/VB)\n",
            "(CHUNK forced/VBN to/TO maintain/VB)\n",
            "(CHUNK hope/VB to/TO locate/VB)\n",
            "(CHUNK paused/VBD to/TO gather/VB)\n",
            "(CHUNK bothering/VBG to/TO note/VB)\n",
            "(CHUNK turned/VBD to/TO survey/VB)\n",
            "(CHUNK started/VBD to/TO struggle/VB)\n",
            "(CHUNK started/VBD to/TO return/VB)\n",
            "(CHUNK pretended/VBN to/TO give/VB)\n",
            "(CHUNK served/VBD to/TO increase/VB)\n",
            "(CHUNK determined/VBN to/TO drive/VB)\n",
            "(CHUNK try/VB to/TO go/VB)\n",
            "(CHUNK began/VBD to/TO run/VB)\n",
            "(CHUNK continued/VBD to/TO come/VB)\n",
            "(CHUNK continued/VBN to/TO camouflage/VB)\n",
            "(CHUNK Forced/VBN to/TO realize/VB)\n",
            "(CHUNK trying/VBG to/TO grab/VB)\n",
            "(CHUNK trying/VBG to/TO read/VB)\n",
            "(CHUNK began/VBD to/TO drink/VB)\n",
            "(CHUNK started/VBD to/TO slide/VB)\n",
            "(CHUNK mean/VB to/TO pry/VB)\n",
            "(CHUNK going/VBG to/TO sell/VB)\n",
            "(CHUNK pleased/VBN to/TO hear/VB)\n",
            "(CHUNK starting/VBG to/TO itch/VB)\n",
            "(CHUNK like/VB to/TO think/VB)\n",
            "(CHUNK supposed/VBN to/TO meet/VB)\n",
            "(CHUNK wait/VB to/TO get/VB)\n",
            "(CHUNK seem/VB to/TO dwell/VB)\n",
            "(CHUNK feared/VBD to/TO dwell/VB)\n",
            "(CHUNK tried/VBD to/TO date/VB)\n",
            "(CHUNK trying/VBG to/TO cut/VB)\n",
            "(CHUNK beginning/VBG to/TO collect/VB)\n",
            "(CHUNK determined/VBN to/TO find/VB)\n",
            "(CHUNK put/VB to/TO use/VB)\n",
            "(CHUNK determined/VBN to/TO spend/VB)\n",
            "(CHUNK hoping/VBG to/TO escape/VB)\n",
            "(CHUNK pleased/VBN to/TO note/VB)\n",
            "(CHUNK calculated/VBN to/TO glamorize/VB)\n",
            "(CHUNK began/VBD to/TO explain/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK wanted/VBD to/TO turn/VB)\n",
            "(CHUNK began/VBD to/TO whip/VB)\n",
            "(CHUNK failed/VBD to/TO find/VB)\n",
            "(CHUNK meant/VBN to/TO save/VB)\n",
            "(CHUNK wanted/VBD to/TO waste/VB)\n",
            "(CHUNK want/VB to/TO get/VB)\n",
            "(CHUNK going/VBG to/TO explode/VB)\n",
            "(CHUNK seemed/VBD to/TO disintegrate/VB)\n",
            "(CHUNK intended/VBN to/TO propitiate/VB)\n",
            "(CHUNK embarrassing/VBG to/TO see/VB)\n",
            "(CHUNK going/VBG to/TO keel/VB)\n",
            "(CHUNK seemed/VBD to/TO enjoy/VB)\n",
            "(CHUNK like/VB to/TO know/VB)\n",
            "(CHUNK deserve/VB to/TO lie/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK pretending/VBG to/TO joke/VB)\n",
            "(CHUNK used/VBD to/TO try/VB)\n",
            "(CHUNK trying/VBG to/TO look/VB)\n",
            "(CHUNK began/VBD to/TO watch/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK seemed/VBD to/TO sink/VB)\n",
            "(CHUNK began/VBD to/TO ooze/VB)\n",
            "(CHUNK began/VBD to/TO move/VB)\n",
            "(CHUNK seemed/VBD to/TO know/VB)\n",
            "(CHUNK trying/VBG to/TO talk/VB)\n",
            "(CHUNK continued/VBD to/TO lash/VB)\n",
            "(CHUNK turned/VBD to/TO look/VB)\n",
            "(CHUNK struggled/VBD to/TO control/VB)\n",
            "(CHUNK deserved/VBD to/TO live/VB)\n",
            "(CHUNK like/VB to/TO hunt/VB)\n",
            "(CHUNK left/VBN to/TO say/VB)\n",
            "(CHUNK like/VB to/TO recognize/VB)\n",
            "(CHUNK wanting/VBG to/TO fly/VB)\n",
            "(CHUNK dispatched/VBN to/TO harry/VB)\n",
            "(CHUNK started/VBD to/TO buckle/VB)\n",
            "(CHUNK began/VBD to/TO crawl/VB)\n",
            "(CHUNK wanted/VBD to/TO lose/VB)\n",
            "(CHUNK going/VBG to/TO show/VB)\n",
            "(CHUNK going/VBG to/TO give/VB)\n",
            "(CHUNK trying/VBG to/TO size/VB)\n",
            "(CHUNK seemed/VBD to/TO promise/VB)\n",
            "(CHUNK hate/VB to/TO run/VB)\n",
            "(CHUNK turned/VBD to/TO face/VB)\n",
            "(CHUNK wish/VB to/TO enter/VB)\n",
            "(CHUNK intend/VB to/TO speak/VB)\n",
            "(CHUNK determined/VBN to/TO make/VB)\n",
            "(CHUNK want/VB to/TO upset/VB)\n",
            "(CHUNK resolved/VBD to/TO make/VB)\n",
            "(CHUNK left/VBN to/TO distract/VB)\n",
            "(CHUNK vied/VBN to/TO knock/VB)\n",
            "(CHUNK equipped/VBN to/TO die/VB)\n",
            "(CHUNK tried/VBD to/TO roll/VB)\n",
            "(CHUNK commenced/VBD to/TO weep/VB)\n",
            "(CHUNK began/VBD to/TO uncap/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK expected/VBN to/TO risk/VB)\n",
            "(CHUNK decided/VBD to/TO set/VB)\n",
            "(CHUNK seem/VB to/TO locate/VB)\n",
            "(CHUNK allowed/VBN to/TO come/VB)\n",
            "(CHUNK allowed/VBN to/TO leave/VB)\n",
            "(CHUNK sent/VBN to/TO clean/VB)\n",
            "(CHUNK proceeded/VBD to/TO disturb/VB)\n",
            "(CHUNK came/VBD to/TO teach/VB)\n",
            "(CHUNK wait/VB to/TO get/VB)\n",
            "(CHUNK beginning/VBG to/TO stir/VB)\n",
            "(CHUNK got/VBN to/TO get/VB)\n",
            "(CHUNK seemed/VBD to/TO think/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK struggling/VBG to/TO get/VB)\n",
            "(CHUNK mean/VB to/TO pull/VB)\n",
            "(CHUNK got/VBN to/TO take/VB)\n",
            "(CHUNK trying/VBG to/TO think/VB)\n",
            "(CHUNK seeming/VBG to/TO scream/VB)\n",
            "(CHUNK sought/VBD to/TO make/VB)\n",
            "(CHUNK proceeded/VBD to/TO give/VB)\n",
            "(CHUNK advised/VBN to/TO flee/VB)\n",
            "(CHUNK like/VB to/TO hurt/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK chanced/VBD to/TO glance/VB)\n",
            "(CHUNK vowed/VBD to/TO take/VB)\n",
            "(CHUNK started/VBD to/TO move/VB)\n",
            "(CHUNK began/VBD to/TO sizzle/VB)\n",
            "(CHUNK cared/VBD to/TO see/VB)\n",
            "(CHUNK time/VB to/TO pay/VB)\n",
            "(CHUNK determined/VBN to/TO hold/VB)\n",
            "(CHUNK beginning/VBG to/TO fold/VB)\n",
            "(CHUNK wanted/VBD to/TO smoke/VB)\n",
            "(CHUNK seem/VB to/TO get/VB)\n",
            "(CHUNK trying/VBG to/TO find/VB)\n",
            "(CHUNK like/VB to/TO keep/VB)\n",
            "(CHUNK seem/VB to/TO snap/VB)\n",
            "(CHUNK like/VB to/TO think/VB)\n",
            "(CHUNK beginning/VBG to/TO find/VB)\n",
            "(CHUNK beginning/VBG to/TO look/VB)\n",
            "(CHUNK going/VBG to/TO last/VB)\n",
            "(CHUNK going/VBG to/TO prove/VB)\n",
            "(CHUNK hoped/VBD to/TO die/VB)\n",
            "(CHUNK gone/VBN to/TO live/VB)\n",
            "(CHUNK stayed/VBD to/TO get/VB)\n",
            "(CHUNK turned/VBD to/TO go/VB)\n",
            "(CHUNK going/VBG to/TO see/VB)\n",
            "(CHUNK going/VBG to/TO laugh/VB)\n",
            "(CHUNK tried/VBD to/TO bite/VB)\n",
            "(CHUNK seem/VB to/TO rise/VB)\n",
            "(CHUNK come/VBN to/TO see/VB)\n",
            "(CHUNK got/VBN to/TO know/VB)\n",
            "(CHUNK seem/VB to/TO take/VB)\n",
            "(CHUNK beginning/VBG to/TO creep/VB)\n",
            "(CHUNK seemed/VBN to/TO rain/VB)\n",
            "(CHUNK like/VB to/TO hear/VB)\n",
            "(CHUNK come/VBN to/TO make/VB)\n",
            "(CHUNK started/VBD to/TO move/VB)\n",
            "(CHUNK bent/VBD to/TO pick/VB)\n",
            "(CHUNK permitted/VBN to/TO operate/VB)\n",
            "(CHUNK beginning/VBG to/TO get/VB)\n",
            "(CHUNK seemed/VBD to/TO think/VB)\n",
            "(CHUNK tried/VBD to/TO make/VB)\n",
            "(CHUNK wanted/VBD to/TO present/VB)\n",
            "(CHUNK expected/VBN to/TO stay/VB)\n",
            "(CHUNK wish/VB to/TO start/VB)\n",
            "(CHUNK got/VBN to/TO run/VB)\n",
            "(CHUNK like/VB to/TO talk/VB)\n",
            "(CHUNK disappointed/VBN to/TO find/VB)\n",
            "(CHUNK tried/VBN to/TO reason/VB)\n",
            "(CHUNK trying/VBG to/TO close/VB)\n",
            "(CHUNK want/VB to/TO help/VB)\n",
            "(CHUNK surprised/VBN to/TO see/VB)\n",
            "(CHUNK trying/VBG to/TO find/VB)\n",
            "(CHUNK neglected/VBD to/TO play/VB)\n",
            "(CHUNK wanted/VBD to/TO call/VB)\n",
            "(CHUNK like/VB to/TO offer/VB)\n",
            "(CHUNK want/VB to/TO say/VB)\n",
            "(CHUNK wished/VBD to/TO see/VB)\n",
            "(CHUNK overheard/VBN to/TO say/VB)\n",
            "(CHUNK like/VB to/TO get/VB)\n",
            "(CHUNK expected/VBN to/TO perform/VB)\n",
            "(CHUNK going/VBG to/TO bring/VB)\n",
            "(CHUNK seek/VB to/TO storm/VB)\n",
            "(CHUNK used/VBN to/TO defend/VB)\n",
            "(CHUNK shocked/VBN to/TO find/VB)\n",
            "(CHUNK hesitate/VB to/TO speak/VB)\n",
            "(CHUNK beginning/VBG to/TO study/VB)\n",
            "(CHUNK grow/VB to/TO devote/VB)\n",
            "(CHUNK wish/VB to/TO turn/VB)\n",
            "(CHUNK going/VBG to/TO fail/VB)\n",
            "(CHUNK wished/VBD to/TO change/VB)\n",
            "(CHUNK wanted/VBD to/TO take/VB)\n",
            "(CHUNK wanted/VBD to/TO bring/VB)\n",
            "(CHUNK like/VB to/TO know/VB)\n",
            "(CHUNK intend/VB to/TO marry/VB)\n",
            "(CHUNK began/VBD to/TO talk/VB)\n",
            "(CHUNK used/VBD to/TO play/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK happen/VB to/TO drive/VB)\n",
            "(CHUNK hating/VBG to/TO get/VB)\n",
            "(CHUNK try/VB to/TO walk/VB)\n",
            "(CHUNK left/VBN to/TO believe/VB)\n",
            "(CHUNK tried/VBD to/TO rest/VB)\n",
            "(CHUNK dying/VBG to/TO defend/VB)\n",
            "(CHUNK used/VBD to/TO kid/VB)\n",
            "(CHUNK wanted/VBD to/TO paint/VB)\n",
            "(CHUNK going/VBG to/TO organize/VB)\n",
            "(CHUNK try/VB to/TO paint/VB)\n",
            "(CHUNK used/VBD to/TO hang/VB)\n",
            "(CHUNK prepared/VBN to/TO worship/VB)\n",
            "(CHUNK want/VB to/TO stir/VB)\n",
            "(CHUNK beginning/VBG to/TO gather/VB)\n",
            "(CHUNK tried/VBD to/TO believe/VB)\n",
            "(CHUNK used/VBD to/TO say/VB)\n",
            "(CHUNK began/VBD to/TO shudder/VB)\n",
            "(CHUNK come/VBN to/TO understand/VB)\n",
            "(CHUNK come/VBN to/TO see/VB)\n",
            "(CHUNK called/VBD to/TO say/VB)\n",
            "(CHUNK decided/VBN to/TO cremate/VB)\n",
            "(CHUNK want/VB to/TO meet/VB)\n",
            "(CHUNK impelled/VBN to/TO kneel/VB)\n",
            "(CHUNK trying/VBG to/TO touch/VB)\n",
            "(CHUNK trying/VBG to/TO flatter/VB)\n",
            "(CHUNK trying/VBG to/TO worry/VB)\n",
            "(CHUNK trying/VBG to/TO worry/VB)\n",
            "(CHUNK want/VB to/TO go/VB)\n",
            "(CHUNK like/VB to/TO take/VB)\n",
            "(CHUNK wanted/VBD to/TO know/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK gone/VBN to/TO purify/VB)\n",
            "(CHUNK waiting/VBG to/TO see/VB)\n",
            "(CHUNK come/VBN to/TO skirt/VB)\n",
            "(CHUNK trying/VBG to/TO make/VB)\n",
            "(CHUNK go/VB to/TO sleep/VB)\n",
            "(CHUNK tried/VBD to/TO emulate/VB)\n",
            "(CHUNK began/VBD to/TO pulse/VB)\n",
            "(CHUNK amazed/VBN to/TO find/VB)\n",
            "(CHUNK kneeling/VBG to/TO tie/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK trying/VBG to/TO smile/VB)\n",
            "(CHUNK seemed/VBD to/TO float/VB)\n",
            "(CHUNK tried/VBD to/TO see/VB)\n",
            "(CHUNK stop/VB to/TO analyze/VB)\n",
            "(CHUNK supposed/VBN to/TO joke/VB)\n",
            "(CHUNK supposed/VBN to/TO handle/VB)\n",
            "(CHUNK want/VB to/TO ask/VB)\n",
            "(CHUNK got/VBN to/TO admit/VB)\n",
            "(CHUNK tried/VBD to/TO leave/VB)\n",
            "(CHUNK began/VBD to/TO walk/VB)\n",
            "(CHUNK supposed/VBD to/TO stay/VB)\n",
            "(CHUNK going/VBG to/TO tell/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK intended/VBN to/TO make/VB)\n",
            "(CHUNK began/VBD to/TO zip/VB)\n",
            "(CHUNK obliged/VBN to/TO roll/VB)\n",
            "(CHUNK want/VB to/TO stop/VB)\n",
            "(CHUNK going/VBG to/TO marry/VB)\n",
            "(CHUNK liked/VBD to/TO hear/VB)\n",
            "(CHUNK tempted/VBN to/TO tell/VB)\n",
            "(CHUNK seemed/VBD to/TO mark/VB)\n",
            "(CHUNK tried/VBD to/TO explain/VB)\n",
            "(CHUNK managed/VBD to/TO look/VB)\n",
            "(CHUNK needed/VBD to/TO get/VB)\n",
            "(CHUNK answered/VBD to/TO find/VB)\n",
            "(CHUNK afford/VB to/TO get/VB)\n",
            "(CHUNK started/VBD to/TO look/VB)\n",
            "(CHUNK takes/VBZ to/TO get/VB)\n",
            "(CHUNK going/VBG to/TO get/VB)\n",
            "(CHUNK tried/VBD to/TO quiet/VB)\n",
            "(CHUNK trying/VBG to/TO sound/VB)\n",
            "(CHUNK came/VBD to/TO meet/VB)\n",
            "(CHUNK seemed/VBD to/TO focus/VB)\n",
            "(CHUNK want/VB to/TO talk/VB)\n",
            "(CHUNK want/VB to/TO see/VB)\n",
            "(CHUNK wants/VBZ to/TO get/VB)\n",
            "(CHUNK went/VBD to/TO turn/VB)\n",
            "(CHUNK surprised/VBN to/TO find/VB)\n",
            "(CHUNK want/VB to/TO stay/VB)\n",
            "(CHUNK going/VBG to/TO make/VB)\n",
            "(CHUNK hoped/VBD to/TO dig/VB)\n",
            "(CHUNK trying/VBG to/TO make/VB)\n",
            "(CHUNK going/VBG to/TO lug/VB)\n",
            "(CHUNK surprised/VBN to/TO see/VB)\n",
            "(CHUNK stop/VB to/TO read/VB)\n",
            "(CHUNK intended/VBD to/TO move/VB)\n",
            "(CHUNK rising/VBG to/TO sting/VB)\n",
            "(CHUNK arranged/VBN to/TO live/VB)\n",
            "(CHUNK managed/VBN to/TO find/VB)\n",
            "(CHUNK inclined/VBN to/TO wobble/VB)\n",
            "(CHUNK supposed/VBN to/TO care/VB)\n",
            "(CHUNK shuddered/VBD to/TO think/VB)\n",
            "(CHUNK seemed/VBN to/TO understand/VB)\n",
            "(CHUNK aroused/VBN to/TO go/VB)\n",
            "(CHUNK hate/VB to/TO call/VB)\n",
            "(CHUNK wish/VB to/TO leave/VB)\n",
            "(CHUNK seemed/VBD to/TO follow/VB)\n",
            "(CHUNK supposed/VBN to/TO matter/VB)\n",
            "(CHUNK bothered/VBN to/TO tell/VB)\n",
            "(CHUNK hesitate/VB to/TO use/VB)\n",
            "(CHUNK used/VBD to/TO say/VB)\n",
            "(CHUNK try/VB to/TO persuade/VB)\n",
            "(CHUNK wanted/VBD to/TO keep/VB)\n",
            "(CHUNK trying/VBG to/TO keep/VB)\n",
            "(CHUNK blushed/VBD to/TO admit/VB)\n",
            "(CHUNK want/VB to/TO continue/VB)\n",
            "(CHUNK chosen/VBN to/TO represent/VB)\n",
            "(CHUNK want/VB to/TO leave/VB)\n",
            "(CHUNK wanted/VBD to/TO work/VB)\n",
            "(CHUNK seemed/VBD to/TO regard/VB)\n",
            "(CHUNK forbore/VBD to/TO mention/VB)\n",
            "(CHUNK managed/VBN to/TO open/VB)\n",
            "(CHUNK want/VB to/TO encourage/VB)\n",
            "(CHUNK want/VB to/TO watch/VB)\n",
            "(CHUNK remember/VB to/TO warn/VB)\n",
            "(CHUNK used/VBD to/TO take/VB)\n",
            "(CHUNK want/VB to/TO use/VB)\n",
            "(CHUNK started/VBD to/TO throw/VB)\n",
            "(CHUNK began/VBD to/TO swing/VB)\n",
            "(CHUNK started/VBD to/TO carry/VB)\n",
            "(CHUNK began/VBD to/TO look/VB)\n",
            "(CHUNK going/VBG to/TO happen/VB)\n",
            "(CHUNK began/VBD to/TO walk/VB)\n",
            "(CHUNK trying/VBG to/TO say/VB)\n",
            "(CHUNK trying/VBG to/TO say/VB)\n",
            "(CHUNK started/VBD to/TO say/VB)\n",
            "(CHUNK wants/VBZ to/TO take/VB)\n",
            "(CHUNK started/VBD to/TO take/VB)\n",
            "(CHUNK began/VBD to/TO fascinate/VB)\n",
            "(CHUNK left/VBD to/TO spend/VB)\n",
            "(CHUNK seemed/VBD to/TO work/VB)\n",
            "(CHUNK trying/VBG to/TO talk/VB)\n",
            "(CHUNK lied/VBD to/TO shorten/VB)\n",
            "(CHUNK trying/VBG to/TO make/VB)\n",
            "(CHUNK wanted/VBD to/TO force/VB)\n",
            "(CHUNK refused/VBN to/TO take/VB)\n",
            "(CHUNK seemed/VBD to/TO please/VB)\n",
            "(CHUNK grew/VBD to/TO depend/VB)\n",
            "(CHUNK meant/VBD to/TO tell/VB)\n",
            "(CHUNK trying/VBG to/TO pull/VB)\n",
            "(CHUNK seemed/VBD to/TO shiver/VB)\n",
            "(CHUNK trying/VBG to/TO remember/VB)\n",
            "(CHUNK worked/VBD to/TO recall/VB)\n",
            "(CHUNK wished/VBD to/TO call/VB)\n",
            "(CHUNK seemed/VBD to/TO stare/VB)\n",
            "(CHUNK began/VBD to/TO tremble/VB)\n",
            "(CHUNK refusing/VBG to/TO think/VB)\n",
            "(CHUNK refusing/VBG to/TO think/VB)\n",
            "(CHUNK hoping/VBG to/TO frighten/VB)\n",
            "(CHUNK wanted/VBD to/TO run/VB)\n",
            "(CHUNK began/VBD to/TO ache/VB)\n",
            "(CHUNK began/VBD to/TO bother/VB)\n",
            "(CHUNK tried/VBD to/TO take/VB)\n",
            "(CHUNK wanted/VBD to/TO kill/VB)\n",
            "(CHUNK stopped/VBD to/TO see/VB)\n",
            "(CHUNK going/VBG to/TO tell/VB)\n",
            "(CHUNK going/VBG to/TO push/VB)\n",
            "(CHUNK wanted/VBD to/TO slap/VB)\n",
            "(CHUNK started/VBD to/TO type/VB)\n",
            "(CHUNK helped/VBN to/TO build/VB)\n",
            "(CHUNK refused/VBN to/TO drive/VB)\n",
            "(CHUNK wanted/VBD to/TO go/VB)\n",
            "(CHUNK likes/VBZ to/TO play/VB)\n",
            "(CHUNK like/VB to/TO rise/VB)\n",
            "(CHUNK tried/VBN to/TO push/VB)\n",
            "(CHUNK trying/VBG to/TO run/VB)\n",
            "(CHUNK tried/VBD to/TO make/VB)\n",
            "(CHUNK used/VBD to/TO say/VB)\n",
            "(CHUNK come/VBN to/TO exist/VB)\n",
            "(CHUNK fit/VBN to/TO put/VB)\n",
            "(CHUNK stoop/VB to/TO lift/VB)\n",
            "(CHUNK wanted/VBD to/TO draw/VB)\n",
            "(CHUNK going/VBG to/TO pick/VB)\n",
            "(CHUNK intended/VBD to/TO wait/VB)\n",
            "(CHUNK determined/VBD to/TO foil/VB)\n",
            "(CHUNK strode/VBD to/TO answer/VB)\n",
            "(CHUNK trusted/VBN to/TO carry/VB)\n",
            "(CHUNK seemed/VBD to/TO help/VB)\n",
            "(CHUNK chose/VBD to/TO come/VB)\n",
            "(CHUNK tried/VBD to/TO ignore/VB)\n",
            "(CHUNK liked/VBN to/TO break/VB)\n",
            "(CHUNK began/VBD to/TO aid/VB)\n",
            "(CHUNK going/VBG to/TO tear/VB)\n",
            "(CHUNK like/VB to/TO exhibit/VB)\n",
            "(CHUNK forced/VBN to/TO make/VB)\n",
            "(CHUNK hate/VB to/TO admit/VB)\n",
            "(CHUNK got/VBN to/TO decide/VB)\n",
            "(CHUNK tried/VBD to/TO sell/VB)\n",
            "(CHUNK try/VB to/TO swing/VB)\n",
            "(CHUNK expect/VB to/TO call/VB)\n",
            "(CHUNK paused/VBN to/TO get/VB)\n",
            "(CHUNK proceeded/VBD to/TO search/VB)\n",
            "(CHUNK began/VBD to/TO suspect/VB)\n",
            "(CHUNK endeavoring/VBG to/TO cut/VB)\n",
            "(CHUNK wanted/VBD to/TO know/VB)\n",
            "(CHUNK daring/VBG to/TO commit/VB)\n",
            "(CHUNK given/VBN to/TO dig/VB)\n",
            "(CHUNK urged/VBN to/TO attend/VB)\n",
            "(CHUNK refused/VBD to/TO receive/VB)\n",
            "(CHUNK beckoned/VBN to/TO cross/VB)\n",
            "(CHUNK taken/VBN to/TO keep/VB)\n",
            "(CHUNK trying/VBG to/TO hold/VB)\n",
            "(CHUNK managing/VBG to/TO get/VB)\n",
            "(CHUNK promised/VBD to/TO illustrate/VB)\n",
            "(CHUNK pretending/VBG to/TO black/VB)\n",
            "(CHUNK wanted/VBN to/TO remind/VB)\n",
            "(CHUNK Resolving/VBG to/TO get/VB)\n",
            "(CHUNK started/VBD to/TO start/VB)\n",
            "(CHUNK starting/VBG to/TO woolgather/VB)\n",
            "(CHUNK bound/VBN to/TO get/VB)\n",
            "(CHUNK wanted/VBD to/TO keep/VB)\n",
            "(CHUNK looked/VBN to/TO see/VB)\n",
            "(CHUNK chosen/VBN to/TO complement/VB)\n",
            "(CHUNK live/VB to/TO hear/VB)\n",
            "(CHUNK leaping/VBG to/TO light/VB)\n",
            "(CHUNK trying/VBG to/TO prove/VB)\n",
            "(CHUNK trying/VBG to/TO determine/VB)\n",
            "(CHUNK supposed/VBN to/TO put/VB)\n",
            "(CHUNK proceeded/VBD to/TO neglect/VB)\n",
            "(CHUNK care/VB to/TO count/VB)\n",
            "(CHUNK shuddered/VBD to/TO think/VB)\n",
            "(CHUNK telephoned/VBD to/TO announce/VB)\n",
            "(CHUNK neglected/VBN to/TO consider/VB)\n",
            "(CHUNK trouble/VB to/TO memorize/VB)\n",
            "(CHUNK deigned/VBD to/TO appear/VB)\n",
            "(CHUNK seemed/VBD to/TO understand/VB)\n",
            "(CHUNK try/VB to/TO revive/VB)\n",
            "(CHUNK seemed/VBD to/TO produce/VB)\n",
            "(CHUNK returning/VBG to/TO jump/VB)\n",
            "(CHUNK tried/VBD to/TO farm/VB)\n",
            "(CHUNK going/VBG to/TO set/VB)\n",
            "(CHUNK turned/VBD to/TO stare/VB)\n",
            "(CHUNK seem/VB to/TO think/VB)\n",
            "(CHUNK liked/VBD to/TO hire/VB)\n",
            "(CHUNK remember/VB to/TO telephone/VB)\n",
            "(CHUNK like/VB to/TO work/VB)\n",
            "(CHUNK like/VB to/TO disclose/VB)\n",
            "(CHUNK got/VBD to/TO put/VB)\n",
            "(CHUNK got/VBN to/TO run/VB)\n",
            "(CHUNK waiting/VBG to/TO get/VB)\n",
            "(CHUNK need/VB to/TO worry/VB)\n",
            "(CHUNK seems/VBZ to/TO think/VB)\n",
            "(CHUNK tries/VBZ to/TO baffle/VB)\n",
            "(CHUNK mean/VB to/TO reconsider/VB)\n",
            "(CHUNK refused/VBD to/TO make/VB)\n",
            "(CHUNK seems/VBZ to/TO make/VB)\n",
            "(CHUNK seems/VBZ to/TO refer/VB)\n",
            "(CHUNK seems/VBZ to/TO say/VB)\n",
            "(CHUNK delighted/VBN to/TO meet/VB)\n",
            "(CHUNK like/VB to/TO know/VB)\n",
            "(CHUNK regret/VB to/TO say/VB)\n",
            "(CHUNK seems/VBZ to/TO refer/VB)\n",
            "(CHUNK come/VBN to/TO talk/VB)\n",
            "(CHUNK seem/VB to/TO remember/VB)\n",
            "(CHUNK want/VB to/TO hear/VB)\n",
            "(CHUNK trying/VBG to/TO get/VB)\n",
            "(CHUNK forgot/VBD to/TO say/VB)\n",
            "(CHUNK seemed/VBD to/TO believe/VB)\n",
            "(CHUNK wanted/VBN to/TO get/VB)\n",
            "(CHUNK wanted/VBD to/TO see/VB)\n",
            "(CHUNK wanted/VBD to/TO touch/VB)\n",
            "(CHUNK got/VBN to/TO entertain/VB)\n",
            "(CHUNK tried/VBD to/TO keep/VB)\n",
            "(CHUNK going/VBG to/TO tell/VB)\n",
            "(CHUNK thought/VBN to/TO mix/VB)\n",
            "(CHUNK going/VBG to/TO jump/VB)\n",
            "(CHUNK beginning/VBG to/TO catch/VB)\n",
            "(CHUNK try/VB to/TO see/VB)\n",
            "(CHUNK phoned/VBD to/TO say/VB)\n",
            "(CHUNK bothering/VBG to/TO look/VB)\n",
            "(CHUNK forced/VBN to/TO wipe/VB)\n",
            "(CHUNK used/VBD to/TO pretend/VB)\n",
            "(CHUNK refused/VBD to/TO approach/VB)\n",
            "(CHUNK used/VBN to/TO express/VB)\n",
            "(CHUNK proceeds/VBZ to/TO lash/VB)\n",
            "(CHUNK used/VBD to/TO hang/VB)\n",
            "(CHUNK seeks/VBZ to/TO expunge/VB)\n",
            "(CHUNK trying/VBG to/TO redeem/VB)\n",
            "(CHUNK seemed/VBD to/TO take/VB)\n",
            "(CHUNK tried/VBD to/TO conceal/VB)\n",
            "(CHUNK came/VBD to/TO know/VB)\n",
            "(CHUNK refuses/VBZ to/TO continue/VB)\n",
            "(CHUNK given/VBN to/TO understand/VB)\n",
            "(CHUNK propose/VB to/TO vent/VB)\n",
            "(CHUNK proceeded/VBD to/TO mask/VB)\n",
            "(CHUNK withhold/VB to/TO keep/VB)\n",
            "(CHUNK begin/VB to/TO wither/VB)\n",
            "(CHUNK help/VB to/TO intensify/VB)\n",
            "(CHUNK seems/VBZ to/TO overtake/VB)\n",
            "(CHUNK want/VB to/TO buy/VB)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "-v1IymtlGZUN",
        "colab_type": "code",
        "outputId": "589506b1-d09f-4f13-c47c-53d998e17143",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        }
      },
      "cell_type": "code",
      "source": [
        "from nltk.corpus import conll2000\n",
        "nltk.download('conll2000')\n",
        "print(conll2000.chunked_sents('train.txt')[99])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package conll2000 to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/conll2000.zip.\n",
            "(S\n",
            "  (PP Over/IN)\n",
            "  (NP a/DT cup/NN)\n",
            "  (PP of/IN)\n",
            "  (NP coffee/NN)\n",
            "  ,/,\n",
            "  (NP Mr./NNP Stone/NNP)\n",
            "  (VP told/VBD)\n",
            "  (NP his/PRP$ story/NN)\n",
            "  ./.)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "LDmxSi67Gj1e",
        "colab_type": "code",
        "outputId": "31b12e77-4fcf-4f45-c89a-e92dcaf8cd3e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        }
      },
      "cell_type": "code",
      "source": [
        "print(conll2000.chunked_sents('train.txt', chunk_types=['NP'])[99])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(S\n",
            "  Over/IN\n",
            "  (NP a/DT cup/NN)\n",
            "  of/IN\n",
            "  (NP coffee/NN)\n",
            "  ,/,\n",
            "  (NP Mr./NNP Stone/NNP)\n",
            "  told/VBD\n",
            "  (NP his/PRP$ story/NN)\n",
            "  ./.)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "XYlX7SZoz-3Z",
        "colab_type": "code",
        "outputId": "a22bcb2c-f026-4469-9d01-a7de4e0797f3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "cell_type": "code",
      "source": [
        "from nltk.corpus import conll2000\n",
        "cp = nltk.RegexpParser(\"\")\n",
        "test_sents = conll2000.chunked_sents('test.txt', chunk_types=['NP'])\n",
        "print(cp.evaluate(test_sents))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ChunkParse score:\n",
            "    IOB Accuracy:  43.4%%\n",
            "    Precision:      0.0%%\n",
            "    Recall:         0.0%%\n",
            "    F-Measure:      0.0%%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "bl6VP5BC0J-0",
        "colab_type": "code",
        "outputId": "b892df5d-7db0-408d-a6e4-9ca74703a871",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "cell_type": "code",
      "source": [
        "grammar = r\"NP: {<[CDJNP].*>+}\"\n",
        "cp = nltk.RegexpParser(grammar)\n",
        "print(cp.evaluate(test_sents))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ChunkParse score:\n",
            "    IOB Accuracy:  87.7%%\n",
            "    Precision:     70.6%%\n",
            "    Recall:        67.8%%\n",
            "    F-Measure:     69.2%%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "wfjpXT16mWsu",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#Machine Learning\n"
      ]
    },
    {
      "metadata": {
        "id": "bQAu683YmcMJ",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Carregando arquivo"
      ]
    },
    {
      "metadata": {
        "id": "zIHchh8E0rzc",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.feature_extraction import DictVectorizer\n",
        "from sklearn.feature_extraction.text import HashingVectorizer\n",
        "from sklearn.linear_model import Perceptron\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import SGDClassifier\n",
        "from sklearn.linear_model import PassiveAggressiveClassifier\n",
        "from sklearn.naive_bayes import MultinomialNB\n",
        "from sklearn.metrics import classification_report"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "mlb1NrNg0nH_",
        "colab_type": "code",
        "outputId": "48b36864-2acc-4e09-c659-4750439a839e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 941
        }
      },
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('ner_dataset2.csv', encoding = \"ISO-8859-1\")\n",
        "df = df[:100000]\n",
        "df.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "FileNotFoundError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-12-415a945733eb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ner_dataset2.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"ISO-8859-1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m100000\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m    707\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[1;32m    708\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 709\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    711\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    447\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    448\u001b[0m     \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m     \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    450\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    451\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m    816\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    817\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 818\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    819\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    820\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m   1047\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'c'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1048\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'c'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1049\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1050\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1051\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'python'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m   1693\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'allow_leading_cols'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1694\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1697\u001b[0m         \u001b[0;31m# XXX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;31mFileNotFoundError\u001b[0m: File b'ner_dataset2.csv' does not exist"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "xTcDjJsn3hu3",
        "colab_type": "code",
        "outputId": "10f052de-c251-4b3d-d64e-36907f1b8fd2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 181
        }
      },
      "cell_type": "code",
      "source": [
        "df = df.fillna(method='ffill')\n",
        "df['Sentence #'].nunique(), df.Word.nunique(), df.Tag.nunique()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-13-8fa6c6883dc2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'ffill'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Sentence #'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mWord\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTag\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "3czVOLs43yAq",
        "colab_type": "code",
        "outputId": "7bba222b-a69f-4634-cca1-accc7559bcae",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 164
        }
      },
      "cell_type": "code",
      "source": [
        "df.groupby('Tag').size().reset_index(name='counts')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-14-e4f8e1e3a331>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Tag'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'counts'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "hnuZ3a4o4INJ",
        "colab_type": "code",
        "outputId": "eb7fd71f-554b-465b-c582-f94ba4916d7b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "X = df.drop('Tag', axis=1)\n",
        "v = DictVectorizer(sparse=False)\n",
        "X = v.fit_transform(X.to_dict('records'))\n",
        "y = df.Tag.values\n",
        "classes = np.unique(y)\n",
        "classes = classes.tolist()\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.33, random_state=0)\n",
        "X_train.shape, y_train.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((1720, 1163), (1720,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "metadata": {
        "id": "6u85pFr3miU2",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Rede neural simples"
      ]
    },
    {
      "metadata": {
        "id": "UP05tzd4mDV5",
        "colab_type": "code",
        "outputId": "3eaaf766-f6b7-4630-f5bb-b9dff8fc1be6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 907
        }
      },
      "cell_type": "code",
      "source": [
        "per = Perceptron(verbose=10, n_jobs=-1, max_iter=5)\n",
        "per.partial_fit(X_train, y_train, classes)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-- Epoch 1-- Epoch 1\n",
            "\n",
            "Norm: 2.83, NNZs: 8, Bias: -2.000000, T: 1720, Avg. loss: 0.001163\n",
            "Total training time: 0.00 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 13.30, NNZs: 118, Bias: -3.000000, T: 1720, Avg. loss: 0.044767\n",
            "Total training time: 0.01 seconds.\n",
            "-- Epoch 1Norm: 12.21, NNZs: 103, Bias: -3.000000, T: 1720, Avg. loss: 0.034302\n",
            "\n",
            "Total training time: 0.01 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 11.00, NNZs: 93, Bias: -3.000000, T: 1720, Avg. loss: 0.033140\n",
            "Total training time: 0.01 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 9.85, NNZs: 65, Bias: -3.000000, T: 1720, Avg. loss: 0.019186\n",
            "Total training time: 0.00 seconds.\n",
            "Norm: 9.11, NNZs: 71, Bias: -3.000000, T: 1720, Avg. loss: 0.023256-- Epoch 1\n",
            "\n",
            "Total training time: 0.01 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 7.14, NNZs: 39, Bias: -3.000000, T: 1720, Avg. loss: 0.011628\n",
            "Total training time: 0.00 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 1.73, NNZs: 3, Bias: -1.000000, T: 1720, Avg. loss: 0.000000\n",
            "Total training time: 0.01 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 2.83, NNZs: 8, Bias: -2.000000, T: 1720, Avg. loss: 0.001163\n",
            "Total training time: 0.01 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 9.80, NNZs: 75, Bias: -4.000000, T: 1720, Avg. loss: 0.025581\n",
            "Total training time: 0.00 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 8.12, NNZs: 60, Bias: -2.000000, T: 1720, Avg. loss: 0.019186\n",
            "Total training time: 0.00 seconds.\n",
            "-- Epoch 1\n",
            "Norm: 3.74, NNZs: 14, Bias: -2.000000, T: 1720, Avg. loss: 0.001744\n",
            "Total training time: 0.00 seconds.\n",
            "Norm: 13.60, NNZs: 115, Bias: 1.000000, T: 1720, Avg. loss: 0.035465\n",
            "Total training time: 0.00 seconds.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/stochastic_gradient.py:183: FutureWarning: max_iter and tol parameters have been added in Perceptron in 0.19. If max_iter is set but tol is left unset, the default value for tol in 0.19 and 0.20 will be None (which is equivalent to -infinity, so it has no effect) but will change in 0.21 to 1e-3. Specify tol to silence this warning.\n",
            "  FutureWarning)\n",
            "[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 2 concurrent workers.\n",
            "[Parallel(n_jobs=-1)]: Done   1 tasks      | elapsed:    0.0s\n",
            "[Parallel(n_jobs=-1)]: Done   4 tasks      | elapsed:    0.0s\n",
            "[Parallel(n_jobs=-1)]: Done   9 tasks      | elapsed:    0.0s\n",
            "[Parallel(n_jobs=-1)]: Done  13 out of  13 | elapsed:    0.0s finished\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Perceptron(alpha=0.0001, class_weight=None, early_stopping=False, eta0=1.0,\n",
              "      fit_intercept=True, max_iter=5, n_iter=None, n_iter_no_change=5,\n",
              "      n_jobs=-1, penalty=None, random_state=0, shuffle=True, tol=None,\n",
              "      validation_fraction=0.1, verbose=10, warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "metadata": {
        "id": "fJXCP3Q2mKXo",
        "colab_type": "code",
        "outputId": "4adc9657-f4c5-4993-a861-12be3842c497",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        }
      },
      "cell_type": "code",
      "source": [
        "new_classes = classes.copy()\n",
        "new_classes.pop()\n",
        "new_classes"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['B-art',\n",
              " 'B-geo',\n",
              " 'B-gpe',\n",
              " 'B-org',\n",
              " 'B-per',\n",
              " 'B-tim',\n",
              " 'I-art',\n",
              " 'I-geo',\n",
              " 'I-gpe',\n",
              " 'I-org',\n",
              " 'I-per',\n",
              " 'I-tim']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "metadata": {
        "id": "ZI9lCjKFmNq0",
        "colab_type": "code",
        "outputId": "73113b0c-7797-4615-e160-626ecae82561",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        }
      },
      "cell_type": "code",
      "source": [
        "print(classification_report(y_pred=per.predict(X_test), y_true=y_test, labels=new_classes))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "       B-art       0.00      0.00      0.00         0\n",
            "       B-geo       0.42      0.87      0.56        23\n",
            "       B-gpe       0.55      0.55      0.55        20\n",
            "       B-org       0.53      0.40      0.45        25\n",
            "       B-per       0.00      0.00      0.00         4\n",
            "       B-tim       1.00      0.38      0.55         8\n",
            "       I-art       0.00      0.00      0.00         1\n",
            "       I-geo       0.00      0.00      0.00         2\n",
            "       I-gpe       0.00      0.00      0.00         1\n",
            "       I-org       0.00      0.00      0.00        15\n",
            "       I-per       0.32      0.73      0.44        11\n",
            "       I-tim       0.00      0.00      0.00         0\n",
            "\n",
            "   micro avg       0.44      0.47      0.46       110\n",
            "   macro avg       0.23      0.24      0.21       110\n",
            "weighted avg       0.41      0.47      0.41       110\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
            "  'precision', 'predicted', average, warn_for)\n",
            "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/classification.py:1145: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n",
            "  'recall', 'true', average, warn_for)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "pe7wW7WnmqVL",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Conditional Random Fields (CRFs)"
      ]
    },
    {
      "metadata": {
        "id": "4i68rM3jmrxO",
        "colab_type": "code",
        "outputId": "04d810a5-79eb-45c2-a959-4845109a9a0d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 276
        }
      },
      "cell_type": "code",
      "source": [
        "!pip install sklearn_crfsuite\n",
        "import sklearn_crfsuite\n",
        "from sklearn_crfsuite import scorers\n",
        "from sklearn_crfsuite import metrics\n",
        "from collections import Counter"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting sklearn_crfsuite\n",
            "  Downloading https://files.pythonhosted.org/packages/25/74/5b7befa513482e6dee1f3dd68171a6c9dfc14c0eaa00f885ffeba54fe9b0/sklearn_crfsuite-0.3.6-py2.py3-none-any.whl\n",
            "Requirement already satisfied: tabulate in /usr/local/lib/python3.6/dist-packages (from sklearn_crfsuite) (0.8.3)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from sklearn_crfsuite) (1.11.0)\n",
            "Requirement already satisfied: tqdm>=2.0 in /usr/local/lib/python3.6/dist-packages (from sklearn_crfsuite) (4.28.1)\n",
            "Collecting python-crfsuite>=0.8.3 (from sklearn_crfsuite)\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/2f/86/cfcd71edca9d25d3d331209a20f6314b6f3f134c29478f90559cee9ce091/python_crfsuite-0.9.6-cp36-cp36m-manylinux1_x86_64.whl (754kB)\n",
            "\u001b[K    100% |████████████████████████████████| 757kB 8.7MB/s \n",
            "\u001b[?25hInstalling collected packages: python-crfsuite, sklearn-crfsuite\n",
            "Successfully installed python-crfsuite-0.9.6 sklearn-crfsuite-0.3.6\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "uZ0ft7r6m-_f",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "class SentenceGetter(object):\n",
        "    \n",
        "    def __init__(self, data):\n",
        "        self.n_sent = 1\n",
        "        self.data = data\n",
        "        self.empty = False\n",
        "        agg_func = lambda s: [(w, p, t) for w, p, t in zip(s['Word'].values.tolist(), \n",
        "                                                           s['POS'].values.tolist(), \n",
        "                                                           s['Tag'].values.tolist())]\n",
        "        self.grouped = self.data.groupby('Sentence #').apply(agg_func)\n",
        "        self.sentences = [s for s in self.grouped]\n",
        "        \n",
        "    def get_next(self):\n",
        "        try: \n",
        "            s = self.grouped['Sentence: {}'.format(self.n_sent)]\n",
        "            self.n_sent += 1\n",
        "            return s \n",
        "        except:\n",
        "            return None\n",
        "getter = SentenceGetter(df)\n",
        "sentences = getter.sentences"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "nANqqhwXnDbn",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def word2features(sent, i):\n",
        "    word = sent[i][0]\n",
        "    postag = sent[i][1]\n",
        "    \n",
        "    features = {\n",
        "        'bias': 1.0, \n",
        "        'word.lower()': word.lower(), \n",
        "        'word[-3:]': word[-3:],\n",
        "        'word[-2:]': word[-2:],\n",
        "        'word.isupper()': word.isupper(),\n",
        "        'word.istitle()': word.istitle(),\n",
        "        'word.isdigit()': word.isdigit(),\n",
        "        'postag': postag,\n",
        "        'postag[:2]': postag[:2],\n",
        "    }\n",
        "    if i > 0:\n",
        "        word1 = sent[i-1][0]\n",
        "        postag1 = sent[i-1][1]\n",
        "        features.update({\n",
        "            '-1:word.lower()': word1.lower(),\n",
        "            '-1:word.istitle()': word1.istitle(),\n",
        "            '-1:word.isupper()': word1.isupper(),\n",
        "            '-1:postag': postag1,\n",
        "            '-1:postag[:2]': postag1[:2],\n",
        "        })\n",
        "    else:\n",
        "        features['BOS'] = True\n",
        "    if i < len(sent)-1:\n",
        "        word1 = sent[i+1][0]\n",
        "        postag1 = sent[i+1][1]\n",
        "        features.update({\n",
        "            '+1:word.lower()': word1.lower(),\n",
        "            '+1:word.istitle()': word1.istitle(),\n",
        "            '+1:word.isupper()': word1.isupper(),\n",
        "            '+1:postag': postag1,\n",
        "            '+1:postag[:2]': postag1[:2],\n",
        "        })\n",
        "    else:\n",
        "        features['EOS'] = True\n",
        "    return features\n",
        "def sent2features(sent):\n",
        "    return [word2features(sent, i) for i in range(len(sent))]\n",
        "def sent2labels(sent):\n",
        "    return [label for token, postag, label in sent]\n",
        "def sent2tokens(sent):\n",
        "    return [token for token, postag, label in sent]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "5yr99IFTnUYP",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "X = [sent2features(s) for s in sentences]\n",
        "y = [sent2labels(s) for s in sentences]\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=0)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "3BcWkxagnXqY",
        "colab_type": "code",
        "outputId": "025cdebb-e439-4db5-f160-b17292e6d9b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "cell_type": "code",
      "source": [
        "crf = sklearn_crfsuite.CRF(\n",
        "    algorithm='lbfgs',\n",
        "    c1=0.1,\n",
        "    c2=0.1,\n",
        "    max_iterations=100,\n",
        "    all_possible_transitions=True\n",
        ")\n",
        "crf.fit(X_train, y_train)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "CRF(algorithm='lbfgs', all_possible_states=None,\n",
              "  all_possible_transitions=True, averaging=None, c=None, c1=0.1, c2=0.1,\n",
              "  calibration_candidates=None, calibration_eta=None,\n",
              "  calibration_max_trials=None, calibration_rate=None,\n",
              "  calibration_samples=None, delta=None, epsilon=None, error_sensitive=None,\n",
              "  gamma=None, keep_tempfiles=None, linesearch=None, max_iterations=100,\n",
              "  max_linesearch=None, min_freq=None, model_filename=None,\n",
              "  num_memories=None, pa_type=None, period=None, trainer_cls=None,\n",
              "  variance=None, verbose=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "metadata": {
        "id": "_5uf6ZsRnazp",
        "colab_type": "code",
        "outputId": "096f5bf1-513d-4ba8-957d-19fed6793bf3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        }
      },
      "cell_type": "code",
      "source": [
        "y_pred = crf.predict(X_test)\n",
        "print(metrics.flat_classification_report(y_test, y_pred, labels = new_classes))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "       B-art       0.00      0.00      0.00         0\n",
            "       B-geo       0.77      0.88      0.82        26\n",
            "       B-gpe       0.78      0.74      0.76        19\n",
            "       B-org       0.89      0.70      0.78        23\n",
            "       B-per       0.67      0.50      0.57         8\n",
            "       B-tim       1.00      0.73      0.84        11\n",
            "       I-art       0.00      0.00      0.00         0\n",
            "       I-geo       1.00      0.50      0.67         6\n",
            "       I-gpe       0.00      0.00      0.00         0\n",
            "       I-org       0.83      0.45      0.59        11\n",
            "       I-per       0.67      1.00      0.80         8\n",
            "       I-tim       0.00      0.00      0.00         0\n",
            "\n",
            "   micro avg       0.80      0.72      0.76       112\n",
            "   macro avg       0.55      0.46      0.49       112\n",
            "weighted avg       0.82      0.72      0.75       112\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
            "  'precision', 'predicted', average, warn_for)\n",
            "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/classification.py:1145: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n",
            "  'recall', 'true', average, warn_for)\n"
          ],
          "name": "stderr"
        }
      ]
    }
  ]
}