BertSum.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v_r3RBbn79gc"
      },
      "source": [
        "# Mecab 로드"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!curl -s https://raw.githubusercontent.com/teddylee777/machine-learning/master/99-Misc/01-Colab/mecab-colab.sh | bash\n",
        "from konlpy.tag import Mecab\n",
        "\n",
        "mecab = Mecab()\n",
        "mecab.morphs('동해물과 백두산이 마르고 닳도록')"
      ],
      "metadata": {
        "id": "TNnu6pX7x8HK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d366dbsVmyQh"
      },
      "source": [
        "# 패키지로드"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "6W2y29ZMYU7t",
        "outputId": "bbbb894f-23c0-49f5-ecb7-35ca6c920072"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: transformers in /usr/local/lib/python3.7/dist-packages (4.8.2)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2019.12.20)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.0.12)\n",
            "Requirement already satisfied: huggingface-hub==0.0.12 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.0.12)\n",
            "Requirement already satisfied: sacremoses in /usr/local/lib/python3.7/dist-packages (from transformers) (0.0.45)\n",
            "Requirement already satisfied: tokenizers<0.11,>=0.10.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.10.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from transformers) (20.9)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from transformers) (4.5.0)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from transformers) (3.13)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.19.5)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.41.1)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from huggingface-hub==0.0.12->transformers) (3.7.4.3)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.15.0)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.0.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (7.1.2)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2021.5.30)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (3.0.4)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->transformers) (2.4.7)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.4.1)\n",
            "Requirement already satisfied: tensorboardx in /usr/local/lib/python3.7/dist-packages (2.4)\n",
            "Requirement already satisfied: protobuf>=3.8.0 in /usr/local/lib/python3.7/dist-packages (from tensorboardx) (3.12.4)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from tensorboardx) (1.19.5)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.8.0->tensorboardx) (57.0.0)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.8.0->tensorboardx) (1.15.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install transformers\n",
        "!pip install tensorboardx"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H4RRNgWeGGAd"
      },
      "source": [
        "# pyrouge"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "Kfmzjd9SnwVk",
        "outputId": "862ef931-392d-441c-c6ef-7c68f7fc27c7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already up-to-date: pyrouge in /usr/local/lib/python3.7/dist-packages (0.1.3)\n",
            "Collecting https://github.com/bheinzerling/pyrouge/archive/master.zip\n",
            "  Using cached https://github.com/bheinzerling/pyrouge/archive/master.zip\n",
            "Requirement already satisfied (use --upgrade to upgrade): pyrouge==0.1.3 from https://github.com/bheinzerling/pyrouge/archive/master.zip in /usr/local/lib/python3.7/dist-packages\n",
            "Building wheels for collected packages: pyrouge\n",
            "  Building wheel for pyrouge (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyrouge: filename=pyrouge-0.1.3-cp37-none-any.whl size=191921 sha256=9a2279b3c8e4ec65cfa47a19ba380a47b85ea32b54483efb5822810c0351d0f3\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-jiazjd9a/wheels/70/02/b4/a23b5feb5980a5eb940441cb04ec1e17d5f18344138efbecf8\n",
            "Successfully built pyrouge\n",
            "Requirement already satisfied: pyrouge in /usr/local/lib/python3.7/dist-packages (0.1.3)\n",
            "Name: pyrouge\n",
            "Version: 0.1.3\n",
            "Summary: A Python wrapper for the ROUGE summarization evaluation package.\n",
            "Home-page: https://github.com/noutenki/pyrouge\n",
            "Author: Benjamin Heinzerling, Anders Johannsen\n",
            "Author-email: benjamin.heinzerling@h-its.org\n",
            "License: LICENSE.txt\n",
            "Location: /usr/local/lib/python3.7/dist-packages\n",
            "Requires: \n",
            "Required-by: \n",
            "Cloning into 'pyrouge'...\n",
            "remote: Enumerating objects: 393, done.\u001b[K\n",
            "remote: Total 393 (delta 0), reused 0 (delta 0), pack-reused 393\u001b[K\n",
            "Receiving objects: 100% (393/393), 298.74 KiB | 9.33 MiB/s, done.\n",
            "Resolving deltas: 100% (109/109), done.\n",
            "2021-07-06 08:35:44,601 [MainThread  ] [INFO ]  Set ROUGE home directory to pyrouge/tools/ROUGE-1.5.5.\n"
          ]
        }
      ],
      "source": [
        "!pip install pyrouge --upgrade\n",
        "!pip install https://github.com/bheinzerling/pyrouge/archive/master.zip\n",
        "!pip install pyrouge\n",
        "!pip show pyrouge\n",
        "!git clone https://github.com/andersjo/pyrouge.git\n",
        "from pyrouge import Rouge155\n",
        "!pyrouge_set_rouge_path 'pyrouge/tools/ROUGE-1.5.5'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "_xaaB2uCn-8N",
        "outputId": "0a10c9e6-30d5-46b8-9253-1042def75984"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "libxml-parser-perl is already the newest version (2.44-2build3).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 6 not upgraded.\n"
          ]
        }
      ],
      "source": [
        "!sudo apt-get install libxml-parser-perl"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "W9N7cryqoIQU",
        "outputId": "0392e346-a136-4b26-8577-0efa31fe333e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "indwelt\n",
            "inferred\n",
            "inferring\n",
            "initialled\n",
            "initialling\n",
            "inlaid\n",
            "insetting\n",
            "inspanned\n",
            "inspanning\n",
            "installed\n",
            "installing\n",
            "intensified\n",
            "interbred\n",
            "intercropped\n",
            "intercropping\n",
            "intercutting\n",
            "interlaid\n",
            "interlapped\n",
            "interlapping\n",
            "intermarried\n",
            "intermitted\n",
            "intermitting\n",
            "interpled\n",
            "interred\n",
            "interring\n",
            "interstratified\n",
            "interwove\n",
            "interwoven\n",
            "intromitted\n",
            "intromitting\n",
            "inwove\n",
            "inwoven\n",
            "inwrapped\n",
            "inwrapping\n",
            "is\n",
            "jabbed\n",
            "jabbing\n",
            "jagged\n",
            "jagging\n",
            "jammed\n",
            "jamming\n",
            "japanned\n",
            "japanning\n",
            "jarred\n",
            "jarring\n",
            "jellied\n",
            "jellified\n",
            "jemmied\n",
            "jerry-built\n",
            "jetted\n",
            "jetting\n",
            "jewelled\n",
            "jewelling\n",
            "jibbed\n",
            "jibbing\n",
            "jigged\n",
            "jigging\n",
            "jimmied\n",
            "jitterbugged\n",
            "jitterbugging\n",
            "jobbed\n",
            "jobbing\n",
            "jog-trotted\n",
            "jog-trotting\n",
            "jogged\n",
            "jogging\n",
            "joined_battle\n",
            "joined_forces\n",
            "joining_battle\n",
            "joining_forces\n",
            "joins_battle\n",
            "joins_forces\n",
            "jollied\n",
            "jollified\n",
            "jotted\n",
            "jotting\n",
            "joy-ridden\n",
            "joy-rode\n",
            "joypopped\n",
            "joypopping\n",
            "jugged\n",
            "jugging\n",
            "jumped_off\n",
            "jumping_off\n",
            "jumps_off\n",
            "justified\n",
            "jutted\n",
            "jutting\n",
            "kenned\n",
            "kennelled\n",
            "kennelling\n",
            "kenning\n",
            "kent\n",
            "kept\n",
            "kernelled\n",
            "kernelling\n",
            "kidded\n",
            "kidding\n",
            "kidnapped\n",
            "kidnapping\n",
            "kipped\n",
            "kipping\n",
            "knapped\n",
            "knapping\n",
            "kneecapped\n",
            "kneecapping\n",
            "knelt\n",
            "knew\n",
            "knitted\n",
            "knitting\n",
            "knobbed\n",
            "knobbing\n",
            "knotted\n",
            "knotting\n",
            "known\n",
            "ko'd\n",
            "ko'ing\n",
            "ko's\n",
            "labelled\n",
            "labelling\n",
            "laden\n",
            "ladyfied\n",
            "ladyfies\n",
            "ladyfying\n",
            "lagged\n",
            "lagging\n",
            "laid\n",
            "lain\n",
            "lallygagged\n",
            "lallygagging\n",
            "lammed\n",
            "lamming\n",
            "lapidified\n",
            "lapped\n",
            "lapping\n",
            "laurelled\n",
            "laurelling\n",
            "lay\n",
            "layed_for\n",
            "laying_for\n",
            "lays_for\n",
            "leant\n",
            "leapfrogged\n",
            "leapfrogging\n",
            "leapt\n",
            "learnt\n",
            "leaves_undone\n",
            "leaving_undone\n",
            "led\n",
            "left\n",
            "left_undone\n",
            "lent\n",
            "letting\n",
            "levelled\n",
            "levelling\n",
            "levied\n",
            "libelled\n",
            "libelling\n",
            "lignified\n",
            "lipped\n",
            "lipping\n",
            "liquefied\n",
            "liquified\n",
            "lit\n",
            "lobbed\n",
            "lobbied\n",
            "lobbing\n",
            "logged\n",
            "logging\n",
            "looked_towards\n",
            "looking_towards\n",
            "looks_towards\n",
            "lopped\n",
            "lopping\n",
            "lost\n",
            "lotted\n",
            "lotting\n",
            "lugged\n",
            "lugging\n",
            "lullabied\n",
            "lying\n",
            "machine-gunned\n",
            "machine-gunning\n",
            "madded\n",
            "madding\n",
            "made\n",
            "magnified\n",
            "manned\n",
            "manning\n",
            "manumitted\n",
            "manumitting\n",
            "mapped\n",
            "mapping\n",
            "marcelled\n",
            "marcelling\n",
            "marred\n",
            "married\n",
            "marring\n",
            "marshalled\n",
            "marshalling\n",
            "marvelled\n",
            "marvelling\n",
            "matted\n",
            "matting\n",
            "meant\n",
            "medalled\n",
            "medalling\n",
            "met\n",
            "metalled\n",
            "metalling\n",
            "metrified\n",
            "might\n",
            "militated_against\n",
            "militates_against\n",
            "militating_against\n",
            "mimicked\n",
            "mimicking\n",
            "minified\n",
            "misapplied\n",
            "misbecame\n",
            "miscarried\n",
            "misdealt\n",
            "misfitted\n",
            "misfitting\n",
            "misgave\n",
            "misgiven\n",
            "mishitting\n",
            "mislaid\n",
            "misled\n",
            "mispled\n",
            "misspelt\n",
            "misspent\n",
            "mistaken\n",
            "mistook\n",
            "misunderstood\n",
            "mobbed\n",
            "mobbing\n",
            "modelled\n",
            "modelling\n",
            "modified\n",
            "mollified\n",
            "molten\n",
            "mopped\n",
            "mopping\n",
            "mortified\n",
            "mown\n",
            "mudded\n",
            "muddied\n",
            "mudding\n",
            "mugged\n",
            "mugging\n",
            "multiplied\n",
            "mummed\n",
            "mummified\n",
            "mumming\n",
            "mutinied\n",
            "mystified\n",
            "nabbed\n",
            "nabbing\n",
            "nagged\n",
            "nagging\n",
            "napped\n",
            "napping\n",
            "netted\n",
            "netting\n",
            "nibbed\n",
            "nibbing\n",
            "nickelled\n",
            "nickelling\n",
            "nid-nodded\n",
            "nid-nodding\n",
            "nidified\n",
            "nigrified\n",
            "nipped\n",
            "nipping\n",
            "nitrified\n",
            "nodded\n",
            "nodding\n",
            "non-prossed\n",
            "non-prosses\n",
            "non-prossing\n",
            "nonplussed\n",
            "nonplusses\n",
            "nonplussing\n",
            "notified\n",
            "nullified\n",
            "nutted\n",
            "nutting\n",
            "objectified\n",
            "occupied\n",
            "occurred\n",
            "occurring\n",
            "offsetting\n",
            "omitted\n",
            "omitting\n",
            "ossified\n",
            "outbidden\n",
            "outbidding\n",
            "outbred\n",
            "outcried\n",
            "outcropped\n",
            "outcropping\n",
            "outdid\n",
            "outdone\n",
            "outdrawn\n",
            "outdrew\n",
            "outfitted\n",
            "outfitting\n",
            "outfought\n",
            "outgassed\n",
            "outgasses\n",
            "outgassing\n",
            "outgeneralled\n",
            "outgeneralling\n",
            "outgone\n",
            "outgrew\n",
            "outgrown\n",
            "outlaid\n",
            "outmanned\n",
            "outmanning\n",
            "outputted\n",
            "outputting\n",
            "outran\n",
            "outridden\n",
            "outrode\n",
            "outrunning\n",
            "outshone\n",
            "outshot\n",
            "outsold\n",
            "outspanned\n",
            "outspanning\n",
            "outstood\n",
            "outstripped\n",
            "outstripping\n",
            "outthought\n",
            "outwent\n",
            "outwitted\n",
            "outwitting\n",
            "outwore\n",
            "outworn\n",
            "overbidden\n",
            "overbidding\n",
            "overblew\n",
            "overblown\n",
            "overbore\n",
            "overborne\n",
            "overbuilt\n",
            "overcame\n",
            "overcropped\n",
            "overcropping\n",
            "overdid\n",
            "overdone\n",
            "overdrawn\n",
            "overdrew\n",
            "overdriven\n",
            "overdrove\n",
            "overflew\n",
            "overflown\n",
            "overgrew\n",
            "overgrown\n",
            "overheard\n",
            "overhung\n",
            "overlaid\n",
            "overlain\n",
            "overlapped\n",
            "overlapping\n",
            "overlay\n",
            "overlying\n",
            "overmanned\n",
            "overmanning\n",
            "overpaid\n",
            "overpast\n",
            "overran\n",
            "overridden\n",
            "overrode\n",
            "overrunning\n",
            "oversaw\n",
            "overseen\n",
            "oversetting\n",
            "oversewn\n",
            "overshot\n",
            "oversimplified\n",
            "overslept\n",
            "oversold\n",
            "overspent\n",
            "overspilt\n",
            "overstepped\n",
            "overstepping\n",
            "overtaken\n",
            "overthrew\n",
            "overthrown\n",
            "overtook\n",
            "overtopped\n",
            "overtopping\n",
            "overwound\n",
            "overwritten\n",
            "overwrote\n",
            "pacified\n",
            "padded\n",
            "padding\n",
            "paid\n",
            "palled\n",
            "palling\n",
            "palsied\n",
            "pandied\n",
            "panelled\n",
            "panelling\n",
            "panicked\n",
            "panicking\n",
            "panned\n",
            "panning\n",
            "parallelled\n",
            "parallelling\n",
            "parcelled\n",
            "parcelling\n",
            "parodied\n",
            "parried\n",
            "partaken\n",
            "partook\n",
            "pasquil\n",
            "pasquilled\n",
            "pasquilling\n",
            "pasquils\n",
            "patrolled\n",
            "patrolling\n",
            "patted\n",
            "patting\n",
            "pedalled\n",
            "pedalling\n",
            "pegged\n",
            "pegging\n",
            "pencilled\n",
            "pencilling\n",
            "penned\n",
            "penning\n",
            "pent\n",
            "pepped\n",
            "pepping\n",
            "permitted\n",
            "permitting\n",
            "personified\n",
            "petrified\n",
            "petted\n",
            "pettifogged\n",
            "pettifogging\n",
            "petting\n",
            "phantasied\n",
            "photocopied\n",
            "photomapped\n",
            "photomapping\n",
            "photosetting\n",
            "physicked\n",
            "physicking\n",
            "picnicked\n",
            "picnicking\n",
            "pigged\n",
            "pigging\n",
            "pilloried\n",
            "pinch-hitting\n",
            "pinned\n",
            "pinning\n",
            "pipped\n",
            "pipping\n",
            "pistol-whipped\n",
            "pistol-whipping\n",
            "pistolled\n",
            "pistolling\n",
            "pitapatted\n",
            "pitapatting\n",
            "pitied\n",
            "pitted\n",
            "pitting\n",
            "planned\n",
            "planning\n",
            "platted\n",
            "platting\n",
            "played_a_part\n",
            "playing_a_part\n",
            "plays_a_part\n",
            "pled\n",
            "plied\n",
            "plodded\n",
            "plodding\n",
            "plopped\n",
            "plopping\n",
            "plotted\n",
            "plotting\n",
            "plugged\n",
            "plugging\n",
            "podded\n",
            "podding\n",
            "pommelled\n",
            "pommelling\n",
            "popes\n",
            "popped\n",
            "popping\n",
            "potted\n",
            "potting\n",
            "preachified\n",
            "precancelled\n",
            "precancelling\n",
            "preferred\n",
            "preferring\n",
            "preoccupied\n",
            "prepaid\n",
            "presignified\n",
            "pretermitted\n",
            "pretermitting\n",
            "prettied\n",
            "prettified\n",
            "pried\n",
            "prigged\n",
            "prigging\n",
            "primmed\n",
            "primming\n",
            "prodded\n",
            "prodding\n",
            "programmed\n",
            "programmes\n",
            "programming\n",
            "prologed\n",
            "prologing\n",
            "prologs\n",
            "propelled\n",
            "propelling\n",
            "prophesied\n",
            "propped\n",
            "propping\n",
            "proven\n",
            "pubbed\n",
            "pubbing\n",
            "pugged\n",
            "pugging\n",
            "pummelled\n",
            "pummelling\n",
            "punned\n",
            "punning\n",
            "pupped\n",
            "pupping\n",
            "purified\n",
            "put-putted\n",
            "put-putting\n",
            "putrefied\n",
            "puttied\n",
            "putting\n",
            "qualified\n",
            "quantified\n",
            "quarrelled\n",
            "quarrelling\n",
            "quarried\n",
            "quartersawn\n",
            "queried\n",
            "quick-froze\n",
            "quick-frozen\n",
            "quickstepped\n",
            "quickstepping\n",
            "quipped\n",
            "quipping\n",
            "quitted\n",
            "quitting\n",
            "quizzed\n",
            "quizzes\n",
            "quizzing\n",
            "ragged\n",
            "ragging\n",
            "rallied\n",
            "ramified\n",
            "rammed\n",
            "ramming\n",
            "ran\n",
            "rang\n",
            "rapped\n",
            "rappelled\n",
            "rappelling\n",
            "rapping\n",
            "rarefied\n",
            "ratified\n",
            "ratted\n",
            "ratting\n",
            "ravelled\n",
            "ravelling\n",
            "razor-cutting\n",
            "re-trod\n",
            "re-trodden\n",
            "rebelled\n",
            "rebelling\n",
            "rebuilt\n",
            "rebutted\n",
            "rebutting\n",
            "recapped\n",
            "recapping\n",
            "reclassified\n",
            "recommitted\n",
            "recommitting\n",
            "recopied\n",
            "rectified\n",
            "recurred\n",
            "recurring\n",
            "red\n",
            "red-pencilled\n",
            "red-pencilling\n",
            "redded\n",
            "redding\n",
            "redid\n",
            "redone\n",
            "referred\n",
            "referring\n",
            "refitted\n",
            "refitting\n",
            "reft\n",
            "refuelled\n",
            "refuelling\n",
            "regretted\n",
            "regretting\n",
            "reheard\n",
            "reified\n",
            "relied\n",
            "remade\n",
            "remarried\n",
            "remitted\n",
            "remitting\n",
            "rent\n",
            "repaid\n",
            "repelled\n",
            "repelling\n",
            "replevied\n",
            "replied\n",
            "repotted\n",
            "repotting\n",
            "reran\n",
            "rerunning\n",
            "resat\n",
            "resetting\n",
            "resewn\n",
            "resitting\n",
            "retaken\n",
            "rethought\n",
            "retold\n",
            "retook\n",
            "retransmitted\n",
            "retransmitting\n",
            "retried\n",
            "retrofitted\n",
            "retrofitting\n",
            "retted\n",
            "retting\n",
            "reunified\n",
            "revelled\n",
            "revelling\n",
            "revetted\n",
            "revetting\n",
            "revivified\n",
            "revved\n",
            "revving\n",
            "rewound\n",
            "rewritten\n",
            "rewrote\n",
            "ribbed\n",
            "ribbing\n",
            "ricochetted\n",
            "ricochetting\n",
            "ridded\n",
            "ridden\n",
            "ridding\n",
            "rigged\n",
            "rigging\n",
            "rigidified\n",
            "rimmed\n",
            "rimming\n",
            "ripped\n",
            "ripping\n",
            "risen\n",
            "rivalled\n",
            "rivalling\n",
            "riven\n",
            "robbed\n",
            "robbing\n",
            "rode\n",
            "rose\n",
            "rotted\n",
            "rotting\n",
            "rough-dried\n",
            "rough-hewn\n",
            "rove\n",
            "rowelled\n",
            "rowelling\n",
            "rubbed\n",
            "rubbing\n",
            "rung\n",
            "running\n",
            "rutted\n",
            "rutting\n",
            "saccharified\n",
            "sagged\n",
            "sagging\n",
            "said\n",
            "salaried\n",
            "salified\n",
            "sallied\n",
            "sanctified\n",
            "sandbagged\n",
            "sandbagging\n",
            "sang\n",
            "sank\n",
            "saponified\n",
            "sapped\n",
            "sapping\n",
            "sat\n",
            "satisfied\n",
            "savvied\n",
            "saw\n",
            "sawn\n",
            "scagged\n",
            "scagging\n",
            "scanned\n",
            "scanning\n",
            "scarified\n",
            "scarred\n",
            "scarring\n",
            "scatted\n",
            "scatting\n",
            "scorified\n",
            "scragged\n",
            "scragging\n",
            "scrammed\n",
            "scramming\n",
            "scrapped\n",
            "scrapping\n",
            "scried\n",
            "scrubbed\n",
            "scrubbing\n",
            "scrummed\n",
            "scrumming\n",
            "scudded\n",
            "scudding\n",
            "scummed\n",
            "scumming\n",
            "scurried\n",
            "seed\n",
            "seen\n",
            "sent\n",
            "setting\n",
            "sewn\n",
            "shagged\n",
            "shagging\n",
            "shaken\n",
            "shaken_hands\n",
            "shakes_hands\n",
            "shaking_hands\n",
            "shammed\n",
            "shamming\n",
            "sharecropped\n",
            "sharecropping\n",
            "shat\n",
            "shaven\n",
            "shed\n",
            "shedding\n",
            "shellacked\n",
            "shellacking\n",
            "shent\n",
            "shewn\n",
            "shied\n",
            "shikarred\n",
            "shikarring\n",
            "shillyshallied\n",
            "shimmed\n",
            "shimmied\n",
            "shimming\n",
            "shinned\n",
            "shinning\n",
            "shipped\n",
            "shipping\n",
            "shitted\n",
            "shitting\n",
            "shod\n",
            "shone\n",
            "shook\n",
            "shook_hands\n",
            "shopped\n",
            "shopping\n",
            "shot\n",
            "shotgunned\n",
            "shotgunning\n",
            "shotted\n",
            "shotting\n",
            "shovelled\n",
            "shovelling\n",
            "shown\n",
            "shrank\n",
            "shredded\n",
            "shredding\n",
            "shrink-wrapped\n",
            "shrink-wrapping\n",
            "shrivelled\n",
            "shrivelling\n",
            "shriven\n",
            "shrove\n",
            "shrugged\n",
            "shrugging\n",
            "shrunk\n",
            "shrunken\n",
            "shunned\n",
            "shunning\n",
            "shutting\n",
            "sicked\n",
            "sicking\n",
            "sideslipped\n",
            "sideslipping\n",
            "sidestepped\n",
            "sidestepping\n",
            "sightsaw\n",
            "sightseen\n",
            "signalled\n",
            "signalling\n",
            "signified\n",
            "silicified\n",
            "simplified\n",
            "singing\n",
            "single-stepped\n",
            "single-stepping\n",
            "sinned\n",
            "sinning\n",
            "sipped\n",
            "sipping\n",
            "sitting\n",
            "skellied\n",
            "skenned\n",
            "skenning\n",
            "sketted\n",
            "sketting\n",
            "ski'd\n",
            "skidded\n",
            "skidding\n",
            "skimmed\n",
            "skimming\n",
            "skin-popped\n",
            "skin-popping\n",
            "skinned\n",
            "skinning\n",
            "skinny-dipped\n",
            "skinny-dipping\n",
            "skipped\n",
            "skipping\n",
            "skivvied\n",
            "skydove\n",
            "slabbed\n",
            "slabbing\n",
            "slagged\n",
            "slagging\n",
            "slain\n",
            "slammed\n",
            "slamming\n",
            "slapped\n",
            "slapping\n",
            "slatted\n",
            "slatting\n",
            "sledding\n",
            "slept\n",
            "slew\n",
            "slid\n",
            "slidden\n",
            "slipped\n",
            "slipping\n",
            "slitting\n",
            "slogged\n",
            "slogging\n",
            "slopped\n",
            "slopping\n",
            "slotted\n",
            "slotting\n",
            "slugged\n",
            "slugging\n",
            "slummed\n",
            "slumming\n",
            "slung\n",
            "slunk\n",
            "slurred\n",
            "slurring\n",
            "smelt\n",
            "smit\n",
            "smitten\n",
            "smote\n",
            "smutted\n",
            "smutting\n",
            "snagged\n",
            "snagging\n",
            "snapped\n",
            "snapping\n",
            "snedded\n",
            "snedding\n",
            "snipped\n",
            "snipping\n",
            "snivelled\n",
            "snivelling\n",
            "snogged\n",
            "snogging\n",
            "snubbed\n",
            "snubbing\n",
            "snuck\n",
            "snugged\n",
            "snugging\n",
            "sobbed\n",
            "sobbing\n",
            "sodded\n",
            "sodding\n",
            "soft-pedalled\n",
            "soft-pedalling\n",
            "sold\n",
            "solemnified\n",
            "solidified\n",
            "soothsaid\n",
            "sopped\n",
            "sopping\n",
            "sought\n",
            "sown\n",
            "spagged\n",
            "spagging\n",
            "spancelled\n",
            "spancelling\n",
            "spanned\n",
            "spanning\n",
            "sparred\n",
            "sparring\n",
            "spat\n",
            "spatted\n",
            "spatting\n",
            "specified\n",
            "sped\n",
            "speechified\n",
            "spellbound\n",
            "spelt\n",
            "spent\n",
            "spied\n",
            "spilt\n",
            "spin-dried\n",
            "spinning\n",
            "spiralled\n",
            "spiralling\n",
            "spitted\n",
            "spitting\n",
            "splitting\n",
            "spoilt\n",
            "spoke\n",
            "spoken\n",
            "spoon-fed\n",
            "spotlit\n",
            "spotted\n",
            "spotting\n",
            "sprang\n",
            "sprigged\n",
            "sprigging\n",
            "sprung\n",
            "spudded\n",
            "spudding\n",
            "spun\n",
            "spurred\n",
            "spurring\n",
            "squatted\n",
            "squatting\n",
            "squibbed\n",
            "squibbing\n",
            "squidded\n",
            "squidding\n",
            "squilgee\n",
            "stabbed\n",
            "stabbing\n",
            "stall-fed\n",
            "stank\n",
            "starred\n",
            "starring\n",
            "steadied\n",
            "stellified\n",
            "stemmed\n",
            "stemming\n",
            "stems_from\n",
            "stencilled\n",
            "stencilling\n",
            "stepped\n",
            "stepping\n",
            "stetted\n",
            "stetting\n",
            "stied\n",
            "stilettoeing\n",
            "stirred\n",
            "stirring\n",
            "stole\n",
            "stolen\n",
            "stood\n",
            "stopped\n",
            "stopping\n",
            "storied\n",
            "stotted\n",
            "stotting\n",
            "stove\n",
            "strapped\n",
            "strapping\n",
            "stratified\n",
            "strewn\n",
            "stridden\n",
            "stripped\n",
            "stripping\n",
            "striven\n",
            "strode\n",
            "stropped\n",
            "stropping\n",
            "strove\n",
            "strown\n",
            "struck\n",
            "strummed\n",
            "strumming\n",
            "strung\n",
            "strutted\n",
            "strutting\n",
            "stubbed\n",
            "stubbing\n",
            "stuck\n",
            "studded\n",
            "studding\n",
            "studied\n",
            "stultified\n",
            "stummed\n",
            "stumming\n",
            "stung\n",
            "stunk\n",
            "stunned\n",
            "stunning\n",
            "stupefied\n",
            "stymying\n",
            "subbed\n",
            "subbing\n",
            "subjectified\n",
            "subletting\n",
            "submitted\n",
            "submitting\n",
            "subtotalled\n",
            "subtotalling\n",
            "sullied\n",
            "sulphuretted\n",
            "sulphuretting\n",
            "summed\n",
            "summing\n",
            "sung\n",
            "sunk\n",
            "sunken\n",
            "sunned\n",
            "sunning\n",
            "supped\n",
            "supping\n",
            "supplied\n",
            "swabbed\n",
            "swabbing\n",
            "swagged\n",
            "swagging\n",
            "swam\n",
            "swapped\n",
            "swapping\n",
            "swatted\n",
            "swatting\n",
            "swept\n",
            "swigged\n",
            "swigging\n",
            "swimming\n",
            "swivelled\n",
            "swivelling\n",
            "swollen\n",
            "swopped\n",
            "swopping\n",
            "swops\n",
            "swore\n",
            "sworn\n",
            "swotted\n",
            "swotting\n",
            "swum\n",
            "swung\n",
            "syllabified\n",
            "symbolled\n",
            "symbolling\n",
            "tabbed\n",
            "tabbing\n",
            "tagged\n",
            "tagging\n",
            "taken\n",
            "taken_a_side\n",
            "taken_pains\n",
            "taken_steps\n",
            "takes_a_side\n",
            "takes_pains\n",
            "takes_steps\n",
            "taking_a_side\n",
            "taking_pains\n",
            "taking_steps\n",
            "talcked\n",
            "talcking\n",
            "tallied\n",
            "tally-ho'd\n",
            "tammied\n",
            "tanned\n",
            "tanning\n",
            "tapped\n",
            "tapping\n",
            "tarred\n",
            "tarried\n",
            "tarring\n",
            "tasselled\n",
            "tasselling\n",
            "tatted\n",
            "tatting\n",
            "taught\n",
            "taxis\n",
            "taxying\n",
            "teaselled\n",
            "teaselling\n",
            "tedded\n",
            "tedding\n",
            "tepefied\n",
            "terrified\n",
            "testes\n",
            "testified\n",
            "thinking_the_world_of\n",
            "thinks_the_world_of\n",
            "thinned\n",
            "thinning\n",
            "thought\n",
            "thought_the_world_of\n",
            "threw\n",
            "threw_out\n",
            "thriven\n",
            "throbbed\n",
            "throbbing\n",
            "throve\n",
            "throwing_out\n",
            "thrown\n",
            "thrown_out\n",
            "throws_out\n",
            "thrummed\n",
            "thrumming\n",
            "thudded\n",
            "thudding\n",
            "tidied\n",
            "tinned\n",
            "tinning\n",
            "tinselled\n",
            "tinselling\n",
            "tipped\n",
            "tipping\n",
            "tittupped\n",
            "tittupping\n",
            "toadied\n",
            "togged\n",
            "togging\n",
            "told\n",
            "took\n",
            "took_a_side\n",
            "took_pains\n",
            "took_steps\n",
            "topped\n",
            "topping\n",
            "tore\n",
            "torn\n",
            "torrefied\n",
            "torrify\n",
            "totalled\n",
            "totalling\n",
            "totted\n",
            "totting\n",
            "towelled\n",
            "towelling\n",
            "trafficked\n",
            "trafficking\n",
            "trameled\n",
            "trameling\n",
            "tramelled\n",
            "tramelling\n",
            "tramels\n",
            "trammed\n",
            "tramming\n",
            "transferred\n",
            "transferring\n",
            "transfixt\n",
            "tranship\n",
            "transhipped\n",
            "transhipping\n",
            "transmitted\n",
            "transmitting\n",
            "transmogrified\n",
            "transshipped\n",
            "transshipping\n",
            "trapanned\n",
            "trapanning\n",
            "trapped\n",
            "trapping\n",
            "travelled\n",
            "travelling\n",
            "travestied\n",
            "trekked\n",
            "trekking\n",
            "trepanned\n",
            "trepanning\n",
            "tried\n",
            "trigged\n",
            "trigging\n",
            "trimmed\n",
            "trimming\n",
            "tripped\n",
            "tripping\n",
            "trod\n",
            "trodden\n",
            "trogged\n",
            "trogging\n",
            "trotted\n",
            "trotting\n",
            "trowelled\n",
            "trowelling\n",
            "tugged\n",
            "tugging\n",
            "tumefied\n",
            "tunned\n",
            "tunnelled\n",
            "tunnelling\n",
            "tunning\n",
            "tupped\n",
            "tupping\n",
            "tut-tutted\n",
            "tut-tutting\n",
            "twigged\n",
            "twigging\n",
            "twinned\n",
            "twinning\n",
            "twitted\n",
            "twitting\n",
            "tying\n",
            "typesetting\n",
            "typewritten\n",
            "typewrote\n",
            "typified\n",
            "uglified\n",
            "unbarred\n",
            "unbarring\n",
            "unbent\n",
            "unbound\n",
            "uncapped\n",
            "uncapping\n",
            "unclad\n",
            "unclogged\n",
            "unclogging\n",
            "underbidding\n",
            "underbought\n",
            "undercutting\n",
            "underfed\n",
            "undergirt\n",
            "undergone\n",
            "underlaid\n",
            "underlain\n",
            "underlay\n",
            "underletting\n",
            "underlying\n",
            "underpaid\n",
            "underpinned\n",
            "underpinning\n",
            "underpropped\n",
            "underpropping\n",
            "undersetting\n",
            "undershot\n",
            "undersold\n",
            "understood\n",
            "understudied\n",
            "undertaken\n",
            "undertook\n",
            "underwent\n",
            "underwritten\n",
            "underwrote\n",
            "undid\n",
            "undone\n",
            "unfitted\n",
            "unfitting\n",
            "unfroze\n",
            "unfrozen\n",
            "unified\n",
            "unkennelled\n",
            "unkennelling\n",
            "unknitted\n",
            "unknitting\n",
            "unlaid\n",
            "unlearnt\n",
            "unmade\n",
            "unmanned\n",
            "unmanning\n",
            "unpegged\n",
            "unpegging\n",
            "unpinned\n",
            "unpinning\n",
            "unplugged\n",
            "unplugging\n",
            "unravelled\n",
            "unravelling\n",
            "unrigged\n",
            "unrigging\n",
            "unripped\n",
            "unripping\n",
            "unrove\n",
            "unsaid\n",
            "unshipped\n",
            "unshipping\n",
            "unslung\n",
            "unsnapped\n",
            "unsnapping\n",
            "unspoke\n",
            "unspoken\n",
            "unsteadied\n",
            "unstepped\n",
            "unstepping\n",
            "unstopped\n",
            "unstopping\n",
            "unstrung\n",
            "unstuck\n",
            "unswore\n",
            "unsworn\n",
            "untaught\n",
            "unthought\n",
            "untidied\n",
            "untrod\n",
            "untrodden\n",
            "untying\n",
            "unwound\n",
            "unwrapped\n",
            "unwrapping\n",
            "unzipped\n",
            "unzipping\n",
            "upbuilt\n",
            "upheld\n",
            "uphove\n",
            "upped\n",
            "uppercutting\n",
            "upping\n",
            "uprisen\n",
            "uprose\n",
            "upsetting\n",
            "upsprang\n",
            "upsprung\n",
            "upswept\n",
            "upswollen\n",
            "upswung\n",
            "vagged\n",
            "vagging\n",
            "varied\n",
            "vatted\n",
            "vatting\n",
            "verbified\n",
            "verified\n",
            "versified\n",
            "vetted\n",
            "vetting\n",
            "victualled\n",
            "victualling\n",
            "vilified\n",
            "vitrified\n",
            "vitriolled\n",
            "vitriolling\n",
            "vivified\n",
            "vying\n",
            "wadded\n",
            "waddied\n",
            "wadding\n",
            "wadsetted\n",
            "wadsetting\n",
            "wagged\n",
            "wagging\n",
            "wanned\n",
            "wanning\n",
            "warred\n",
            "warring\n",
            "was\n",
            "water-ski'd\n",
            "waylaid\n",
            "wearied\n",
            "weatherstripped\n",
            "weatherstripping\n",
            "webbed\n",
            "webbing\n",
            "wedded\n",
            "wedding\n",
            "weed\n",
            "went\n",
            "went_deep\n",
            "wept\n",
            "were\n",
            "wetted\n",
            "wetting\n",
            "whammed\n",
            "whamming\n",
            "whapped\n",
            "whapping\n",
            "whetted\n",
            "whetting\n",
            "whinnied\n",
            "whipped\n",
            "whipping\n",
            "whipsawn\n",
            "whirred\n",
            "whirring\n",
            "whistle-stopped\n",
            "whistle-stopping\n",
            "whizzed\n",
            "whizzes\n",
            "whizzing\n",
            "whopped\n",
            "whopping\n",
            "wigged\n",
            "wigging\n",
            "wigwagged\n",
            "wigwagging\n",
            "wildcatted\n",
            "wildcatting\n",
            "window-shopped\n",
            "window-shopping\n",
            "winning\n",
            "winterfed\n",
            "wiredrawn\n",
            "wiredrew\n",
            "withdrawn\n",
            "withdrew\n",
            "withheld\n",
            "withstood\n",
            "woke\n",
            "woken\n",
            "won\n",
            "wonned\n",
            "wonning\n",
            "wore\n",
            "worn\n",
            "worried\n",
            "worshipped\n",
            "worshipping\n",
            "wound\n",
            "wove\n",
            "woven\n",
            "wrapped\n",
            "wrapping\n",
            "wried\n",
            "written\n",
            "wrote\n",
            "wrought\n",
            "wrung\n",
            "yakked\n",
            "yakking\n",
            "yapped\n",
            "yapping\n",
            "ycleped\n",
            "yclept\n",
            "yenned\n",
            "yenning\n",
            "yodelled\n",
            "yodelling\n",
            "zapped\n",
            "zapping\n",
            "zigzagged\n",
            "zigzagging\n",
            "zipped\n",
            "zipping\n",
            "adj.exc\n",
            "acer\n",
            "after\n",
            "airier\n",
            "airiest\n",
            "all-arounder\n",
            "angrier\n",
            "angriest\n",
            "archer\n",
            "artier\n",
            "artiest\n",
            "ashier\n",
            "ashiest\n",
            "assaulter\n",
            "attacker\n",
            "backer\n",
            "baggier\n",
            "baggiest\n",
            "balkier\n",
            "balkiest\n",
            "balmier\n",
            "balmiest\n",
            "bandier\n",
            "bandiest\n",
            "bargainer\n",
            "barmier\n",
            "barmiest\n",
            "battier\n",
            "battiest\n",
            "baulkier\n",
            "baulkiest\n",
            "bawdier\n",
            "bawdiest\n",
            "bayer\n",
            "beadier\n",
            "beadiest\n",
            "beastlier\n",
            "beastliest\n",
            "beater\n",
            "beefier\n",
            "beefiest\n",
            "beerier\n",
            "beeriest\n",
            "bendier\n",
            "bendiest\n",
            "best\n",
            "better\n",
            "bigger\n",
            "biggest\n",
            "bitchier\n",
            "bitchiest\n",
            "biter\n",
            "bittier\n",
            "bittiest\n",
            "blearier\n",
            "bleariest\n",
            "bloodier\n",
            "bloodiest\n",
            "bloodthirstier\n",
            "bloodthirstiest\n",
            "blowier\n",
            "blowiest\n",
            "blowsier\n",
            "blowsiest\n",
            "blowzier\n",
            "blowziest\n",
            "bluer\n",
            "bluest\n",
            "boner\n",
            "bonier\n",
            "boniest\n",
            "bonnier\n",
            "bonniest\n",
            "boozier\n",
            "booziest\n",
            "boskier\n",
            "boskiest\n",
            "bossier\n",
            "bossiest\n",
            "botchier\n",
            "botchiest\n",
            "bother\n",
            "bouncier\n",
            "bounciest\n",
            "bounder\n",
            "bower\n",
            "brainier\n",
            "brainiest\n",
            "brashier\n",
            "brashiest\n",
            "brassier\n",
            "brassiest\n",
            "brawnier\n",
            "brawniest\n",
            "breathier\n",
            "breathiest\n",
            "breezier\n",
            "breeziest\n",
            "brinier\n",
            "briniest\n",
            "britisher\n",
            "broadcaster\n",
            "brooder\n",
            "broodier\n",
            "broodiest\n",
            "bubblier\n",
            "bubbliest\n",
            "buggier\n",
            "buggiest\n",
            "bulkier\n",
            "bulkiest\n",
            "bumpier\n",
            "bumpiest\n",
            "bunchier\n",
            "bunchiest\n",
            "burlier\n",
            "burliest\n",
            "burrier\n",
            "burriest\n",
            "burster\n",
            "bushier\n",
            "bushiest\n",
            "busier\n",
            "busiest\n",
            "buster\n",
            "bustier\n",
            "bustiest\n",
            "cagier\n",
            "cagiest\n",
            "camper\n",
            "cannier\n",
            "canniest\n",
            "canter\n",
            "cantier\n",
            "cantiest\n",
            "caster\n",
            "catchier\n",
            "catchiest\n",
            "cattier\n",
            "cattiest\n",
            "cer\n",
            "chancier\n",
            "chanciest\n",
            "charier\n",
            "chariest\n",
            "chattier\n",
            "chattiest\n",
            "cheekier\n",
            "cheekiest\n",
            "cheerier\n",
            "cheeriest\n",
            "cheesier\n",
            "cheesiest\n",
            "chestier\n",
            "chestiest\n",
            "chewier\n",
            "chewiest\n",
            "chillier\n",
            "chilliest\n",
            "chintzier\n",
            "chintziest\n",
            "chippier\n",
            "chippiest\n",
            "choosier\n",
            "choosiest\n",
            "choppier\n",
            "choppiest\n",
            "chubbier\n",
            "chubbiest\n",
            "chuffier\n",
            "chuffiest\n",
            "chummier\n",
            "chummiest\n",
            "chunkier\n",
            "chunkiest\n",
            "churchier\n",
            "churchiest\n",
            "clammier\n",
            "clammiest\n",
            "classier\n",
            "classiest\n",
            "cleanlier\n",
            "cleanliest\n",
            "clerklier\n",
            "clerkliest\n",
            "cloudier\n",
            "cloudiest\n",
            "clubbier\n",
            "clubbiest\n",
            "clumsier\n",
            "clumsiest\n",
            "cockier\n",
            "cockiest\n",
            "coder\n",
            "collier\n",
            "colliest\n",
            "comelier\n",
            "comeliest\n",
            "comfier\n",
            "comfiest\n",
            "cornier\n",
            "corniest\n",
            "cosier\n",
            "cosiest\n",
            "costlier\n",
            "costliest\n",
            "costumer\n",
            "counterfeiter\n",
            "courtlier\n",
            "courtliest\n",
            "cozier\n",
            "coziest\n",
            "crabbier\n",
            "crabbiest\n",
            "cracker\n",
            "craftier\n",
            "craftiest\n",
            "craggier\n",
            "craggiest\n",
            "crankier\n",
            "crankiest\n",
            "crasher\n",
            "crawlier\n",
            "crawliest\n",
            "crazier\n",
            "craziest\n",
            "creamer\n",
            "creamier\n",
            "creamiest\n",
            "creepier\n",
            "creepiest\n",
            "crispier\n",
            "crispiest\n",
            "crumbier\n",
            "crumbiest\n",
            "crumblier\n",
            "crumbliest\n",
            "crummier\n",
            "crummiest\n",
            "crustier\n",
            "crustiest\n",
            "curlier\n",
            "curliest\n",
            "customer\n",
            "cuter\n",
            "daffier\n",
            "daffiest\n",
            "daintier\n",
            "daintiest\n",
            "dandier\n",
            "dandiest\n",
            "deadlier\n",
            "deadliest\n",
            "dealer\n",
            "deserter\n",
            "dewier\n",
            "dewiest\n",
            "dicier\n",
            "diciest\n",
            "dimer\n",
            "dimmer\n",
            "dimmest\n",
            "dingier\n",
            "dingiest\n",
            "dinkier\n",
            "dinkiest\n",
            "dippier\n",
            "dippiest\n",
            "dirtier\n",
            "dirtiest\n",
            "dishier\n",
            "dishiest\n",
            "dizzier\n",
            "dizziest\n",
            "dodgier\n",
            "dodgiest\n",
            "dopier\n",
            "dopiest\n",
            "dottier\n",
            "dottiest\n",
            "doughier\n",
            "doughiest\n",
            "doughtier\n",
            "doughtiest\n",
            "dowdier\n",
            "dowdiest\n",
            "dowier\n",
            "dowiest\n",
            "downer\n",
            "downier\n",
            "downiest\n",
            "dozier\n",
            "doziest\n",
            "drabber\n",
            "drabbest\n",
            "draftier\n",
            "draftiest\n",
            "draggier\n",
            "draggiest\n",
            "draughtier\n",
            "draughtiest\n",
            "dreamier\n",
            "dreamiest\n",
            "drearier\n",
            "dreariest\n",
            "dreggier\n",
            "dreggiest\n",
            "dresser\n",
            "dressier\n",
            "dressiest\n",
            "drier\n",
            "driest\n",
            "drippier\n",
            "drippiest\n",
            "drowsier\n",
            "drowsiest\n",
            "dryer\n",
            "dryest\n",
            "dumpier\n",
            "dumpiest\n",
            "dunner\n",
            "dunnest\n",
            "duskier\n",
            "duskiest\n",
            "dustier\n",
            "dustiest\n",
            "earlier\n",
            "earliest\n",
            "earthier\n",
            "earthiest\n",
            "earthlier\n",
            "earthliest\n",
            "easier\n",
            "easiest\n",
            "easter\n",
            "eastsider\n",
            "edger\n",
            "edgier\n",
            "edgiest\n",
            "eerier\n",
            "eeriest\n",
            "emptier\n",
            "emptiest\n",
            "faker\n",
            "fancier\n",
            "fanciest\n",
            "fatter\n",
            "fattest\n",
            "fattier\n",
            "fattiest\n",
            "faultier\n",
            "faultiest\n",
            "feistier\n",
            "feistiest\n",
            "feller\n",
            "fiddlier\n",
            "fiddliest\n",
            "filmier\n",
            "filmiest\n",
            "filthier\n",
            "filthiest\n",
            "finnier\n",
            "finniest\n",
            "first-rater\n",
            "first-stringer\n",
            "fishier\n",
            "fishiest\n",
            "fitter\n",
            "fittest\n",
            "flabbier\n",
            "flabbiest\n",
            "flaggier\n",
            "flaggiest\n",
            "flakier\n",
            "flakiest\n",
            "flasher\n",
            "flashier\n",
            "flashiest\n",
            "flatter\n",
            "flattest\n",
            "flauntier\n",
            "flauntiest\n",
            "fledgier\n",
            "fledgiest\n",
            "fleecier\n",
            "fleeciest\n",
            "fleshier\n",
            "fleshiest\n",
            "fleshlier\n",
            "fleshliest\n",
            "flightier\n",
            "flightiest\n",
            "flimsier\n",
            "flimsiest\n",
            "flintier\n",
            "flintiest\n",
            "floatier\n",
            "floatiest\n",
            "floppier\n",
            "floppiest\n",
            "flossier\n",
            "flossiest\n",
            "fluffier\n",
            "fluffiest\n",
            "flukier\n",
            "flukiest\n",
            "foamier\n",
            "foamiest\n",
            "foggier\n",
            "foggiest\n",
            "folder\n",
            "folksier\n",
            "folksiest\n",
            "foolhardier\n",
            "foolhardiest\n",
            "fore-and-after\n",
            "foreigner\n",
            "forest\n",
            "founder\n",
            "foxier\n",
            "foxiest\n",
            "fratchier\n",
            "fratchiest\n",
            "freakier\n",
            "freakiest\n",
            "freer\n",
            "freest\n",
            "frenchier\n",
            "frenchiest\n",
            "friendlier\n",
            "friendliest\n",
            "friskier\n",
            "friskiest\n",
            "frizzier\n",
            "frizziest\n",
            "frizzlier\n",
            "frizzliest\n",
            "frostier\n",
            "frostiest\n",
            "frouzier\n",
            "frouziest\n",
            "frowsier\n",
            "frowsiest\n",
            "frowzier\n",
            "frowziest\n",
            "fruitier\n",
            "fruitiest\n",
            "funkier\n",
            "funkiest\n",
            "funnier\n",
            "funniest\n",
            "furrier\n",
            "furriest\n",
            "fussier\n",
            "fussiest\n",
            "fustier\n",
            "fustiest\n",
            "fuzzier\n",
            "fuzziest\n",
            "gabbier\n",
            "gabbiest\n",
            "gamier\n",
            "gamiest\n",
            "gammier\n",
            "gammiest\n",
            "gassier\n",
            "gassiest\n",
            "gaudier\n",
            "gaudiest\n",
            "gauzier\n",
            "gauziest\n",
            "gawkier\n",
            "gawkiest\n",
            "ghastlier\n",
            "ghastliest\n",
            "ghostlier\n",
            "ghostliest\n",
            "giddier\n",
            "giddiest\n",
            "gladder\n",
            "gladdest\n",
            "glassier\n",
            "glassiest\n",
            "glibber\n",
            "glibbest\n",
            "gloomier\n",
            "gloomiest\n",
            "glossier\n",
            "glossiest\n",
            "glummer\n",
            "glummest\n",
            "godlier\n",
            "godliest\n",
            "goer\n",
            "goner\n",
            "goodlier\n",
            "goodliest\n",
            "goofier\n",
            "goofiest\n",
            "gooier\n",
            "gooiest\n",
            "goosier\n",
            "goosiest\n",
            "gorier\n",
            "goriest\n",
            "gradelier\n",
            "gradeliest\n",
            "grader\n",
            "grainier\n",
            "grainiest\n",
            "grassier\n",
            "grassiest\n",
            "greasier\n",
            "greasiest\n",
            "greedier\n",
            "greediest\n",
            "grimmer\n",
            "grimmest\n",
            "grislier\n",
            "grisliest\n",
            "grittier\n",
            "grittiest\n",
            "grizzlier\n",
            "grizzliest\n",
            "groggier\n",
            "groggiest\n",
            "groovier\n",
            "grooviest\n",
            "grottier\n",
            "grottiest\n",
            "grounder\n",
            "grouper\n",
            "groutier\n",
            "groutiest\n",
            "grubbier\n",
            "grubbiest\n",
            "grumpier\n",
            "grumpiest\n",
            "guest\n",
            "guiltier\n",
            "guiltiest\n",
            "gummier\n",
            "gummiest\n",
            "gushier\n",
            "gushiest\n",
            "gustier\n",
            "gustiest\n",
            "gutsier\n",
            "gutsiest\n",
            "hairier\n",
            "hairiest\n",
            "halfways\n",
            "halter\n",
            "hammier\n",
            "hammiest\n",
            "handier\n",
            "handiest\n",
            "happier\n",
            "happiest\n",
            "hardier\n",
            "hardiest\n",
            "hastier\n",
            "hastiest\n",
            "haughtier\n",
            "haughtiest\n",
            "hazier\n",
            "haziest\n",
            "header\n",
            "headier\n",
            "headiest\n",
            "healthier\n",
            "healthiest\n",
            "heartier\n",
            "heartiest\n",
            "heavier\n",
            "heaviest\n",
            "heftier\n",
            "heftiest\n",
            "hepper\n",
            "heppest\n",
            "herbier\n",
            "herbiest\n",
            "hinder\n",
            "hipper\n",
            "hippest\n",
            "hippier\n",
            "hippiest\n",
            "hoarier\n",
            "hoariest\n",
            "holier\n",
            "holiest\n",
            "homelier\n",
            "homeliest\n",
            "homer\n",
            "homier\n",
            "homiest\n",
            "hornier\n",
            "horniest\n",
            "horsier\n",
            "horsiest\n",
            "hotter\n",
            "hottest\n",
            "humpier\n",
            "humpiest\n",
            "hunger\n",
            "hungrier\n",
            "hungriest\n",
            "huskier\n",
            "huskiest\n",
            "icier\n",
            "iciest\n",
            "inkier\n",
            "inkiest\n",
            "insider\n",
            "interest\n",
            "jaggier\n",
            "jaggiest\n",
            "jammier\n",
            "jammiest\n",
            "jauntier\n",
            "jauntiest\n",
            "jazzier\n",
            "jazziest\n",
            "jerkier\n",
            "jerkiest\n",
            "jointer\n",
            "jollier\n",
            "jolliest\n",
            "juicier\n",
            "juiciest\n",
            "jumpier\n",
            "jumpiest\n",
            "kindlier\n",
            "kindliest\n",
            "kinkier\n",
            "kinkiest\n",
            "knottier\n",
            "knottiest\n",
            "knurlier\n",
            "knurliest\n",
            "kookier\n",
            "kookiest\n",
            "lacier\n",
            "laciest\n",
            "lairier\n",
            "lairiest\n",
            "lakier\n",
            "lakiest\n",
            "lander\n",
            "lankier\n",
            "lankiest\n",
            "lathier\n",
            "lathiest\n",
            "layer\n",
            "lazier\n",
            "laziest\n",
            "leafier\n",
            "leafiest\n",
            "leakier\n",
            "leakiest\n",
            "learier\n",
            "leariest\n",
            "leer\n",
            "leerier\n",
            "leeriest\n",
            "left-hander\n",
            "left-winger\n",
            "leggier\n",
            "leggiest\n",
            "lengthier\n",
            "lengthiest\n",
            "ler\n",
            "leveler\n",
            "limier\n",
            "limiest\n",
            "lippier\n",
            "lippiest\n",
            "liter\n",
            "livelier\n",
            "liveliest\n",
            "liver\n",
            "loather\n",
            "loftier\n",
            "loftiest\n",
            "logier\n",
            "logiest\n",
            "lonelier\n",
            "loneliest\n",
            "loner\n",
            "loonier\n",
            "looniest\n",
            "loopier\n",
            "loopiest\n",
            "lordlier\n",
            "lordliest\n",
            "lousier\n",
            "lousiest\n",
            "lovelier\n",
            "loveliest\n",
            "lowlander\n",
            "lowlier\n",
            "lowliest\n",
            "luckier\n",
            "luckiest\n",
            "lumpier\n",
            "lumpiest\n",
            "lunier\n",
            "luniest\n",
            "lustier\n",
            "lustiest\n",
            "madder\n",
            "maddest\n",
            "mainer\n",
            "maligner\n",
            "maltier\n",
            "maltiest\n",
            "mangier\n",
            "mangiest\n",
            "mankier\n",
            "mankiest\n",
            "manlier\n",
            "manliest\n",
            "mariner\n",
            "marshier\n",
            "marshiest\n",
            "massier\n",
            "massiest\n",
            "matter\n",
            "maungier\n",
            "maungiest\n",
            "mazier\n",
            "maziest\n",
            "mealier\n",
            "mealiest\n",
            "measlier\n",
            "measliest\n",
            "meatier\n",
            "meatiest\n",
            "meeter\n",
            "merrier\n",
            "merriest\n",
            "messier\n",
            "messiest\n",
            "miffier\n",
            "miffiest\n",
            "mightier\n",
            "mightiest\n",
            "milcher\n",
            "milker\n",
            "milkier\n",
            "milkiest\n",
            "mingier\n",
            "mingiest\n",
            "minter\n",
            "mirkier\n",
            "mirkiest\n",
            "miser\n",
            "mistier\n",
            "mistiest\n",
            "mocker\n",
            "modeler\n",
            "modest\n",
            "moldier\n",
            "moldiest\n",
            "moodier\n",
            "moodiest\n",
            "moonier\n",
            "mooniest\n",
            "mothier\n",
            "mothiest\n",
            "mouldier\n",
            "mouldiest\n",
            "mousier\n",
            "mousiest\n",
            "mouthier\n",
            "mouthiest\n",
            "muckier\n",
            "muckiest\n",
            "muddier\n",
            "muddiest\n",
            "muggier\n",
            "muggiest\n",
            "multiplexer\n",
            "murkier\n",
            "murkiest\n",
            "mushier\n",
            "mushiest\n",
            "muskier\n",
            "muskiest\n",
            "muster\n",
            "mustier\n",
            "mustiest\n",
            "muzzier\n",
            "muzziest\n",
            "nappier\n",
            "nappiest\n",
            "nastier\n",
            "nastiest\n",
            "nattier\n",
            "nattiest\n",
            "naughtier\n",
            "naughtiest\n",
            "needier\n",
            "neediest\n",
            "nervier\n",
            "nerviest\n",
            "newsier\n",
            "newsiest\n",
            "niftier\n",
            "niftiest\n",
            "nippier\n",
            "nippiest\n",
            "nittier\n",
            "nittiest\n",
            "noisier\n",
            "noisiest\n",
            "northeasterner\n",
            "norther\n",
            "northerner\n",
            "nosier\n",
            "nosiest\n",
            "number\n",
            "nuttier\n",
            "nuttiest\n",
            "offer\n",
            "offer\n",
            "oilier\n",
            "oiliest\n",
            "old-timer\n",
            "oliver\n",
            "oozier\n",
            "ooziest\n",
            "opener\n",
            "outsider\n",
            "overcomer\n",
            "overnighter\n",
            "owner\n",
            "pallier\n",
            "palliest\n",
            "palmier\n",
            "palmiest\n",
            "paltrier\n",
            "paltriest\n",
            "pappier\n",
            "pappiest\n",
            "parkier\n",
            "parkiest\n",
            "part-timer\n",
            "passer\n",
            "paster\n",
            "pastier\n",
            "pastiest\n",
            "patchier\n",
            "patchiest\n",
            "pater\n",
            "pawkier\n",
            "pawkiest\n",
            "peachier\n",
            "peachiest\n",
            "pearler\n",
            "pearlier\n",
            "pearliest\n",
            "pedaler\n",
            "peppier\n",
            "peppiest\n",
            "perkier\n",
            "perkiest\n",
            "peskier\n",
            "peskiest\n",
            "peter\n",
            "pettier\n",
            "pettiest\n",
            "phonier\n",
            "phoniest\n",
            "pickier\n",
            "pickiest\n",
            "piggier\n",
            "piggiest\n",
            "pinier\n",
            "piniest\n",
            "pitchier\n",
            "pitchiest\n",
            "pithier\n",
            "pithiest\n",
            "planer\n",
            "plashier\n",
            "plashiest\n",
            "platier\n",
            "platiest\n",
            "player\n",
            "pluckier\n",
            "pluckiest\n",
            "plumber\n",
            "plumier\n",
            "plumiest\n",
            "plummier\n",
            "plummiest\n",
            "podgier\n",
            "podgiest\n",
            "pokier\n",
            "pokiest\n",
            "polisher\n",
            "porkier\n",
            "porkiest\n",
            "porter\n",
            "portlier\n",
            "portliest\n",
            "poster\n",
            "pottier\n",
            "pottiest\n",
            "preachier\n",
            "preachiest\n",
            "presenter\n",
            "pretender\n",
            "prettier\n",
            "prettiest\n",
            "pricier\n",
            "priciest\n",
            "pricklier\n",
            "prickliest\n",
            "priestlier\n",
            "priestliest\n",
            "primer\n",
            "primmer\n",
            "primmest\n",
            "princelier\n",
            "princeliest\n",
            "printer\n",
            "prissier\n",
            "prissiest\n",
            "privateer\n",
            "privier\n",
            "priviest\n",
            "prompter\n",
            "prosier\n",
            "prosiest\n",
            "pudgier\n",
            "pudgiest\n",
            "puffer\n",
            "puffier\n",
            "puffiest\n",
            "pulpier\n",
            "pulpiest\n",
            "punchier\n",
            "punchiest\n",
            "punier\n",
            "puniest\n",
            "pushier\n",
            "pushiest\n",
            "pussier\n",
            "pussiest\n",
            "quaggier\n",
            "quaggiest\n",
            "quakier\n",
            "quakiest\n",
            "queasier\n",
            "queasiest\n",
            "queenlier\n",
            "queenliest\n",
            "racier\n",
            "raciest\n",
            "rainier\n",
            "rainiest\n",
            "randier\n",
            "randiest\n",
            "rangier\n",
            "rangiest\n",
            "ranker\n",
            "rattier\n",
            "rattiest\n",
            "rattlier\n",
            "rattliest\n",
            "raunchier\n",
            "raunchiest\n",
            "readier\n",
            "readiest\n",
            "recorder\n",
            "redder\n",
            "reddest\n",
            "reedier\n",
            "reediest\n",
            "renter\n",
            "retailer\n",
            "right-hander\n",
            "right-winger\n",
            "rimier\n",
            "rimiest\n",
            "riskier\n",
            "riskiest\n",
            "ritzier\n",
            "ritziest\n",
            "roaster\n",
            "rockier\n",
            "rockiest\n",
            "roilier\n",
            "roiliest\n",
            "rookier\n",
            "rookiest\n",
            "roomier\n",
            "roomiest\n",
            "ropier\n",
            "ropiest\n",
            "rosier\n",
            "rosiest\n",
            "rowdier\n",
            "rowdiest\n",
            "ruddier\n",
            "ruddiest\n",
            "runnier\n",
            "runniest\n",
            "rusher\n",
            "rushier\n",
            "rushiest\n",
            "rustier\n",
            "rustiest\n",
            "ruttier\n",
            "ruttiest\n",
            "sadder\n",
            "saddest\n",
            "salter\n",
            "saltier\n",
            "saltiest\n",
            "sampler\n",
            "sandier\n",
            "sandiest\n",
            "sappier\n",
            "sappiest\n",
            "sassier\n",
            "sassiest\n",
            "saucier\n",
            "sauciest\n",
            "savvier\n",
            "savviest\n",
            "scabbier\n",
            "scabbiest\n",
            "scalier\n",
            "scaliest\n",
            "scantier\n",
            "scantiest\n",
            "scarier\n",
            "scariest\n",
            "scraggier\n",
            "scraggiest\n",
            "scragglier\n",
            "scraggliest\n",
            "scraper\n",
            "scrappier\n",
            "scrappiest\n",
            "scrawnier\n",
            "scrawniest\n",
            "screwier\n",
            "screwiest\n",
            "scrubbier\n",
            "scrubbiest\n",
            "scruffier\n",
            "scruffiest\n",
            "scungier\n",
            "scungiest\n",
            "scurvier\n",
            "scurviest\n",
            "seamier\n",
            "seamiest\n",
            "second-rater\n",
            "seconder\n",
            "seedier\n",
            "seediest\n",
            "seemlier\n",
            "seemliest\n",
            "serer\n",
            "sexier\n",
            "sexiest\n",
            "shabbier\n",
            "shabbiest\n",
            "shadier\n",
            "shadiest\n",
            "shaggier\n",
            "shaggiest\n",
            "shakier\n",
            "shakiest\n",
            "shapelier\n",
            "shapeliest\n",
            "shier\n",
            "shiest\n",
            "shiftier\n",
            "shiftiest\n",
            "shinier\n",
            "shiniest\n",
            "shirtier\n",
            "shirtiest\n",
            "shoddier\n",
            "shoddiest\n",
            "showier\n",
            "showiest\n",
            "shrubbier\n",
            "shrubbiest\n",
            "shyer\n",
            "shyest\n",
            "sicklier\n",
            "sickliest\n",
            "sightlier\n",
            "sightliest\n",
            "signaler\n",
            "signer\n",
            "silkier\n",
            "silkiest\n",
            "sillier\n",
            "silliest\n",
            "sketchier\n",
            "sketchiest\n",
            "skewer\n",
            "skimpier\n",
            "skimpiest\n",
            "skinnier\n",
            "skinniest\n",
            "slaphappier\n",
            "slaphappiest\n",
            "slatier\n",
            "slatiest\n",
            "slaver\n",
            "sleazier\n",
            "sleaziest\n",
            "sleepier\n",
            "sleepiest\n",
            "slier\n",
            "sliest\n",
            "slimier\n",
            "slimiest\n",
            "slimmer\n",
            "slimmest\n",
            "slimsier\n",
            "slimsiest\n",
            "slinkier\n",
            "slinkiest\n",
            "slippier\n",
            "slippiest\n",
            "sloppier\n",
            "sloppiest\n",
            "slyer\n",
            "slyest\n",
            "smarmier\n",
            "smarmiest\n",
            "smellier\n",
            "smelliest\n",
            "smokier\n",
            "smokiest\n",
            "smugger\n",
            "smuggest\n",
            "snakier\n",
            "snakiest\n",
            "snappier\n",
            "snappiest\n",
            "snatchier\n",
            "snatchiest\n",
            "snazzier\n",
            "snazziest\n",
            "sneaker\n",
            "sniffier\n",
            "sniffiest\n",
            "snootier\n",
            "snootiest\n",
            "snottier\n",
            "snottiest\n",
            "snowier\n",
            "snowiest\n",
            "snuffer\n",
            "snuffier\n",
            "snuffiest\n",
            "snugger\n",
            "snuggest\n",
            "soapier\n",
            "soapiest\n",
            "soggier\n",
            "soggiest\n",
            "solder\n",
            "sonsier\n",
            "sonsiest\n",
            "sootier\n",
            "sootiest\n",
            "soppier\n",
            "soppiest\n",
            "sorrier\n",
            "sorriest\n",
            "soupier\n",
            "soupiest\n",
            "souther\n",
            "southerner\n",
            "speedier\n",
            "speediest\n",
            "spicier\n",
            "spiciest\n",
            "spiffier\n",
            "spiffiest\n",
            "spikier\n",
            "spikiest\n",
            "spindlier\n",
            "spindliest\n",
            "spinier\n",
            "spiniest\n",
            "splashier\n",
            "splashiest\n",
            "spongier\n",
            "spongiest\n",
            "spookier\n",
            "spookiest\n",
            "spoonier\n",
            "spooniest\n",
            "sportier\n",
            "sportiest\n",
            "spottier\n",
            "spottiest\n",
            "spreader\n",
            "sprier\n",
            "spriest\n",
            "sprightlier\n",
            "sprightliest\n",
            "springer\n",
            "springier\n",
            "springiest\n",
            "squashier\n",
            "squashiest\n",
            "squatter\n",
            "squattest\n",
            "squattier\n",
            "squattiest\n",
            "squiffier\n",
            "squiffiest\n",
            "stagier\n",
            "stagiest\n",
            "stalkier\n",
            "stalkiest\n",
            "stapler\n",
            "starchier\n",
            "starchiest\n",
            "starer\n",
            "starest\n",
            "starrier\n",
            "starriest\n",
            "statelier\n",
            "stateliest\n",
            "steadier\n",
            "steadiest\n",
            "stealthier\n",
            "stealthiest\n",
            "steamier\n",
            "steamiest\n",
            "stingier\n",
            "stingiest\n",
            "stiper\n",
            "stocker\n",
            "stockier\n",
            "stockiest\n",
            "stodgier\n",
            "stodgiest\n",
            "stonier\n",
            "stoniest\n",
            "stormier\n",
            "stormiest\n",
            "streakier\n",
            "streakiest\n",
            "streamier\n",
            "streamiest\n",
            "stretcher\n",
            "stretchier\n",
            "stretchiest\n",
            "stringier\n",
            "stringiest\n",
            "stripier\n",
            "stripiest\n",
            "stronger\n",
            "strongest\n",
            "stroppier\n",
            "stroppiest\n",
            "stuffier\n",
            "stuffiest\n",
            "stumpier\n",
            "stumpiest\n",
            "sturdier\n",
            "sturdiest\n",
            "submariner\n",
            "sulkier\n",
            "sulkiest\n",
            "sultrier\n",
            "sultriest\n",
            "sunnier\n",
            "sunniest\n",
            "surlier\n",
            "surliest\n",
            "swagger\n",
            "swankier\n",
            "swankiest\n",
            "swarthier\n",
            "swarthiest\n",
            "sweatier\n",
            "sweatiest\n",
            "tackier\n",
            "tackiest\n",
            "talkier\n",
            "talkiest\n",
            "tangier\n",
            "tangiest\n",
            "tanner\n",
            "tannest\n",
            "tardier\n",
            "tardiest\n",
            "tastier\n",
            "tastiest\n",
            "tattier\n",
            "tattiest\n",
            "tawdrier\n",
            "tawdriest\n",
            "techier\n",
            "techiest\n",
            "teenager\n",
            "teenier\n",
            "teeniest\n",
            "teetotaler\n",
            "tester\n",
            "testier\n",
            "testiest\n",
            "tetchier\n",
            "tetchiest\n",
            "thinner\n",
            "thinnest\n",
            "third-rater\n",
            "thirstier\n",
            "thirstiest\n",
            "thornier\n",
            "thorniest\n",
            "threadier\n",
            "threadiest\n",
            "thriftier\n",
            "thriftiest\n",
            "throatier\n",
            "throatiest\n",
            "tidier\n",
            "tidiest\n",
            "timelier\n",
            "timeliest\n",
            "tinier\n",
            "tiniest\n",
            "tinnier\n",
            "tinniest\n",
            "tipsier\n",
            "tipsiest\n",
            "tonier\n",
            "toniest\n",
            "toothier\n",
            "toothiest\n",
            "toper\n",
            "touchier\n",
            "touchiest\n",
            "trader\n",
            "trashier\n",
            "trashiest\n",
            "trendier\n",
            "trendiest\n",
            "trickier\n",
            "trickiest\n",
            "tricksier\n",
            "tricksiest\n",
            "trimer\n",
            "trimmer\n",
            "trimmest\n",
            "truer\n",
            "truest\n",
            "trustier\n",
            "trustiest\n",
            "tubbier\n",
            "tubbiest\n",
            "turfier\n",
            "turfiest\n",
            "tweedier\n",
            "tweediest\n",
            "twiggier\n",
            "twiggiest\n",
            "uglier\n",
            "ugliest\n",
            "unfriendlier\n",
            "unfriendliest\n",
            "ungainlier\n",
            "ungainliest\n",
            "ungodlier\n",
            "ungodliest\n",
            "unhappier\n",
            "unhappiest\n",
            "unhealthier\n",
            "unhealthiest\n",
            "unholier\n",
            "unholiest\n",
            "unrulier\n",
            "unruliest\n",
            "untidier\n",
            "untidiest\n",
            "vastier\n",
            "vastiest\n",
            "vest\n",
            "viewier\n",
            "viewiest\n",
            "wackier\n",
            "wackiest\n",
            "wanner\n",
            "wannest\n",
            "warier\n",
            "wariest\n",
            "washier\n",
            "washiest\n",
            "waster\n",
            "wavier\n",
            "waviest\n",
            "waxier\n",
            "waxiest\n",
            "weaklier\n",
            "weakliest\n",
            "wealthier\n",
            "wealthiest\n",
            "wearier\n",
            "weariest\n",
            "webbier\n",
            "webbiest\n",
            "weedier\n",
            "weediest\n",
            "weenier\n",
            "weeniest\n",
            "weensier\n",
            "weensiest\n",
            "weepier\n",
            "weepiest\n",
            "weightier\n",
            "weightiest\n",
            "welsher\n",
            "wetter\n",
            "wettest\n",
            "whackier\n",
            "whackiest\n",
            "whimsier\n",
            "whimsiest\n",
            "wholesaler\n",
            "wieldier\n",
            "wieldiest\n",
            "wilier\n",
            "wiliest\n",
            "windier\n",
            "windiest\n",
            "winier\n",
            "winiest\n",
            "winterier\n",
            "winteriest\n",
            "wintrier\n",
            "wintriest\n",
            "wirier\n",
            "wiriest\n",
            "wispier\n",
            "wispiest\n",
            "wittier\n",
            "wittiest\n",
            "wonkier\n",
            "wonkiest\n",
            "woodier\n",
            "woodiest\n",
            "woodsier\n",
            "woodsiest\n",
            "woollier\n",
            "woolliest\n",
            "woozier\n",
            "wooziest\n",
            "wordier\n",
            "wordiest\n",
            "worldlier\n",
            "worldliest\n",
            "wormier\n",
            "wormiest\n",
            "worse\n",
            "worst\n",
            "worthier\n",
            "worthiest\n",
            "wrier\n",
            "wriest\n",
            "wryer\n",
            "wryest\n",
            "yarer\n",
            "yarest\n",
            "yeastier\n",
            "yeastiest\n",
            "younger\n",
            "youngest\n",
            "yummier\n",
            "yummiest\n",
            "zanier\n",
            "zaniest\n",
            "zippier\n",
            "zippiest\n",
            "adv.exc\n",
            "best\n",
            "better\n",
            "deeper\n",
            "farther\n",
            "further\n",
            "harder\n",
            "hardest\n",
            "noun.exc\n",
            "aardwolves\n",
            "abaci\n",
            "aboideaux\n",
            "aboiteaux\n",
            "abscissae\n",
            "acanthi\n",
            "acari\n",
            "acciaccature\n",
            "acetabula\n",
            "achaemenidae\n",
            "achaemenides\n",
            "acicula\n",
            "aciculae\n",
            "acini\n",
            "acre-feet\n",
            "acromia\n",
            "actiniae\n",
            "actinozoa\n",
            "addenda\n",
            "adenocarcinomata\n",
            "adenomata\n",
            "adieux\n",
            "adyta\n",
            "aecia\n",
            "aecidia\n",
            "aerobia\n",
            "agents-general\n",
            "aggiornamenti\n",
            "agnomina\n",
            "agones\n",
            "agorae\n",
            "agouties\n",
            "aides-de-camp\n",
            "aides-memoire\n",
            "aids-de-camp\n",
            "alae\n",
            "alewives\n",
            "alkalies\n",
            "allodia\n",
            "alluvia\n",
            "alodia\n",
            "alto-relievos\n",
            "altocumuli\n",
            "altostrati\n",
            "alulae\n",
            "alumnae\n",
            "alumni\n",
            "alveoli\n",
            "amanuenses\n",
            "ambulacra\n",
            "amebae\n",
            "amici_curiae\n",
            "amnia\n",
            "amniocenteses\n",
            "amoebae\n",
            "amoebiases\n",
            "amoraim\n",
            "amoretti\n",
            "amorini\n",
            "amphiarthroses\n",
            "amphicia\n",
            "amphimixes\n",
            "amphioxi\n",
            "amphisbaenae\n",
            "amphorae\n",
            "ampullae\n",
            "amygdalae\n",
            "anabases\n",
            "anacolutha\n",
            "anacruses\n",
            "anaerobia\n",
            "anagnorises\n",
            "analemmata\n",
            "analyses\n",
            "anamneses\n",
            "anamorphoses\n",
            "anastomoses\n",
            "anatyxes\n",
            "ancones\n",
            "androclinia\n",
            "androecia\n",
            "androsphinges\n",
            "andtheridia\n",
            "angelfishes\n",
            "angiomata\n",
            "animalcula\n",
            "anlagen\n",
            "annattos\n",
            "annuli\n",
            "antae\n",
            "antalkalies\n",
            "antefixa\n",
            "antennae\n",
            "antependia\n",
            "anthelia\n",
            "anthelices\n",
            "anthemia\n",
            "antheridia\n",
            "anthodia\n",
            "anthozoa\n",
            "anthraces\n",
            "anticlinoria\n",
            "antihelices\n",
            "antiheroes\n",
            "antisera\n",
            "antitheses\n",
            "antitragi\n",
            "antra\n",
            "anus\n",
            "aortae\n",
            "aphelia\n",
            "aphides\n",
            "apices\n",
            "apodoses\n",
            "apomixes\n",
            "aponeuroses\n",
            "apophyses\n",
            "aposiopeses\n",
            "apothecia\n",
            "apotheoses\n",
            "apparatus\n",
            "appendices\n",
            "appoggiature\n",
            "apsides\n",
            "aquae\n",
            "aquaria\n",
            "araglis\n",
            "arboreta\n",
            "arcana\n",
            "archegonia\n",
            "archerfishes\n",
            "archesporia\n",
            "archipelagoes\n",
            "arcs-boutants\n",
            "areolae\n",
            "argali\n",
            "argumenta\n",
            "ariette\n",
            "aristae\n",
            "armamentaria\n",
            "arses\n",
            "artal\n",
            "artel\n",
            "arterioscleroses\n",
            "aruspices\n",
            "asceses\n",
            "asci\n",
            "ascidia\n",
            "ascogonia\n",
            "ashkenazim\n",
            "aspergilla\n",
            "aspergilli\n",
            "aspergilloses\n",
            "aspersoria\n",
            "assegais\n",
            "astragali\n",
            "asyndeta\n",
            "atheromata\n",
            "atheroscleroses\n",
            "atmolyses\n",
            "atria\n",
            "attorneys-at-law\n",
            "auditoria\n",
            "aurae\n",
            "aurar\n",
            "aurei\n",
            "auriculae\n",
            "aurorae\n",
            "auspices\n",
            "autocatalyses\n",
            "autochthones\n",
            "automata\n",
            "autos-da-fe\n",
            "avitaminoses\n",
            "axes\n",
            "axillae\n",
            "bacchantes\n",
            "bacchii\n",
            "bacilli\n",
            "bacteriostases\n",
            "bacula\n",
            "bains-marie\n",
            "bains_marie\n",
            "ballistae\n",
            "bambini\n",
            "bandeaux\n",
            "banditti\n",
            "bani\n",
            "banjoes\n",
            "barklice\n",
            "barramundies\n",
            "bases\n",
            "bases-on-balls\n",
            "bases_on_balls\n",
            "basidia\n",
            "basileis\n",
            "bassi\n",
            "bastinadoes\n",
            "bateaux\n",
            "batfishes\n",
            "beadsmen\n",
            "beaux\n",
            "beches-de-mer\n",
            "beeves\n",
            "behooves\n",
            "bersaglieri\n",
            "bhishties\n",
            "bibliothecae\n",
            "bicennaries\n",
            "bijoux\n",
            "bilboes\n",
            "billets-doux\n",
            "billfishes\n",
            "bimboes\n",
            "bisectrices\n",
            "blackfeet\n",
            "blackfishes\n",
            "blastemata\n",
            "blastulae\n",
            "blindfishes\n",
            "blowfishes\n",
            "bluefishes\n",
            "boarfishes\n",
            "bok\n",
            "boleti\n",
            "bolivares\n",
            "bolsheviki\n",
            "bonefishes\n",
            "bongoes\n",
            "bonitoes\n",
            "booklice\n",
            "bookshelves\n",
            "boraces\n",
            "borborygmi\n",
            "bordereaux\n",
            "botargoes\n",
            "box-kodaks\n",
            "boxfishes\n",
            "brachia\n",
            "brainchildren\n",
            "branchiae\n",
            "brants\n",
            "bravadoes\n",
            "bravoes\n",
            "bregmata\n",
            "brethren\n",
            "broadcast_media\n",
            "broadleaves\n",
            "bronchi\n",
            "brothers-in-law\n",
            "bryozoa\n",
            "buboes\n",
            "buckoes\n",
            "buckteeth\n",
            "buffaloes\n",
            "bullae\n",
            "bunde\n",
            "bureaux\n",
            "bureaux_de_change\n",
            "bursae\n",
            "bushbok\n",
            "bushboks\n",
            "busses\n",
            "butterfishes\n",
            "byssi\n",
            "cacti\n",
            "caducei\n",
            "caeca\n",
            "caesurae\n",
            "calami\n",
            "calathi\n",
            "calcanei\n",
            "calces\n",
            "calculi\n",
            "caldaria\n",
            "calices\n",
            "calicoes\n",
            "calli\n",
            "calves\n",
            "calyces\n",
            "cambia\n",
            "camerae\n",
            "canaliculi\n",
            "candelabra\n",
            "candlefishes\n",
            "canthi\n",
            "canulae\n",
            "canzoni\n",
            "capita\n",
            "capitula\n",
            "capricci\n",
            "carabinieri\n",
            "carbonadoes\n",
            "carcinomata\n",
            "cargoes\n",
            "carides\n",
            "carinae\n",
            "caroli\n",
            "carpi\n",
            "carpogonia\n",
            "carryings-on\n",
            "caryopses\n",
            "caryopsides\n",
            "castrati\n",
            "catabases\n",
            "cataclases\n",
            "cataloes\n",
            "catalyses\n",
            "catenae\n",
            "catfishes\n",
            "cathari\n",
            "cathexes\n",
            "cattaloes\n",
            "caudices\n",
            "caules\n",
            "cavatine\n",
            "cavefishes\n",
            "cavetti\n",
            "cavo-rilievi\n",
            "ceca\n",
            "cellae\n",
            "cembali\n",
            "centesimi\n",
            "centra\n",
            "cephalothoraces\n",
            "cercariae\n",
            "cercariiae\n",
            "cerci\n",
            "cerebella\n",
            "cerebra\n",
            "cervices\n",
            "cestuses\n",
            "cesurae\n",
            "chadarim\n",
            "chaetae\n",
            "chaises_longues\n",
            "chalazae\n",
            "challoth\n",
            "chalutzim\n",
            "chapaties\n",
            "chapatties\n",
            "chapeaux\n",
            "chasidim\n",
            "chassidim\n",
            "chateaux\n",
            "chazanim\n",
            "chedarim\n",
            "chefs-d'ouvre\n",
            "chelae\n",
            "chelicerae\n",
            "cherubim\n",
            "chevaux-de-frise\n",
            "chiasmata\n",
            "chiasmi\n",
            "children\n",
            "chillies\n",
            "chinese_eddoes\n",
            "chitarroni\n",
            "chlamydes\n",
            "chlamyses\n",
            "chondromata\n",
            "choragi\n",
            "choriambi\n",
            "choux\n",
            "chromonemata\n",
            "chrysalides\n",
            "chuvashes\n",
            "ciboria\n",
            "cicadae\n",
            "cicale\n",
            "cicatrices\n",
            "ciceroni\n",
            "cicisbei\n",
            "cilia\n",
            "cimices\n",
            "cineraria\n",
            "cingula\n",
            "cirri\n",
            "cirrocumuli\n",
            "cirrostrati\n",
            "ciscoes\n",
            "cisternae\n",
            "clani\n",
            "clanos\n",
            "claroes\n",
            "clepsydrae\n",
            "clinandria\n",
            "clingfishes\n",
            "clitella\n",
            "cloacae\n",
            "clostridia\n",
            "cloverleaves\n",
            "clypei\n",
            "coagula\n",
            "coalfishes\n",
            "cocci\n",
            "coccyges\n",
            "cochleae\n",
            "codfishes\n",
            "codices\n",
            "coelentera\n",
            "coenuri\n",
            "cognomina\n",
            "cola\n",
            "coleorhizae\n",
            "collegia\n",
            "colloquia\n",
            "colluvia\n",
            "collyria\n",
            "colones\n",
            "colossi\n",
            "columbaria\n",
            "columellae\n",
            "comae\n",
            "comatulae\n",
            "comedones\n",
            "comics\n",
            "commandoes\n",
            "concertanti\n",
            "concerti\n",
            "concerti_grossi\n",
            "concertini\n",
            "conchae\n",
            "condottieri\n",
            "condylomata\n",
            "confervae\n",
            "congii\n",
            "conidia\n",
            "conjunctivae\n",
            "conquistadores\n",
            "consortia\n",
            "contagia\n",
            "continua\n",
            "contralti\n",
            "conversazioni\n",
            "convolvuli\n",
            "cooks-general\n",
            "copulae\n",
            "corbiculae\n",
            "coria\n",
            "corneae\n",
            "cornua\n",
            "coronae\n",
            "corpora\n",
            "corpora_lutea\n",
            "corpora_striata\n",
            "corrigenda\n",
            "cortices\n",
            "cortinae\n",
            "corybantes\n",
            "coryphaei\n",
            "costae\n",
            "cothurni\n",
            "courts_martial\n",
            "couteaux\n",
            "cowfishes\n",
            "coxae\n",
            "cramboes\n",
            "crania\n",
            "crases\n",
            "crawfishes\n",
            "crayfishes\n",
            "credenda\n",
            "crematoria\n",
            "crescendi\n",
            "cribella\n",
            "crises\n",
            "crissa\n",
            "cristae\n",
            "criteria\n",
            "cruces\n",
            "crura\n",
            "crusadoes\n",
            "cruzadoes\n",
            "crying\n",
            "cryings\n",
            "ctenidia\n",
            "cubicula\n",
            "culices\n",
            "culpae\n",
            "culs-de-sac\n",
            "culti\n",
            "cumuli\n",
            "cumulonimbi\n",
            "cumulostrati\n",
            "curiae\n",
            "curricula\n",
            "custodes\n",
            "cutes\n",
            "cuticulae\n",
            "cuttlefishes\n",
            "cyclopes\n",
            "cycloses\n",
            "cylices\n",
            "cylikes\n",
            "cymae\n",
            "cymatia\n",
            "cypselae\n",
            "cysticerci\n",
            "dadoes\n",
            "dagoes\n",
            "damselfishes\n",
            "data\n",
            "daughters-in-law\n",
            "daymio\n",
            "daymios\n",
            "dealfishes\n",
            "decemviri\n",
            "decennia\n",
            "deciduae\n",
            "definienda\n",
            "definientia\n",
            "delphinia\n",
            "denarii\n",
            "dentalia\n",
            "dermatoses\n",
            "desiderata\n",
            "desperadoes\n",
            "devilfishes\n",
            "diaereses\n",
            "diaerses\n",
            "diagnoses\n",
            "dialyses\n",
            "diaphyses\n",
            "diapophyses\n",
            "diarthroses\n",
            "diastalses\n",
            "diastases\n",
            "diastemata\n",
            "diathses\n",
            "diazoes\n",
            "dibbukkim\n",
            "dichasia\n",
            "dicta\n",
            "didoes\n",
            "diereses\n",
            "dieses\n",
            "differentiae\n",
            "dilettanti\n",
            "diluvia\n",
            "dingoes\n",
            "diplococci\n",
            "directors-general\n",
            "disci\n",
            "discoboli\n",
            "dive\n",
            "diverticula\n",
            "divertimenti\n",
            "djinn\n",
            "dodoes\n",
            "dogfishes\n",
            "dogmata\n",
            "dogteeth\n",
            "dollarfishes\n",
            "domatia\n",
            "dominoes\n",
            "dormice\n",
            "dorsa\n",
            "drachmae\n",
            "drawknives\n",
            "drosophilae\n",
            "drumfishes\n",
            "dryades\n",
            "dui\n",
            "duona\n",
            "duonas\n",
            "dupondii\n",
            "duumviri\n",
            "dwarves\n",
            "dybbukkim\n",
            "ecchymoses\n",
            "ecclesiae\n",
            "ecdyses\n",
            "echidnae\n",
            "echini\n",
            "echinococci\n",
            "echoes\n",
            "ectozoa\n",
            "eddoes\n",
            "edemata\n",
            "effluvia\n",
            "eidola\n",
            "eisegeses\n",
            "eisteddfodau\n",
            "elenchi\n",
            "ellipses\n",
            "eluvia\n",
            "elves\n",
            "elytra\n",
            "embargoes\n",
            "emboli\n",
            "emphases\n",
            "emporia\n",
            "enarthroses\n",
            "encephala\n",
            "encephalitides\n",
            "encephalomata\n",
            "enchiridia\n",
            "enchondromata\n",
            "encomia\n",
            "endamebae\n",
            "endamoebae\n",
            "endocardia\n",
            "endocrania\n",
            "endometria\n",
            "endostea\n",
            "endostoses\n",
            "endothecia\n",
            "endothelia\n",
            "endotheliomata\n",
            "endozoa\n",
            "enemata\n",
            "enneahedra\n",
            "entamebae\n",
            "entamoebae\n",
            "entases\n",
            "entera\n",
            "entia\n",
            "entozoa\n",
            "epencephala\n",
            "epentheses\n",
            "epexegeses\n",
            "ephemera\n",
            "ephemerae\n",
            "ephemerides\n",
            "ephori\n",
            "epicalyces\n",
            "epicanthi\n",
            "epicardia\n",
            "epicedia\n",
            "epicleses\n",
            "epididymides\n",
            "epigastria\n",
            "epiglottides\n",
            "epimysia\n",
            "epiphenomena\n",
            "epiphyses\n",
            "episterna\n",
            "epithalamia\n",
            "epithelia\n",
            "epitheliomata\n",
            "epizoa\n",
            "epyllia\n",
            "equilibria\n",
            "equiseta\n",
            "eringoes\n",
            "errata\n",
            "eryngoes\n",
            "esophagi\n",
            "etyma\n",
            "eucalypti\n",
            "eupatridae\n",
            "euripi\n",
            "exanthemata\n",
            "executrices\n",
            "exegeses\n",
            "exempla\n",
            "exordia\n",
            "exostoses\n",
            "extrema\n",
            "eyeteeth\n",
            "fabliaux\n",
            "faciae\n",
            "faculae\n",
            "faeroese\n",
            "fallfishes\n",
            "famuli\n",
            "farmers-general\n",
            "faroese\n",
            "farragoes\n",
            "fasciae\n",
            "fasciculi\n",
            "fathers-in-law\n",
            "fatsoes\n",
            "faunae\n",
            "feculae\n",
            "fedayeen\n",
            "feet\n",
            "fellaheen\n",
            "fellahin\n",
            "felones_de_se\n",
            "felos_de_se\n",
            "femora\n",
            "fenestellae\n",
            "fenestrae\n",
            "feriae\n",
            "fermate\n",
            "ferulae\n",
            "festschriften\n",
            "fetiales\n",
            "fezzes\n",
            "fiascoes\n",
            "fibrillae\n",
            "fibromata\n",
            "fibulae\n",
            "ficoes\n",
            "fideicommissa\n",
            "fieldmice\n",
            "figs.\n",
            "fila\n",
            "filariiae\n",
            "filefishes\n",
            "fimbriae\n",
            "fishes\n",
            "fishwives\n",
            "fistulae\n",
            "flabella\n",
            "flagella\n",
            "flagstaves\n",
            "flambeaux\n",
            "flamines\n",
            "flamingoes\n",
            "flatfeet\n",
            "flatfishes\n",
            "fleurs-de-lis\n",
            "fleurs-de-lys\n",
            "flights_of_stairs\n",
            "flittermice\n",
            "flocci\n",
            "flocculi\n",
            "florae\n",
            "floreant.\n",
            "florilegia\n",
            "flowers-de-luce\n",
            "flyleaves\n",
            "foci\n",
            "folia\n",
            "fora\n",
            "foramina\n",
            "forceps\n",
            "forefeet\n",
            "foreteeth\n",
            "formicaria\n",
            "formulae\n",
            "fornices\n",
            "fortes\n",
            "fossae\n",
            "foveae\n",
            "foveolae\n",
            "fractocumuli\n",
            "fractostrati\n",
            "fraena\n",
            "frauen\n",
            "frena\n",
            "frenula\n",
            "frescoes\n",
            "fricandeaux\n",
            "fricandoes\n",
            "frijoles\n",
            "frogfishes\n",
            "frontes\n",
            "frusta\n",
            "fuci\n",
            "fulcra\n",
            "fumatoria\n",
            "fundi\n",
            "fungi\n",
            "funiculi\n",
            "furcula\n",
            "furculae\n",
            "furfures\n",
            "galeae\n",
            "gambadoes\n",
            "gametangia\n",
            "gametoecia\n",
            "gammadia\n",
            "ganglia\n",
            "garfishes\n",
            "gas\n",
            "gasses\n",
            "gastrulae\n",
            "gateaux\n",
            "gazeboes\n",
            "geckoes\n",
            "geese\n",
            "gelsemia\n",
            "gemboks\n",
            "gembucks\n",
            "gemeinschaften\n",
            "gemmae\n",
            "genera\n",
            "generatrices\n",
            "geneses\n",
            "genii\n",
            "gentes\n",
            "gentlemen-at-arms\n",
            "gentlemen-farmers\n",
            "genua\n",
            "genus\n",
            "germina\n",
            "gesellschaften\n",
            "gestalten\n",
            "ghettoes\n",
            "gingivae\n",
            "gingkoes\n",
            "ginglymi\n",
            "ginkgoes\n",
            "gippoes\n",
            "glabellae\n",
            "gladioli\n",
            "glandes\n",
            "gliomata\n",
            "glissandi\n",
            "globefishes\n",
            "globigerinae\n",
            "glochidcia\n",
            "glochidia\n",
            "glomeruli\n",
            "glossae\n",
            "glottides\n",
            "glutaei\n",
            "glutei\n",
            "gnoses\n",
            "goatfishes\n",
            "goboes\n",
            "godchildren\n",
            "goes\n",
            "goings-over\n",
            "goldfishes\n",
            "gomphoses\n",
            "gonia\n",
            "gonidia\n",
            "gonococci\n",
            "goodwives\n",
            "goosefishes\n",
            "gorgoneia\n",
            "gospopoda\n",
            "governors_general\n",
            "goyim\n",
            "grafen\n",
            "graffiti\n",
            "grandchildren\n",
            "grants-in-aid\n",
            "granulomata\n",
            "gravamina\n",
            "grig-gris\n",
            "groszy\n",
            "grottoes\n",
            "guilder\n",
            "guilders\n",
            "guitarfishes\n",
            "gummata\n",
            "gurnard\n",
            "gurnards\n",
            "guttae\n",
            "gymnasia\n",
            "gynaecea\n",
            "gynaecia\n",
            "gynecea\n",
            "gynecia\n",
            "gynoecea\n",
            "gynoecia\n",
            "gyri\n",
            "hadarim\n",
            "hadjes\n",
            "haematolyses\n",
            "haematomata\n",
            "haematozoa\n",
            "haemodialyses\n",
            "haemolyses\n",
            "haemoptyses\n",
            "haeredes\n",
            "haftaroth\n",
            "hagfishes\n",
            "haggadas\n",
            "haggadoth\n",
            "hajjes\n",
            "haleru\n",
            "hallot\n",
            "halloth\n",
            "halluces\n",
            "haloes\n",
            "halteres\n",
            "halves\n",
            "hamuli\n",
            "hangers-on\n",
            "haphtaroth\n",
            "haredim\n",
            "haruspices\n",
            "hasidim\n",
            "hassidim\n",
            "haustella\n",
            "haustoria\n",
            "hazzanim\n",
            "hectocotyli\n",
            "heirs-at-law\n",
            "heldentenore\n",
            "helices\n",
            "heliozoa\n",
            "hematolyses\n",
            "hematomata\n",
            "hematozoa\n",
            "hemelytra\n",
            "hemielytra\n",
            "hemodialyses\n",
            "hemolyses\n",
            "hemoptyses\n",
            "hendecahedra\n",
            "hens-and-chickens\n",
            "heraclidae\n",
            "heraklidae\n",
            "herbaria\n",
            "hermae\n",
            "hermai\n",
            "herniae\n",
            "heroes\n",
            "herren\n",
            "hetaerae\n",
            "hetairai\n",
            "hibernacula\n",
            "hieracosphinges\n",
            "hila\n",
            "hili\n",
            "himatia\n",
            "hippocampi\n",
            "hippopotami\n",
            "his\n",
            "hoboes\n",
            "hogfishes\n",
            "homunculi\n",
            "honoraria\n",
            "hooves\n",
            "horologia\n",
            "housewives\n",
            "humeri\n",
            "hydrae\n",
            "hydromedusae\n",
            "hydrozoa\n",
            "hymenoptera\n",
            "hynia\n",
            "hyniums\n",
            "hypanthia\n",
            "hyperostoses\n",
            "hyphae\n",
            "hypnoses\n",
            "hypochondria\n",
            "hypogastria\n",
            "hypogea\n",
            "hypophyses\n",
            "hypostases\n",
            "hypothalami\n",
            "hypotheses\n",
            "hyraces\n",
            "iambi\n",
            "ibices\n",
            "ibo\n",
            "ichthyosauri\n",
            "ichthyosauruses\n",
            "iconostases\n",
            "icosahedra\n",
            "ideata\n",
            "igorrorote\n",
            "ilia\n",
            "imagines\n",
            "imagoes\n",
            "imperia\n",
            "impies\n",
            "incubi\n",
            "incudes\n",
            "indices\n",
            "indigoes\n",
            "indumenta\n",
            "indusia\n",
            "infundibula\n",
            "ingushes\n",
            "innuendoes\n",
            "inocula\n",
            "inquisitors-general\n",
            "insectaria\n",
            "insulae\n",
            "intagli\n",
            "interleaves\n",
            "intermezzi\n",
            "interreges\n",
            "interregna\n",
            "intimae\n",
            "involucella\n",
            "involucra\n",
            "involucra\n",
            "irides\n",
            "irs\n",
            "is\n",
            "ischia\n",
            "isthmi\n",
            "jackeroos\n",
            "jackfishes\n",
            "jackknives\n",
            "jacks-in-the-box\n",
            "jambeaux\n",
            "jellyfishes\n",
            "jewelfishes\n",
            "jewfishes\n",
            "jingoes\n",
            "jinn\n",
            "joes\n",
            "judge_advocates_general\n",
            "jura\n",
            "kaddishim\n",
            "kalmuck\n",
            "kalmucks\n",
            "katabases\n",
            "keeshonden\n",
            "kibbutzim\n",
            "killifishes\n",
            "kingfishes\n",
            "kings-of-arms\n",
            "knights_bachelor\n",
            "knights_bachelors\n",
            "knights_templar\n",
            "knights_templars\n",
            "knives\n",
            "kohlrabies\n",
            "kronen\n",
            "kroner\n",
            "kronur\n",
            "krooni\n",
            "kylikes\n",
            "labara\n",
            "labella\n",
            "labia\n",
            "labra\n",
            "lactobacilli\n",
            "lacunae\n",
            "lacunaria\n",
            "ladies-in-waiting\n",
            "lamellae\n",
            "lamiae\n",
            "laminae\n",
            "lapilli\n",
            "lapithae\n",
            "larvae\n",
            "larynges\n",
            "lassoes\n",
            "lati\n",
            "latices\n",
            "latifundia\n",
            "latu\n",
            "lavaboes\n",
            "leaves\n",
            "lecythi\n",
            "leges\n",
            "lei\n",
            "lemmata\n",
            "lemnisci\n",
            "lenes\n",
            "lentigines\n",
            "leonides\n",
            "lepidoptera\n",
            "leprosaria\n",
            "lepta\n",
            "leptocephali\n",
            "leucocytozoa\n",
            "leva\n",
            "librae\n",
            "libretti\n",
            "lice\n",
            "lieder\n",
            "ligulae\n",
            "limbi\n",
            "limina\n",
            "limites\n",
            "limuli\n",
            "lingoes\n",
            "linguae\n",
            "linguae_francae\n",
            "lionfishes\n",
            "lipomata\n",
            "lire\n",
            "liriodendra\n",
            "listente\n",
            "litai\n",
            "litu\n",
            "lives\n",
            "lixivia\n",
            "loaves\n",
            "loci\n",
            "loculi\n",
            "loggie\n",
            "logia\n",
            "lomenta\n",
            "longobardi\n",
            "loricae\n",
            "luba\n",
            "lubritoria\n",
            "lumbus\n",
            "lumina\n",
            "lumpfishes\n",
            "lungfishes\n",
            "lunulae\n",
            "lures\n",
            "lustra\n",
            "lyings-in\n",
            "lymphangitides\n",
            "lymphomata\n",
            "lymphopoieses\n",
            "lyses\n",
            "lyttae\n",
            "maare\n",
            "macaronies\n",
            "maccaronies\n",
            "machzorim\n",
            "macronuclei\n",
            "macrosporangia\n",
            "maculae\n",
            "madornos\n",
            "maestri\n",
            "mafiosi\n",
            "magi\n",
            "magmata\n",
            "magnificoes\n",
            "mahzorim\n",
            "major-axes\n",
            "major_axes\n",
            "makuta\n",
            "mallei\n",
            "malleoli\n",
            "maloti\n",
            "mamillae\n",
            "mammae\n",
            "mammillae\n",
            "mandingoes\n",
            "mangoes\n",
            "manifestoes\n",
            "manteaux\n",
            "mantes\n",
            "manubria\n",
            "marchese\n",
            "marchesi\n",
            "maremme\n",
            "markkaa\n",
            "marsupia\n",
            "marvels-of-peru\n",
            "mass_media\n",
            "masses\n",
            "masters-at-arms\n",
            "matrices\n",
            "matzoth\n",
            "mausolea\n",
            "maxillae\n",
            "maxima\n",
            "media\n",
            "mediae\n",
            "mediastina\n",
            "medullae\n",
            "medullae_oblongatae\n",
            "medusae\n",
            "megara\n",
            "megasporangia\n",
            "megilloth\n",
            "meioses\n",
            "melanomata\n",
            "melismata\n",
            "mementoes\n",
            "memoranda\n",
            "men\n",
            "men-at-arms\n",
            "men-o'-war\n",
            "men-of-war\n",
            "men_of_letters\n",
            "menisci\n",
            "menservants\n",
            "menstrua\n",
            "mesdames\n",
            "mesdemoiselles\n",
            "mesentera\n",
            "mesothoraces\n",
            "messeigneurs\n",
            "messieurs\n",
            "mestizoes\n",
            "metacarpi\n",
            "metamorphoses\n",
            "metanephroi\n",
            "metastases\n",
            "metatarsi\n",
            "metatheses\n",
            "metathoraces\n",
            "metazoa\n",
            "metempsychoses\n",
            "metencephala\n",
            "mezuzoth\n",
            "miasmata\n",
            "mice\n",
            "microanalyses\n",
            "micrococci\n",
            "micronuclei\n",
            "microsporangia\n",
            "midrashim\n",
            "midwives\n",
            "milia\n",
            "milieux\n",
            "militated_against\n",
            "milkfishes\n",
            "millennia\n",
            "minae\n",
            "minima\n",
            "ministeria\n",
            "minutiae\n",
            "minyanim\n",
            "mioses\n",
            "miracidia\n",
            "miri\n",
            "mishnayoth\n",
            "mitochondria\n",
            "mitzvoth\n",
            "modioli\n",
            "moduli\n",
            "momenta\n",
            "moments_of_truth\n",
            "momi\n",
            "monades\n",
            "monkfishes\n",
            "monochasia\n",
            "monopodia\n",
            "monoptera\n",
            "monopteroi\n",
            "monsignori\n",
            "monts-de-piete\n",
            "mooncalves\n",
            "moonfishes\n",
            "morae\n",
            "moratoria\n",
            "morceaux\n",
            "morescoes\n",
            "moriscoes\n",
            "morphallaxes\n",
            "morphoses\n",
            "morulae\n",
            "mosasauri\n",
            "moshavim\n",
            "moslim\n",
            "moslims\n",
            "mosquitoes\n",
            "mothers-in-law\n",
            "mothers_superior\n",
            "mottoes\n",
            "movers_and_shakers\n",
            "mucosae\n",
            "mucrones\n",
            "mudejares\n",
            "mudfishes\n",
            "mulattoes\n",
            "multiparae\n",
            "murices\n",
            "muskallunge\n",
            "mycelia\n",
            "mycetomata\n",
            "mycobacteria\n",
            "mycorrhizae\n",
            "myelencephala\n",
            "myiases\n",
            "myocardia\n",
            "myofibrillae\n",
            "myomata\n",
            "myoses\n",
            "myrmidones\n",
            "mythoi\n",
            "myxomata\n",
            "naevi\n",
            "naiades\n",
            "naoi\n",
            "narcissi\n",
            "nares\n",
            "nasopharynges\n",
            "natatoria\n",
            "naumachiae\n",
            "nauplii\n",
            "nautili\n",
            "navahoes\n",
            "navajoes\n",
            "nebulae\n",
            "necropoleis\n",
            "needlefishes\n",
            "negrilloes\n",
            "negritoes\n",
            "negroes\n",
            "nemeses\n",
            "nephridia\n",
            "nereides\n",
            "neurohypophyses\n",
            "neuromata\n",
            "neuroptera\n",
            "neuroses\n",
            "nevi\n",
            "nibelungen\n",
            "nidi\n",
            "nielli\n",
            "nilgai\n",
            "nimbi\n",
            "nimbostrati\n",
            "noctilucae\n",
            "nodi\n",
            "noes\n",
            "nomina\n",
            "nota\n",
            "noumena\n",
            "novae\n",
            "novelle\n",
            "novenae\n",
            "nubeculae\n",
            "nucelli\n",
            "nuchae\n",
            "nuclei\n",
            "nucleoli\n",
            "nulliparae\n",
            "numbfishes\n",
            "numina\n",
            "nymphae\n",
            "oarfishes\n",
            "oases\n",
            "obeli\n",
            "objets_d'art\n",
            "obligati\n",
            "oboli\n",
            "occipita\n",
            "oceanaria\n",
            "oceanides\n",
            "ocelli\n",
            "ochreae\n",
            "ocreae\n",
            "octahedra\n",
            "octopi\n",
            "oculi\n",
            "odea\n",
            "oedemata\n",
            "oesophagi\n",
            "oldwives\n",
            "olea\n",
            "omasa\n",
            "omayyades\n",
            "omenta\n",
            "ommatidia\n",
            "ommiades\n",
            "onagri\n",
            "oogonia\n",
            "oothecae\n",
            "operas_seria\n",
            "opercula\n",
            "optima\n",
            "ora\n",
            "organa\n",
            "organums\n",
            "orthoptera\n",
            "osar\n",
            "oscula\n",
            "ossa\n",
            "osteomata\n",
            "ostia\n",
            "ottomans\n",
            "ova\n",
            "ovoli\n",
            "ovotestes\n",
            "oxen\n",
            "oxymora\n",
            "paddlefishes\n",
            "paise\n",
            "paleae\n",
            "palestrae\n",
            "palingeneses\n",
            "pallia\n",
            "palmettoes\n",
            "palpi\n",
            "pancratia\n",
            "panettoni\n",
            "paparazzi\n",
            "paperknives\n",
            "papillae\n",
            "papillomata\n",
            "pappi\n",
            "papulae\n",
            "papyri\n",
            "parabases\n",
            "paraleipses\n",
            "paralyses\n",
            "paramecia\n",
            "paramenta\n",
            "paraphyses\n",
            "parapodia\n",
            "parapraxes\n",
            "paraselenae\n",
            "parashoth\n",
            "parasyntheta\n",
            "parazoa\n",
            "parentheses\n",
            "parerga\n",
            "parhelia\n",
            "parietes\n",
            "paris-mutuels\n",
            "parrotfishes\n",
            "parulides\n",
            "pasos_dobles\n",
            "passers-by\n",
            "pastorali\n",
            "patagia\n",
            "patellae\n",
            "patinae\n",
            "patresfamilias\n",
            "pease\n",
            "peccadilloes\n",
            "pectines\n",
            "pedaloes\n",
            "pedes\n",
            "pekingese\n",
            "pelves\n",
            "pence\n",
            "penes\n",
            "penetralium\n",
            "penicillia\n",
            "penknives\n",
            "pennae\n",
            "pennia\n",
            "pentahedra\n",
            "pentimenti\n",
            "penumbrae\n",
            "pepla\n",
            "pericardia\n",
            "perichondria\n",
            "pericrania\n",
            "peridia\n",
            "perigonia\n",
            "perihelia\n",
            "perinea\n",
            "perinephria\n",
            "perionychia\n",
            "periostea\n",
            "periphrases\n",
            "peristalses\n",
            "perithecia\n",
            "peritonea\n",
            "personae\n",
            "petechiae\n",
            "pfennige\n",
            "phalanges\n",
            "phalli\n",
            "pharynges\n",
            "phenomena\n",
            "phi-phenomena\n",
            "philodendra\n",
            "phlyctenae\n",
            "phyla\n",
            "phylae\n",
            "phyllotaxes\n",
            "phylloxerae\n",
            "phylogeneses\n",
            "pieds-a-terre\n",
            "pigfishes\n",
            "pilea\n",
            "pilei\n",
            "pineta\n",
            "pinfishes\n",
            "pinkoes\n",
            "pinnae\n",
            "pinnulae\n",
            "pipefishes\n",
            "pirogi\n",
            "piscinae\n",
            "pithecanthropi\n",
            "pithoi\n",
            "placeboes\n",
            "placentae\n",
            "planetaria\n",
            "planulae\n",
            "plasmodesmata\n",
            "plasmodia\n",
            "plateaux\n",
            "plectra\n",
            "plena\n",
            "pleura\n",
            "pleurae\n",
            "plicae\n",
            "ploughmen\n",
            "pneumobacilli\n",
            "pneumococci\n",
            "pocketknives\n",
            "podetia\n",
            "podia\n",
            "poleis\n",
            "pollices\n",
            "pollinia\n",
            "polychasia\n",
            "polyhedra\n",
            "polyparia\n",
            "polypi\n",
            "polyzoa\n",
            "polyzoaria\n",
            "pontes\n",
            "pontifices\n",
            "portamenti\n",
            "porticoes\n",
            "portmanteaux\n",
            "postliminia\n",
            "potatoes\n",
            "praenomina\n",
            "praxes\n",
            "predelle\n",
            "premaxillae\n",
            "prenomina\n",
            "prese\n",
            "primi\n",
            "primigravidae\n",
            "primiparae\n",
            "primordia\n",
            "principia\n",
            "proboscides\n",
            "proces-verbaux\n",
            "proglottides\n",
            "prognoses\n",
            "prolegomena\n",
            "prolepses\n",
            "promycelia\n",
            "pronephra\n",
            "pronephroi\n",
            "pronuclei\n",
            "propositi\n",
            "proptoses\n",
            "propyla\n",
            "propylaea\n",
            "proscenia\n",
            "prosencephala\n",
            "prostheses\n",
            "prostomia\n",
            "protases\n",
            "prothalamia\n",
            "prothalli\n",
            "prothallia\n",
            "prothoraces\n",
            "protonemata\n",
            "protozoa\n",
            "proventriculi\n",
            "provisoes\n",
            "prytanea\n",
            "psalteria\n",
            "pseudopodia\n",
            "psychoneuroses\n",
            "psychoses\n",
            "pterygia\n",
            "pterylae\n",
            "ptoses\n",
            "pubes\n",
            "pudenda\n",
            "puli\n",
            "pulvilli\n",
            "pulvini\n",
            "punchinelloes\n",
            "pupae\n",
            "puparia\n",
            "putamina\n",
            "putti\n",
            "pycnidia\n",
            "pygidia\n",
            "pylori\n",
            "pyxides\n",
            "pyxidia\n",
            "qaddishim\n",
            "quadrennia\n",
            "quadrigae\n",
            "qualia\n",
            "quanta\n",
            "quarterstaves\n",
            "quezales\n",
            "quinquennia\n",
            "quizzes\n",
            "rabatos\n",
            "rabbitfishes\n",
            "rachides\n",
            "radices\n",
            "radii\n",
            "radulae\n",
            "ramenta\n",
            "rami\n",
            "ranulae\n",
            "ranunculi\n",
            "raphae\n",
            "raphides\n",
            "ratfishes\n",
            "reales\n",
            "rearmice\n",
            "recta\n",
            "recti\n",
            "rectrices\n",
            "redfishes\n",
            "rediae\n",
            "referenda\n",
            "refugia\n",
            "reguli\n",
            "reis\n",
            "relata\n",
            "remiges\n",
            "reremice\n",
            "reseaux\n",
            "residua\n",
            "responsa\n",
            "retia\n",
            "retiarii\n",
            "reticula\n",
            "retinacula\n",
            "retinae\n",
            "rhabdomyomata\n",
            "rhachides\n",
            "rhachises\n",
            "rhinencephala\n",
            "rhizobia\n",
            "rhombi\n",
            "rhonchi\n",
            "rhyta\n",
            "ribbonfishes\n",
            "ricercacari\n",
            "ricercari\n",
            "rickettsiae\n",
            "rilievi\n",
            "rimae\n",
            "robes-de-chambre\n",
            "rockfishes\n",
            "roma\n",
            "romans-fleuves\n",
            "rondeaux\n",
            "rosaria\n",
            "rosefishes\n",
            "rostella\n",
            "rostra\n",
            "rouleaux\n",
            "rugae\n",
            "rumina\n",
            "runners-up\n",
            "sacra\n",
            "sacraria\n",
            "saguaros\n",
            "sailfishes\n",
            "salespeople\n",
            "salmonellae\n",
            "salpae\n",
            "salpinges\n",
            "saltarelli\n",
            "salvoes\n",
            "sancta\n",
            "sanitaria\n",
            "santimi\n",
            "saphenae\n",
            "sarcophagi\n",
            "sartorii\n",
            "sassanidae\n",
            "sawfishes\n",
            "scaldfishes\n",
            "scaleni\n",
            "scapulae\n",
            "scarabaei\n",
            "scarves\n",
            "schatchonim\n",
            "schemata\n",
            "scherzandi\n",
            "scherzi\n",
            "schmoes\n",
            "scholia\n",
            "schuln\n",
            "schutzstaffeln\n",
            "scirrhi\n",
            "scleromata\n",
            "scleroses\n",
            "sclerotia\n",
            "scoleces\n",
            "scolices\n",
            "scopulae\n",
            "scoriae\n",
            "scotomata\n",
            "scriptoria\n",
            "scrota\n",
            "scudi\n",
            "scuta\n",
            "scutella\n",
            "scyphi\n",
            "scyphistomae\n",
            "scyphozoa\n",
            "secondi\n",
            "secretaries-general\n",
            "segni\n",
            "seleucidae\n",
            "selves\n",
            "senores\n",
            "sensilla\n",
            "senti\n",
            "senussis\n",
            "separatrices\n",
            "sephardim\n",
            "septa\n",
            "septaria\n",
            "septennia\n",
            "sequelae\n",
            "sequestra\n",
            "sera\n",
            "seraphim\n",
            "sestertia\n",
            "setae\n",
            "sgraffiti\n",
            "shabbasim\n",
            "shabbatim\n",
            "shackoes\n",
            "shadchanim\n",
            "shadchans\n",
            "shakoes\n",
            "shammosim\n",
            "sheatfishes\n",
            "sheaves\n",
            "shellfishes\n",
            "shelves\n",
            "shinleaves\n",
            "shittim\n",
            "shmoes\n",
            "shofroth\n",
            "shophroth\n",
            "shrewmice\n",
            "shuln\n",
            "siddurim\n",
            "sigloi\n",
            "signore\n",
            "signori\n",
            "signorine\n",
            "siliquae\n",
            "silvae\n",
            "silverfishes\n",
            "simulacra\n",
            "sincipita\n",
            "sinfonie\n",
            "sisters-in-law\n",
            "sistra\n",
            "situlae\n",
            "smalti\n",
            "snaggleteeth\n",
            "snailfishes\n",
            "snipefishes\n",
            "socmen\n",
            "sola\n",
            "solaria\n",
            "solatia\n",
            "soldi\n",
            "soles\n",
            "solfeggi\n",
            "soli\n",
            "solidi\n",
            "somata\n",
            "sons-in-law\n",
            "soprani\n",
            "sordini\n",
            "sori\n",
            "soroses\n",
            "sovkhozy\n",
            "spadefishes\n",
            "spadices\n",
            "spearfishes\n",
            "spectra\n",
            "specula\n",
            "spermatia\n",
            "spermatogonia\n",
            "spermatozoa\n",
            "spermogonia\n",
            "sphinges\n",
            "spicae\n",
            "spicula\n",
            "spirilla\n",
            "splayfeet\n",
            "splenii\n",
            "sporangia\n",
            "sporogonia\n",
            "sporozoa\n",
            "springhase\n",
            "spumoni\n",
            "sputa\n",
            "squamae\n",
            "squashes\n",
            "squillae\n",
            "squirrelfishes\n",
            "squizzes\n",
            "stadia\n",
            "stamina\n",
            "staminodia\n",
            "stapedes\n",
            "staphylococci\n",
            "starfishes\n",
            "startsy\n",
            "stelae\n",
            "stemmata\n",
            "stenoses\n",
            "stepchildren\n",
            "sterna\n",
            "stigmata\n",
            "stimuli\n",
            "stipites\n",
            "stirpes\n",
            "stoae\n",
            "stockfishes\n",
            "stomata\n",
            "stomodaea\n",
            "stomodea\n",
            "stonefishes\n",
            "stotinki\n",
            "stotkini\n",
            "strappadoes\n",
            "strata\n",
            "strati\n",
            "stratocumuli\n",
            "street_children\n",
            "streptococci\n",
            "stretti\n",
            "striae\n",
            "strobili\n",
            "stromata\n",
            "strumae\n",
            "stuccoes\n",
            "styli\n",
            "stylopes\n",
            "stylopodia\n",
            "subcortices\n",
            "subdeliria\n",
            "subgenera\n",
            "subindices\n",
            "submucosae\n",
            "subphyla\n",
            "substrasta\n",
            "succedanea\n",
            "succubi\n",
            "suckerfishes\n",
            "suckfishes\n",
            "sudaria\n",
            "sudatoria\n",
            "sulci\n",
            "summae\n",
            "sunfishes\n",
            "supercargoes\n",
            "superheroes\n",
            "supernovae\n",
            "superstrata\n",
            "surgeonfishes\n",
            "swamies\n",
            "sweetiewives\n",
            "swellfishes\n",
            "swordfishes\n",
            "syconia\n",
            "syllabi\n",
            "syllepses\n",
            "symphyses\n",
            "sympodia\n",
            "symposia\n",
            "synapses\n",
            "synarthroses\n",
            "synclinoria\n",
            "syncytia\n",
            "syndesmoses\n",
            "synopses\n",
            "syntagmata\n",
            "syntheses\n",
            "syphilomata\n",
            "syringes\n",
            "syssarcoses\n",
            "tableaux\n",
            "taeniae\n",
            "tali\n",
            "tallaisim\n",
            "tallithes\n",
            "tallitoth\n",
            "tapeta\n",
            "tarantulae\n",
            "tarsi\n",
            "tarsometatarsi\n",
            "taxa\n",
            "taxes\n",
            "taxies\n",
            "tectrices\n",
            "teeth\n",
            "tegmina\n",
            "telae\n",
            "telamones\n",
            "telangiectases\n",
            "telia\n",
            "tempi\n",
            "tenacula\n",
            "tenderfeet\n",
            "teniae\n",
            "tenues\n",
            "teraphim\n",
            "terata\n",
            "teredines\n",
            "terga\n",
            "termini\n",
            "terraria\n",
            "terzetti\n",
            "tesserae\n",
            "testae\n",
            "testes\n",
            "testudines\n",
            "tetrahedra\n",
            "tetraskelia\n",
            "thalamencephala\n",
            "thalami\n",
            "thalli\n",
            "theatres-in-the-round\n",
            "thecae\n",
            "therses\n",
            "thesauri\n",
            "theses\n",
            "thickleaves\n",
            "thieves\n",
            "tholoi\n",
            "thoraces\n",
            "thrombi\n",
            "thymi\n",
            "thyrsi\n",
            "tibiae\n",
            "tilefishes\n",
            "tintinnabula\n",
            "titmice\n",
            "toadfishes\n",
            "tobaccoes\n",
            "tomatoes\n",
            "tomenta\n",
            "tondi\n",
            "tonneaux\n",
            "tophi\n",
            "topoi\n",
            "tori\n",
            "tornadoes\n",
            "torpedoes\n",
            "torsi\n",
            "touracos\n",
            "trabeculae\n",
            "tracheae\n",
            "traditores\n",
            "tragi\n",
            "trapezia\n",
            "trapezohedra\n",
            "traumata\n",
            "treponemata\n",
            "trichinae\n",
            "triclinia\n",
            "triennia\n",
            "triforia\n",
            "triggerfishes\n",
            "trihedra\n",
            "triskelia\n",
            "trisoctahedra\n",
            "triumviri\n",
            "trivia\n",
            "trochleae\n",
            "tropaeola\n",
            "trous-de-loup\n",
            "trousseaux\n",
            "trunkfishes\n",
            "trymata\n",
            "tubae\n",
            "turves\n",
            "tympana\n",
            "tyros\n",
            "ubermenschen\n",
            "uglies\n",
            "uigurs\n",
            "ulnae\n",
            "ultimata\n",
            "umbilici\n",
            "umbones\n",
            "umbrae\n",
            "unci\n",
            "uncidia\n",
            "uredines\n",
            "uredinia\n",
            "uredosori\n",
            "urethrae\n",
            "urinalyses\n",
            "uteri\n",
            "utriculi\n",
            "uvulae\n",
            "vacua\n",
            "vagi\n",
            "vaginae\n",
            "valleculae\n",
            "vaporetti\n",
            "varices\n",
            "vasa\n",
            "vascula\n",
            "vela\n",
            "velamina\n",
            "velaria\n",
            "venae\n",
            "venae_cavae\n",
            "ventriculi\n",
            "vermes\n",
            "verrucae\n",
            "vertebrae\n",
            "vertices\n",
            "vertigines\n",
            "vertigoes\n",
            "vesicae\n",
            "vetoes\n",
            "vexilla\n",
            "viatica\n",
            "viatores\n",
            "vibracula\n",
            "vibrissae\n",
            "vice-chairman\n",
            "villi\n",
            "vimina\n",
            "vincula\n",
            "viragoes\n",
            "vires\n",
            "virtuosi\n",
            "vitae\n",
            "vitelli\n",
            "vittae\n",
            "vivaria\n",
            "voces\n",
            "volcanoes\n",
            "volkslieder\n",
            "volte\n",
            "volvae\n",
            "vorticellae\n",
            "vortices\n",
            "vulvae\n",
            "wagons-lits\n",
            "wahhabis\n",
            "wanderjahre\n",
            "weakfishes\n",
            "werewolves\n",
            "wharves\n",
            "whippers-in\n",
            "whitefishes\n",
            "wives\n",
            "wolffishes\n",
            "wolves\n",
            "woodlice\n",
            "wreckfishes\n",
            "wunderkinder\n",
            "xiphisterna\n",
            "yeshivahs\n",
            "yeshivoth\n",
            "yogin\n",
            "yourselves\n",
            "zamindaris\n",
            "zecchini\n",
            "zeroes\n",
            "zoa\n",
            "zoaeae\n",
            "zoeae\n",
            "zoeas\n",
            "zoonoses\n",
            "zoosporangia\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              ""
            ]
          },
          "execution_count": null,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "%%shell\n",
        "cd pyrouge/tools/ROUGE-1.5.5/data\n",
        "rm WordNet-2.0.exc.db # only if exist\n",
        "cd WordNet-2.0-Exceptions\n",
        "rm WordNet-2.0.exc.db # only if exist\n",
        "\n",
        "./buildExeptionDB.pl . exc WordNet-2.0.exc.db\n",
        "cd ../\n",
        "ln -s WordNet-2.0-Exceptions/WordNet-2.0.exc.db WordNet-2.0.exc.db"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jl7HMxYXFUPf"
      },
      "source": [
        "# Load the Repo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "5gYXSrkHFTwr",
        "outputId": "b57bf7df-4115-4af7-ccd3-12046ec7a8fe"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content\n",
            "fatal: destination path 'KorBertSum' already exists and is not an empty directory.\n",
            "/content/KorBertSum\n"
          ]
        }
      ],
      "source": [
        "%cd /content\n",
        "!git clone https://github.com/HaloKim/KorBertSum.git\n",
        "%cd /content/KorBertSum"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6i6OGXdMn8Ba"
      },
      "source": [
        "# BERT"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 343
        },
        "id": "QWafHU5dbjlK",
        "outputId": "c5582223-4be1-4321-f25d-16c926e20aa4"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Some weights of the model checkpoint at bert-base-multilingual-cased were not used when initializing BertModel: ['cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.seq_relationship.bias', 'cls.predictions.decoder.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.seq_relationship.weight']\n",
            "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
            "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
          ]
        }
      ],
      "source": [
        "from transformers import BertTokenizer, BertModel, BertConfig\n",
        "\n",
        "config = BertConfig.from_pretrained('bert-base-multilingual-cased')\n",
        "tokenizer = BertTokenizer.from_pretrained('bert-base-multilingual-cased')\n",
        "model = BertModel.from_pretrained(\"bert-base-multilingual-cased\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EjHhHI9zm8Y9"
      },
      "source": [
        "# Data Package"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "6IWz6c4Ifjar"
      },
      "outputs": [],
      "source": [
        "import json\n",
        "\n",
        "with open('/content/drive/MyDrive/Colab_Notebooks/Study/데이콘/235671_한국어 문서 추출요약 AI 경진대회_data/train.jsonl', 'r') as json_file:\n",
        "    json_list = list(json_file)\n",
        "result = []\n",
        "for json_str in json_list:\n",
        "    result.append(json.loads(json_str))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 205
        },
        "id": "bH7IQ9GtiZh1",
        "outputId": "0a78e78b-6498-478c-817e-c9ad324b10ea"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>media</th>\n",
              "      <th>id</th>\n",
              "      <th>article_original</th>\n",
              "      <th>abstractive</th>\n",
              "      <th>extractive</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>당진시대</td>\n",
              "      <td>327827480</td>\n",
              "      <td>[당진시 문화관광과를 대상으로 하는 행정사무감사에서 당진시립합창단 관계자가 보낸 것...</td>\n",
              "      <td>지난 6일 당진시의회 행정사무감사에서 '합창단이 소리를 작게 낼 것이니 알고 있으라...</td>\n",
              "      <td>[0, 1, 2]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>국제신문</td>\n",
              "      <td>339840364</td>\n",
              "      <td>[미국 메이저리그(MLB)에서 활동하는 한국 선수들의 시즌 초반 희비가 엇갈리고 있...</td>\n",
              "      <td>LA 에인절스의 최지만이 맹활약을 하여 시즌 타율 0.250에서 0.313으로 올리...</td>\n",
              "      <td>[0, 1, 3]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>기호일보</td>\n",
              "      <td>371071597</td>\n",
              "      <td>[인천 부영공원 운영 생활야구협회 80여 동호회 팀에 260만 원씩 받아, 국유지로...</td>\n",
              "      <td>16일 부평구와 협회 등에 따르면 부영공원 안에 있는 야구장을 구생활체육야구협회가 ...</td>\n",
              "      <td>[6, 7, 10]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>대구일보</td>\n",
              "      <td>354806783</td>\n",
              "      <td>[대구·경북첨단의료산업진흥재단 의약생산센터는 항암주사제 무균충전 시설을 갖추고 있다...</td>\n",
              "      <td>대구·경북첨단의료산업진흥재단 의약생산센터는 약사법 시행규칙에서 정한 바에 따라 전용...</td>\n",
              "      <td>[1, 6, 4]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>대구신문</td>\n",
              "      <td>347022773</td>\n",
              "      <td>[국내 유통되는 탄산음료 중 식품의약품안전처에 품질인증을 받은 제품이 하나도 없는 ...</td>\n",
              "      <td>식품의약품안전처는 29일 어린이가 즐겨마시는 음료를 대상으로 영양성분을 조사한 결과...</td>\n",
              "      <td>[2, 3, 10]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  media  ...  extractive\n",
              "0  당진시대  ...   [0, 1, 2]\n",
              "1  국제신문  ...   [0, 1, 3]\n",
              "2  기호일보  ...  [6, 7, 10]\n",
              "3  대구일보  ...   [1, 6, 4]\n",
              "4  대구신문  ...  [2, 3, 10]\n",
              "\n",
              "[5 rows x 5 columns]"
            ]
          },
          "execution_count": null,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "df = pd.DataFrame(result)\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "iKRc5sBr7cK8"
      },
      "outputs": [],
      "source": [
        "test = df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "OeukR_5HrlyH",
        "outputId": "ee3f2ead-2ef2-4609-854f-df9900eaceb2"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  import sys\n",
            "/usr/local/lib/python3.7/dist-packages/pandas/core/indexing.py:670: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  iloc._setitem_with_indexer(indexer, value)\n"
          ]
        }
      ],
      "source": [
        "test = df\n",
        "test['morphs'] = 0\n",
        "for i in range(len(test)):\n",
        "  arr = []\n",
        "  for j in test['article_original'][i]:\n",
        "    arr.append(' '.join(mecab.morphs(j)))\n",
        "  test['morphs'][i] = arr "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "psok6XNpSPh4"
      },
      "outputs": [],
      "source": [
        "test.to_csv('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/output.csv')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TeFaCj0S8Uml"
      },
      "source": [
        "# Load csv"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "MxkjXDTrSV9M",
        "outputId": "dba72b0e-62c9-49a3-d188-f7b86815e324"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>media</th>\n",
              "      <th>id</th>\n",
              "      <th>article_original</th>\n",
              "      <th>abstractive</th>\n",
              "      <th>extractive</th>\n",
              "      <th>morphs</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>당진시대</td>\n",
              "      <td>327827480</td>\n",
              "      <td>['당진시 문화관광과를 대상으로 하는 행정사무감사에서 당진시립합창단 관계자가 보낸 ...</td>\n",
              "      <td>지난 6일 당진시의회 행정사무감사에서 '합창단이 소리를 작게 낼 것이니 알고 있으라...</td>\n",
              "      <td>[0, 1, 2]</td>\n",
              "      <td>['당진시 문화 관광 과 를 대상 으로 하 는 행정 사무 감사 에서 당진 시립 합창...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>국제신문</td>\n",
              "      <td>339840364</td>\n",
              "      <td>['미국 메이저리그(MLB)에서 활동하는 한국 선수들의 시즌 초반 희비가 엇갈리고 ...</td>\n",
              "      <td>LA 에인절스의 최지만이 맹활약을 하여 시즌 타율 0.250에서 0.313으로 올리...</td>\n",
              "      <td>[0, 1, 3]</td>\n",
              "      <td>['미국 메이저 리그 ( MLB ) 에서 활동 하 는 한국 선수 들 의 시즌 초반 ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>기호일보</td>\n",
              "      <td>371071597</td>\n",
              "      <td>['인천 부영공원 운영 생활야구협회 80여 동호회 팀에 260만 원씩 받아', '국...</td>\n",
              "      <td>16일 부평구와 협회 등에 따르면 부영공원 안에 있는 야구장을 구생활체육야구협회가 ...</td>\n",
              "      <td>[6, 7, 10]</td>\n",
              "      <td>['인천 부영 공원 운영 생활 야구 협회 80 여 동호회 팀 에 260 만 원 씩 ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>대구일보</td>\n",
              "      <td>354806783</td>\n",
              "      <td>['대구·경북첨단의료산업진흥재단 의약생산센터는 항암주사제 무균충전 시설을 갖추고 있...</td>\n",
              "      <td>대구·경북첨단의료산업진흥재단 의약생산센터는 약사법 시행규칙에서 정한 바에 따라 전용...</td>\n",
              "      <td>[1, 6, 4]</td>\n",
              "      <td>['대구 · 경북 첨단 의료 산업 진흥 재단 의약 생산 센터 는 항암 주사제 무균 ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>대구신문</td>\n",
              "      <td>347022773</td>\n",
              "      <td>['국내 유통되는 탄산음료 중 식품의약품안전처에 품질인증을 받은 제품이 하나도 없는...</td>\n",
              "      <td>식품의약품안전처는 29일 어린이가 즐겨마시는 음료를 대상으로 영양성분을 조사한 결과...</td>\n",
              "      <td>[2, 3, 10]</td>\n",
              "      <td>['국내 유통 되 는 탄산 음료 중 식품 의 약 품안 전처 에 품질 인증 을 받 은...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  media  ...                                             morphs\n",
              "0  당진시대  ...  ['당진시 문화 관광 과 를 대상 으로 하 는 행정 사무 감사 에서 당진 시립 합창...\n",
              "1  국제신문  ...  ['미국 메이저 리그 ( MLB ) 에서 활동 하 는 한국 선수 들 의 시즌 초반 ...\n",
              "2  기호일보  ...  ['인천 부영 공원 운영 생활 야구 협회 80 여 동호회 팀 에 260 만 원 씩 ...\n",
              "3  대구일보  ...  ['대구 · 경북 첨단 의료 산업 진흥 재단 의약 생산 센터 는 항암 주사제 무균 ...\n",
              "4  대구신문  ...  ['국내 유통 되 는 탄산 음료 중 식품 의 약 품안 전처 에 품질 인증 을 받 은...\n",
              "\n",
              "[5 rows x 6 columns]"
            ]
          },
          "execution_count": null,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import json\n",
        "\n",
        "test = pd.read_csv('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/output.csv').drop('Unnamed: 0', axis=1)\n",
        "test.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "Y1FWGJcpIxRg"
      },
      "outputs": [],
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "train_set, test_set = train_test_split(test, test_size = 0.2)\n",
        "valid_set, test_set = train_test_split(test_set, test_size = 0.1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BNxZvpLWg195"
      },
      "source": [
        "# csv to json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "1FhzVU6bODhm",
        "outputId": "0f971a1a-afea-4291-b145-44a75e55483b"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/34242 [00:00<?, ?it/s]"
          ]
        },
        {
          "ename": "OSError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-19-ccb4efe30393>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     23\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     24\u001b[0m       \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'korean.'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'train'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m//\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.json'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 25\u001b[0;31m       \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'/json/'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"w\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'utf-8'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mjson_file\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     26\u001b[0m           \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtemp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjson_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mensure_ascii\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     27\u001b[0m       \u001b[0mtemp\u001b[0m \u001b[0;34m=\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;31mOSError\u001b[0m: [Errno 5] Input/output error: '/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/json/korean.train.0.json'"
          ]
        }
      ],
      "source": [
        "import ast\n",
        "from tqdm import tqdm\n",
        "import os\n",
        "\n",
        "list_dic = []\n",
        "for idx, row in train_set.iterrows():\n",
        "  raw = row['morphs']\n",
        "  target_idx = ast.literal_eval(row['extractive'])\n",
        "\n",
        "  sentences = raw.split(',')\n",
        "  src = [i.split(' ') for i in sentences]\n",
        "  tgt = [a for i,a in enumerate(src) if i in target_idx]\n",
        "  \n",
        "  mydict = {}\n",
        "  mydict['src'] = src\n",
        "  mydict['tgt'] = tgt\n",
        "  list_dic.append(mydict)\n",
        "        \n",
        "temp = []\n",
        "for i,a in enumerate(tqdm(list_dic)):\n",
        "  if (i+1)%6!=0:\n",
        "      temp.append(a)\n",
        "  else:\n",
        "      filename = 'korean.'+'train'+'.'+str(i//6)+'.json'\n",
        "      with open('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master'+'/json/'+filename, \"w\", encoding='utf-8') as json_file:\n",
        "          json.dump(temp, json_file, ensure_ascii=False)\n",
        "      temp = []"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "Csh4zkpPJpzu"
      },
      "outputs": [],
      "source": [
        "try:\n",
        "  os.mkdir('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/json/val')\n",
        "except:\n",
        "  pass\n",
        "\n",
        "list_dic = []\n",
        "for idx, row in valid_set.iterrows():\n",
        "        raw = row['morphs']\n",
        "        target_idx = ast.literal_eval(row['extractive'])\n",
        "\n",
        "        sentences = raw.split(',')\n",
        "        src = [i.split(' ') for i in sentences]\n",
        "        tgt = [a for i,a in enumerate(src) if i in target_idx]\n",
        "        \n",
        "        mydict = {}\n",
        "        mydict['src'] = src\n",
        "        mydict['tgt'] = tgt\n",
        "        list_dic.append(mydict)\n",
        "        \n",
        "temp = []\n",
        "for i,a in enumerate(tqdm(list_dic)):\n",
        "    \n",
        "    if (i+1)%6!=0:\n",
        "        temp.append(a)\n",
        "    else:\n",
        "        filename = 'korean.'+'valid'+'.'+str(i//6)+'.json'\n",
        "        with open('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master'+'/json/val/'+filename, \"w\", encoding='utf-8') as json_file:\n",
        "            json.dump(temp, json_file, ensure_ascii=False)\n",
        "        temp = []"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "WTE25bv8Jp3A"
      },
      "outputs": [],
      "source": [
        "try:\n",
        "  os.mkdir('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/json/test')\n",
        "except:\n",
        "  pass\n",
        "\n",
        "list_dic = []\n",
        "for idx, row in valid_set.iterrows():\n",
        "        raw = row['morphs']\n",
        "        target_idx = ast.literal_eval(row['extractive'])\n",
        "\n",
        "        sentences = raw.split(',')\n",
        "        src = [i.split(' ') for i in sentences]\n",
        "        tgt = [a for i,a in enumerate(src) if i in target_idx]\n",
        "        \n",
        "        mydict = {}\n",
        "        mydict['src'] = src\n",
        "        mydict['tgt'] = tgt\n",
        "        list_dic.append(mydict)\n",
        "        \n",
        "temp = []\n",
        "for i,a in enumerate(tqdm(list_dic)):\n",
        "    \n",
        "    if (i+1)%6!=0:\n",
        "        temp.append(a)\n",
        "    else:\n",
        "        filename = 'korean.'+'test'+'.'+str(i//6)+'.json'\n",
        "        with open('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master'+'/json/val/'+filename, \"w\", encoding='utf-8') as json_file:\n",
        "            json.dump(temp, json_file, ensure_ascii=False)\n",
        "        temp = []"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eD6y73O4fmkY"
      },
      "source": [
        "# Json to pt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "tLQfbpzEKS6b"
      },
      "outputs": [],
      "source": [
        "# 데이터 처리모드, json경로, 저장경로, 로그파일\n",
        "!python /content/KorBertSum/src/preprocess.py \\\n",
        "  -mode format_to_bert \\\n",
        "  -raw_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/json \\\n",
        "  -save_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data \\\n",
        "  -dataset train \\"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "tGiQq9ejKI47"
      },
      "outputs": [],
      "source": [
        "try:\n",
        "  os.mkdir('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/val')\n",
        "except:\n",
        "  pass\n",
        "\n",
        "!python /content/KorBertSum/src/preprocess.py \\\n",
        "  -mode format_to_bert \\\n",
        "  -raw_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/json/val \\\n",
        "  -save_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/test \\\n",
        "  -dataset valid \\"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "xDhVi3KQJ3_c"
      },
      "outputs": [],
      "source": [
        "try:\n",
        "  os.mkdir('/content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/test')\n",
        "except:\n",
        "  pass\n",
        "\n",
        "!python /content/KorBertSum/src/preprocess.py \\\n",
        "  -mode format_to_bert \\\n",
        "  -raw_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/json/test \\\n",
        "  -save_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/test \\\n",
        "  -dataset test \\"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wa5vcawrGlbo"
      },
      "source": [
        "# Train"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "nHnvBZO-cwbf"
      },
      "outputs": [],
      "source": [
        "!python /content/KorBertSum/src/train.py \\\n",
        "  -mode train \\\n",
        "  -encoder classifier \\\n",
        "  -bert_data_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/korean \\\n",
        "  -model_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/models/bert_classifier \\\n",
        "  -log_file /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/logs/train.txt \\\n",
        "  -lr 2e-3 -visible_gpus 0 -gpu_ranks 0 -world_size 1 -report_every 1000 -dropout 0.5 \\\n",
        "  -save_checkpoint_steps 1000 -batch_size 3000 -decay_method noam -train_steps 100000 -accum_count 1\\ "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cWd-qpB_GoeE"
      },
      "source": [
        "# Validation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "7XV4tywmcT_P"
      },
      "outputs": [],
      "source": [
        "%cd /content\n",
        "\n",
        "!python /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/src/train.py \\\n",
        "  -mode validate \\\n",
        "  -bert_data_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/test/korean \\\n",
        "  -visible_gpus 0 -gpu_ranks 0 -batch_size 3000 \\\n",
        "  -log_file /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/logs/val.txt \\\n",
        "  -temp_dir /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/temp \\\n",
        "  -result_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/results \\\n",
        "  -test_from /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/models/bert_classifier/model_step_9000.pt \\"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xw_x2sIFnGOP"
      },
      "source": [
        "# Test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "nisU6_FZEGfx"
      },
      "outputs": [],
      "source": [
        "%cd /content\n",
        "\n",
        "!python /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/src/train.py \\\n",
        "  -mode test \\\n",
        "  -bert_data_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/bert_data/test/korean \\\n",
        "  -visible_gpus 0 -gpu_ranks 0 -batch_size 3000 \\\n",
        "  -log_file /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/logs/val.txt \\\n",
        "  -temp_dir /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/temp \\\n",
        "  -result_path /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/results \\\n",
        "  -test_from /content/drive/MyDrive/Colab_Notebooks/Study/BertSum-master/models/bert_classifier/model_step_21000.pt \\"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "0UcXM_1ACwqo"
      },
      "outputs": [],
      "source": [
        " "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "nGK5O0cGXi_M"
      },
      "outputs": [],
      "source": [
        ""
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "machine_shape": "hm",
      "name": "BertSum",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}