NLP_Project.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "NLP Project.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "eRNZIO6BNOEW",
        "jk9wkwKN95Aj",
        "fSiSMWmR18tL",
        "-WDHbb0examg",
        "PHcX9VzC9kcS"
      ],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Savior-19/hindi-sentiment-analysis/blob/main/NLP_Project.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QC1f6mHjVmSE"
      },
      "source": [
        "# Hindi sentiment analysis - lexicon creation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ygoG0t7n0DaL"
      },
      "source": [
        "# English Corpus Traversal"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bdozeNHz0jXC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "65a14686-6503-43ee-99ec-1679eafc3823"
      },
      "source": [
        "# Installing NLTK using pip package manager\n",
        "!pip install nltk"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: nltk in /usr/local/lib/python3.6/dist-packages (3.2.5)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from nltk) (1.15.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eRNZIO6BNOEW"
      },
      "source": [
        "## Algorithm (General)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Hsrj2Bl0rIv"
      },
      "source": [
        "initial_seed_list = []\n",
        "temporary_seed_list = initial_seed_list.copy()\n",
        "final_seed_list = {}\n",
        "\n",
        "while temporary_seed_list :\n",
        "  word, polarity = temporary_seed_list.pop()\n",
        "\n",
        "  if word in final_seed_list :\n",
        "    final_seed_list[word][polarity] += 1\n",
        "  else :\n",
        "    final_seed_list[word] = [0, 0, 0]\n",
        "    final_seed_list[word][polarity] += 1\n",
        "\n",
        "    # Get the synonyms from the wordnet for word\n",
        "    synonym_set = []\n",
        "\n",
        "    for synonym in synonym_set :\n",
        "      temporary_seed_list.append((synonym, polarity))\n",
        "\n",
        "for word in final_seed_list.keys() :\n",
        "  total = sum(final_seed_list[word])\n",
        "  final_seed_list[word] = [final_seed_list[word][i] / total for i in range(3)]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nGjKm7i0NUNQ"
      },
      "source": [
        "## English Synsets"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FhzLIXHCNoD8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "37d8ff0b-44d1-4406-ed59-b4f07afb4e34"
      },
      "source": [
        "# Importing NLTK and the english Wordnet\n",
        "import nltk\n",
        "from nltk.corpus import wordnet\n",
        "nltk.download('wordnet')\n",
        "\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/wordnet.zip.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CG7xUwvGBw-D",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0654336a-4acd-4dfa-fba4-f57a377ebfce"
      },
      "source": [
        "wordnet.synsets(\"abandon\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Synset('abandon.n.01'),\n",
              " Synset('wildness.n.01'),\n",
              " Synset('abandon.v.01'),\n",
              " Synset('abandon.v.02'),\n",
              " Synset('vacate.v.02'),\n",
              " Synset('abandon.v.04'),\n",
              " Synset('abandon.v.05')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AYzE-xw8zY0J",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cd8d3973-2abd-4c8c-a447-2f3be7b7ce5c"
      },
      "source": [
        "for w in wordnet.synsets(\"program\") :\n",
        "  synonym_set += [l.name() for l in w.lemmas()]\n",
        "  \n",
        "list(set(synonym_set))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['curriculum',\n",
              " 'programme',\n",
              " 'broadcast',\n",
              " 'computer_program',\n",
              " 'syllabus',\n",
              " 'via_media',\n",
              " 'compromise',\n",
              " 'platform',\n",
              " 'political_platform',\n",
              " 'course_of_study',\n",
              " 'computer_programme',\n",
              " 'political_program',\n",
              " 'program',\n",
              " 'plan']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "40knPaT2JHkX",
        "outputId": "6b45fe66-1c66-4e7b-c2da-28a15d2b6a46"
      },
      "source": [
        "wordnet.synsets(\"program\")[1]\n",
        "print(\"Lemmas of the word 'program' : \", wordnet.synsets(\"program\")[0].lemmas())\n",
        "\n",
        "\n",
        "print(\"\\n\\n\\n\")\n",
        "\n",
        "\n",
        "# Print the lemmas of the synsets of the word \"program\"\n",
        "for w in wordnet.synsets(\"program\") :\n",
        "  print(w.name(), ' ==> ', w.lemmas())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Lemmas of the word 'program' :  [Lemma('plan.n.01.plan'), Lemma('plan.n.01.program'), Lemma('plan.n.01.programme')]\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "plan.n.01  ==>  [Lemma('plan.n.01.plan'), Lemma('plan.n.01.program'), Lemma('plan.n.01.programme')]\n",
            "program.n.02  ==>  [Lemma('program.n.02.program'), Lemma('program.n.02.programme')]\n",
            "broadcast.n.02  ==>  [Lemma('broadcast.n.02.broadcast'), Lemma('broadcast.n.02.program'), Lemma('broadcast.n.02.programme')]\n",
            "platform.n.02  ==>  [Lemma('platform.n.02.platform'), Lemma('platform.n.02.political_platform'), Lemma('platform.n.02.political_program'), Lemma('platform.n.02.program')]\n",
            "program.n.05  ==>  [Lemma('program.n.05.program'), Lemma('program.n.05.programme')]\n",
            "course_of_study.n.01  ==>  [Lemma('course_of_study.n.01.course_of_study'), Lemma('course_of_study.n.01.program'), Lemma('course_of_study.n.01.programme'), Lemma('course_of_study.n.01.curriculum'), Lemma('course_of_study.n.01.syllabus')]\n",
            "program.n.07  ==>  [Lemma('program.n.07.program'), Lemma('program.n.07.programme'), Lemma('program.n.07.computer_program'), Lemma('program.n.07.computer_programme')]\n",
            "program.n.08  ==>  [Lemma('program.n.08.program'), Lemma('program.n.08.programme')]\n",
            "program.v.01  ==>  [Lemma('program.v.01.program'), Lemma('program.v.01.programme')]\n",
            "program.v.02  ==>  [Lemma('program.v.02.program'), Lemma('program.v.02.programme')]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9gXbtjKs99eV"
      },
      "source": [
        "## Implementation of the Algorithm"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DBgabxm_-ABp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5b4c6550-5dbd-4c07-a731-11a09f97d56a"
      },
      "source": [
        "from nltk.corpus import wordnet\n",
        "\n",
        "# Initially each entry of the seed list will be `(\"word\", category)`.\n",
        "# Category is 0 -> Positive, 1 -> Negative, 2 -> Objective\n",
        "initial_seed_list = [\n",
        "                     (\"brave\",0),(\"useful\",0),(\"happy\",0),(\"sweet\",0),(\"good\",0),(\"soft\",0),(\"selfless\",0),(\"sincere\",0),(\"marvellous\",0),(\"brilliant\",0),(\"pleasant\",0),(\"intelligent\",0),(\"loving\",0),(\"humane\",0),(\"strong\",0),(\"bright\",0),(\"fresh\",0),(\"charming\",0),(\"amazing\",0),(\"super\",0),\n",
        "                     (\"abandon\",1), (\"beaware\",1) , (\"cheat\",1), (\"defect\",1), (\"fake\",1), (\"odd\",1), (\"noisy\",1) , (\"misrable\",1), (\"lifeless\",1), (\"gloomy\",1) , (\"flawed\",1) , (\"elusive\",1) , (\"annoy\",1) ,  (\"rare\",1) ,  (\"impatient\",1) , (\"shallow\",1) , (\"unreliable\",1), (\"violent\",1) , (\"wicked\",1),\n",
        "                     (\"old\", 2),(\"personal\", 2),(\"neutral\", 2),(\"villager\", 2),(\"tall\", 2),(\"simple\", 2),(\"indian\", 2),(\"loud\", 2),(\"more\", 2),(\"hungry\", 2),(\"used\", 2),(\"last\", 2),(\"foreigner\", 2),(\"black\", 2),(\"moderate\", 2),(\"adventure\", 2),(\"common\", 2),(\"find\", 2)\n",
        "                    ]\n",
        "temporary_seed_list = initial_seed_list.copy()\n",
        "final_seed_list = {}\n",
        "\n",
        "\n",
        "while temporary_seed_list :\n",
        "  word, polarity = temporary_seed_list.pop(0)\n",
        "\n",
        "  if word not in final_seed_list :\n",
        "    final_seed_list[word] = [0, 0, 0]\n",
        "    final_seed_list[word][polarity] += 1\n",
        "\n",
        "  # Get the synonyms from the wordnet for word\n",
        "  synonym_set = []\n",
        "  for w in wordnet.synsets(word) :\n",
        "    synonym_set += [l.name() for l in w.lemmas()]\n",
        "  synonym_set = list(set(synonym_set))\n",
        "\n",
        "  for synonym in synonym_set :\n",
        "    if synonym != word :\n",
        "      if synonym not in final_seed_list :\n",
        "        temporary_seed_list.append((synonym, polarity))\n",
        "        final_seed_list[synonym] = [0, 0, 0]\n",
        "      final_seed_list[synonym] = [(final_seed_list[word][0] + final_seed_list[synonym][0]), (final_seed_list[word][1] + final_seed_list[synonym][1]), (final_seed_list[word][2] + final_seed_list[synonym][2])]\n",
        "    \n",
        "\n",
        "for word in final_seed_list.keys() :\n",
        "  total = sum(final_seed_list[word])\n",
        "  final_seed_list[word] = [final_seed_list[word][i] / total for i in range(3)]\n",
        "\n",
        "print(\"Number of words in the newly formed senti-wordnet : \", len(final_seed_list.keys()))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of words in the newely formed senti-wordnet :  28330\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s0VF8R32D0WC"
      },
      "source": [
        "A sample of the senti wordnet that has been formed"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4fzrTLhCOzxZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "43139aaa-b1be-4c08-a398-2588519d2e0a"
      },
      "source": [
        "list(final_seed_list.items())[:1000]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('brave', [0.968503937007874, 0.0, 0.031496062992125984]),\n",
              " ('unfearing', [1.0, 0.0, 0.0]),\n",
              " ('gay', [0.5125448028673835, 0.4874551971326165, 0.0]),\n",
              " ('endure', [0.996469625760549, 0.0028867357148878057, 0.0006436385245632473]),\n",
              " ('intrepid', [1.0, 0.0, 0.0]),\n",
              " ('brave_out', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('fearless', [1.0, 0.0, 0.0]),\n",
              " ('braw', [1.0, 0.0, 0.0]),\n",
              " ('weather', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('dauntless', [1.0, 0.0, 0.0]),\n",
              " ('hardy', [0.7681159420289855, 0.2318840579710145, 0.0]),\n",
              " ('audacious', [0.9890260631001372, 0.0, 0.010973936899862825]),\n",
              " ('courageous', [1.0, 0.0, 0.0]),\n",
              " ('useful', [1.0, 0.0, 0.0]),\n",
              " ('utile', [1.0, 0.0, 0.0]),\n",
              " ('utilitarian', [1.0, 0.0, 0.0]),\n",
              " ('happy', [1.0, 0.0, 0.0]),\n",
              " ('felicitous', [1.0, 0.0, 0.0]),\n",
              " ('glad', [1.0, 0.0, 0.0]),\n",
              " ('well-chosen', [1.0, 0.0, 0.0]),\n",
              " ('sweet', [0.996629755121398, 0.0033669568348180822, 3.2880437840020334e-06]),\n",
              " ('afters', [1.0, 0.0, 0.0]),\n",
              " ('gratifying', [1.0, 0.0, 0.0]),\n",
              " ('unfermented',\n",
              "  [0.9966297339971318, 0.0033669779384750747, 3.288064393042065e-06]),\n",
              " ('angelic', [1.0, 0.0, 0.0]),\n",
              " ('sugariness', [1.0, 0.0, 0.0]),\n",
              " ('sweet-flavored', [1.0, 0.0, 0.0]),\n",
              " ('dessert', [1.0, 0.0, 0.0]),\n",
              " ('sweetness', [1.0, 0.0, 0.0]),\n",
              " ('cherubic', [1.0, 0.0, 0.0]),\n",
              " ('seraphic', [1.0, 0.0, 0.0]),\n",
              " ('sweetly', [1.0, 0.0, 0.0]),\n",
              " ('scented', [1.0, 0.0, 0.0]),\n",
              " ('sugared', [1.0, 0.0, 0.0]),\n",
              " ('angelical', [1.0, 0.0, 0.0]),\n",
              " ('perfumed', [1.0, 0.0, 0.0]),\n",
              " ('mellifluous', [1.0, 0.0, 0.0]),\n",
              " ('sweetened', [1.0, 0.0, 0.0]),\n",
              " ('mellisonant', [1.0, 0.0, 0.0]),\n",
              " ('odorous', [1.0, 0.0, 0.0]),\n",
              " ('Sweet', [1.0, 0.0, 0.0]),\n",
              " ('sweet-smelling', [1.0, 0.0, 0.0]),\n",
              " ('odoriferous', [1.0, 0.0, 0.0]),\n",
              " ('Henry_Sweet', [1.0, 0.0, 0.0]),\n",
              " ('fresh', [0.9966300932467582, 0.0033666190393361614, 3.28771390560172e-06]),\n",
              " ('sweet-scented', [1.0, 0.0, 0.0]),\n",
              " ('dulcet', [1.0, 0.0, 0.0]),\n",
              " ('honeyed', [1.0, 0.0, 0.0]),\n",
              " ('confection', [1.0, 0.0, 0.0]),\n",
              " ('good', [0.956983871477529, 0.04218460175182126, 0.0008315267706497982]),\n",
              " ('beneficial',\n",
              "  [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('proficient',\n",
              "  [0.9569838714775288, 0.042184601751821406, 0.0008315267706498009]),\n",
              " ('ripe', [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('sound', [0.9580438725538941, 0.04113225421317136, 0.0008238732329345752]),\n",
              " ('upright', [0.9569838714776416, 0.04218460175135141, 0.0008315267710069977]),\n",
              " ('in_effect',\n",
              "  [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('unspoilt',\n",
              "  [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('just', [0.9569838714775288, 0.04218460175182141, 0.000831526770649801]),\n",
              " ('full', [0.9569838714775287, 0.04218460175182145, 0.0008315267706498575]),\n",
              " ('estimable',\n",
              "  [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('unspoiled',\n",
              "  [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('trade_good', [1.0, 0.0, 0.0]),\n",
              " ('undecomposed',\n",
              "  [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('adept', [0.9569838714802357, 0.042184601749054126, 0.0008315267707102511]),\n",
              " ('respectable',\n",
              "  [0.9569838714775292, 0.04218460175182108, 0.0008315267706497946]),\n",
              " ('serious',\n",
              "  [0.9569838714775292, 0.042184601751821066, 0.0008315267706497843]),\n",
              " ('right', [0.9569842387195925, 0.04218424076604548, 0.0008315205143619954]),\n",
              " ('skilful', [0.9569838714775287, 0.04218460175182143, 0.0008315267706498013]),\n",
              " ('thoroughly', [1.0, 0.0, 0.0]),\n",
              " ('goodness', [1.0, 0.0, 0.0]),\n",
              " ('honorable',\n",
              "  [0.9569838714775287, 0.04218460175182145, 0.0008315267706498018]),\n",
              " ('dependable',\n",
              "  [0.9569838714775288, 0.042184601751821364, 0.0008315267706498002]),\n",
              " ('secure', [0.9569706040568654, 0.04219766808726653, 0.0008317278558681061]),\n",
              " ('in_force',\n",
              "  [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('safe', [0.9569838714775288, 0.04218460175182134, 0.0008315267706497997]),\n",
              " ('well', [0.9711163406180647, 0.0281217685785091, 0.0007618908034261389]),\n",
              " ('salutary', [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('skillful', [0.9569838714775288, 0.0421846017518214, 0.0008315267706498008]),\n",
              " ('near', [0.9569838714775152, 0.04218460175182059, 0.0008315267706642705]),\n",
              " ('practiced',\n",
              "  [0.9569838714775287, 0.04218460175182142, 0.0008315267706498013]),\n",
              " ('effective',\n",
              "  [0.9569838714775287, 0.04218460175182144, 0.0008315267706498018]),\n",
              " ('honest', [0.9569838714775287, 0.042184601751821434, 0.0008315267706498015]),\n",
              " ('commodity', [1.0, 0.0, 0.0]),\n",
              " ('expert', [0.9569838714775287, 0.04218460175182142, 0.0008315267706498013]),\n",
              " ('dear', [0.9569838714775298, 0.04218460175182034, 0.0008315267706497799]),\n",
              " ('soundly', [1.0, 0.0, 0.0]),\n",
              " ('soft', [1.0, 0.0, 0.0]),\n",
              " ('mild', [0.008438818565400843, 0.9029535864978903, 0.08860759493670886]),\n",
              " ('flaccid', [1.0, 0.0, 0.0]),\n",
              " ('subdued', [0.7058823529411765, 0.0, 0.29411764705882354]),\n",
              " ('gentle', [0.04937422637876496, 0.8604043460321826, 0.0902214275890524]),\n",
              " ('indulgent', [1.0, 0.0, 0.0]),\n",
              " ('balmy', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('diffused', [1.0, 0.0, 0.0]),\n",
              " ('cushy', [1.0, 0.0, 0.0]),\n",
              " ('piano', [1.0, 0.0, 0.0]),\n",
              " ('lenient', [1.0, 0.0, 0.0]),\n",
              " ('flabby', [1.0, 0.0, 0.0]),\n",
              " ('easygoing', [1.0, 0.0, 0.0]),\n",
              " ('easy', [0.9987212276214834, 0.0, 0.0012787723785166241]),\n",
              " ('delicate', [1.0, 0.0, 0.0]),\n",
              " ('diffuse',\n",
              "  [0.9816303470409647, 0.018361350144186953, 8.302814848266735e-06]),\n",
              " ('sonant', [1.0, 0.0, 0.0]),\n",
              " ('voiced', [1.0, 0.0, 0.0]),\n",
              " ('selfless', [1.0, 0.0, 0.0]),\n",
              " ('altruistic', [1.0, 0.0, 0.0]),\n",
              " ('sincere', [1.0, 0.0, 0.0]),\n",
              " ('solemn', [0.9744245524296675, 0.02557544757033248, 0.0]),\n",
              " ('earnest', [1.0, 0.0, 0.0]),\n",
              " ('marvellous', [1.0, 0.0, 0.0]),\n",
              " ('tall', [1.0, 0.0, 0.0]),\n",
              " ('wondrous', [1.0, 0.0, 0.0]),\n",
              " ('grand', [0.9078264700444878, 0.09138289796127083, 0.0007906319942413669]),\n",
              " ('rattling',\n",
              "  [0.9722368282679567, 0.026921863497738983, 0.0008413082343043432]),\n",
              " ('improbable', [1.0, 0.0, 0.0]),\n",
              " ('marvelous', [1.0, 0.0, 0.0]),\n",
              " ('terrific', [1.0, 0.0, 0.0]),\n",
              " ('tremendous', [0.9979674796747967, 0.0020325203252032522, 0.0]),\n",
              " ('howling', [1.0, 0.0, 0.0]),\n",
              " ('fantastic', [0.9994591671173607, 0.0005408328826392645, 0.0]),\n",
              " ('miraculous', [1.0, 0.0, 0.0]),\n",
              " ('wonderful', [1.0, 0.0, 0.0]),\n",
              " ('brilliant', [1.0, 0.0, 0.0]),\n",
              " ('smart_as_a_whip', [1.0, 0.0, 0.0]),\n",
              " ('glorious', [1.0, 0.0, 0.0]),\n",
              " ('superb', [1.0, 0.0, 0.0]),\n",
              " ('magnificent', [1.0, 0.0, 0.0]),\n",
              " ('vivid', [1.0, 0.0, 0.0]),\n",
              " ('splendid', [1.0, 0.0, 0.0]),\n",
              " ('brainy', [1.0, 0.0, 0.0]),\n",
              " ('bright', [1.0, 0.0, 0.0]),\n",
              " ('pleasant', [1.0, 0.0, 0.0]),\n",
              " ('intelligent', [1.0, 0.0, 0.0]),\n",
              " ('levelheaded', [1.0, 0.0, 0.0]),\n",
              " ('healthy', [1.0, 0.0, 0.0]),\n",
              " ('reasoning', [1.0, 0.0, 0.0]),\n",
              " ('thinking', [1.0, 0.0, 0.0]),\n",
              " ('level-headed', [1.0, 0.0, 0.0]),\n",
              " ('well-informed', [1.0, 0.0, 0.0]),\n",
              " ('loving', [1.0, 0.0, 0.0]),\n",
              " ('make_love',\n",
              "  [0.9999819660564097, 1.4518464645908084e-05, 3.515478944401087e-06]),\n",
              " ('lie_with',\n",
              "  [0.9999819660564073, 1.4518464647819383e-05, 3.5154789448638863e-06]),\n",
              " ('bonk', [0.999981910275709, 1.4561268936316173e-05, 3.528455354646327e-06]),\n",
              " ('eff', [0.9999819660563931, 1.4518464659287185e-05, 3.5154789476406818e-06]),\n",
              " ('have_sex',\n",
              "  [0.9999819660563741, 1.4518464674577585e-05, 3.5154789513430763e-06]),\n",
              " ('love', [0.999981966059064, 1.4518462509074932e-05, 3.5154784269915583e-06]),\n",
              " ('fuck', [0.9999880877077348, 9.671461428350667e-06, 2.240830836778517e-06]),\n",
              " ('have_it_away',\n",
              "  [0.9999819660560987, 1.4518464896288396e-05, 3.515479005027795e-06]),\n",
              " ('bang',\n",
              "  [0.9999820879086253, 1.4416413073165878e-05, 3.4956783015741136e-06]),\n",
              " ('get_laid',\n",
              "  [0.9999819660551585, 1.4518465653163285e-05, 3.515479188296329e-06]),\n",
              " ('sleep_together',\n",
              "  [0.999981966053905, 1.4518466662329926e-05, 3.5154794326544045e-06]),\n",
              " ('roll_in_the_hay',\n",
              "  [0.9999880877056921, 9.671463086831466e-06, 2.240831221040497e-06]),\n",
              " ('enjoy', [0.997777451088812, 0.0020570455260584355, 0.00016550338512954572]),\n",
              " ('sleep_with',\n",
              "  [0.9999819660463839, 1.451847271733272e-05, 3.51548089880357e-06]),\n",
              " ('do_it',\n",
              "  [0.9999819660363557, 1.4518480790677633e-05, 3.5154828536710267e-06]),\n",
              " ('be_intimate',\n",
              "  [0.9999819660162992, 1.4518496937394397e-05, 3.5154867634124623e-06]),\n",
              " ('know', [0.9983745257285548, 0.0011472499237267695, 0.000478224347718458]),\n",
              " ('have_intercourse',\n",
              "  [0.9999819658959596, 1.4518593818449205e-05, 3.5155102220437015e-06]),\n",
              " ('bed', [0.9999824439245034, 1.4133943967927906e-05, 3.422131528626316e-06]),\n",
              " ('make_out',\n",
              "  [0.9632810260600038, 0.03581259804387769, 0.0009063758961185438]),\n",
              " ('hump', [0.9969923036571903, 0.002592641174184236, 0.00041505516862544835]),\n",
              " ('jazz',\n",
              "  [0.9999817379168118, 1.4623403353449071e-05, 3.6386798348189935e-06]),\n",
              " ('have_it_off',\n",
              "  [0.9999819609205136, 1.4522599366892204e-05, 3.5164801194505945e-06]),\n",
              " ('have_a_go_at_it',\n",
              "  [0.9999819557816891, 1.4526736445519304e-05, 3.517481865376188e-06]),\n",
              " ('screw',\n",
              "  [0.9999885387378661, 9.306366567652477e-06, 2.1548955662127625e-06]),\n",
              " ('get_it_on',\n",
              "  [0.9999819250190968, 1.4551476555814332e-05, 3.523504347419511e-06]),\n",
              " ('humane', [1.0, 0.0, 0.0]),\n",
              " ('humanistic', [1.0, 0.0, 0.0]),\n",
              " ('humanist', [1.0, 0.0, 0.0]),\n",
              " ('strong', [0.9262890678172085, 0.07251031016145343, 0.0012006220213380853]),\n",
              " ('potent', [1.0, 0.0, 0.0]),\n",
              " ('unassailable', [1.0, 0.0, 0.0]),\n",
              " ('inviolable', [1.0, 0.0, 0.0]),\n",
              " ('stiff', [0.3727154246631082, 0.621194984657086, 0.006089590679805817]),\n",
              " ('hard', [0.9934895833333334, 0.006510416666666667, 0.0]),\n",
              " ('solid', [1.0, 0.0, 0.0]),\n",
              " ('firm', [0.9610782957073867, 0.01339419040915276, 0.025527513883460556]),\n",
              " ('unattackable', [1.0, 0.0, 0.0]),\n",
              " ('warm', [0.9262890693524797, 0.07251030863838526, 0.0012006220091351067]),\n",
              " ('impregnable', [1.0, 0.0, 0.0]),\n",
              " ('substantial', [1.0, 0.0, 0.0]),\n",
              " ('undimmed', [1.0, 0.0, 0.0]),\n",
              " ('brilliantly', [1.0, 0.0, 0.0]),\n",
              " ('shining', [1.0, 0.0, 0.0]),\n",
              " ('lustrous', [1.0, 0.0, 0.0]),\n",
              " ('shiny', [1.0, 0.0, 0.0]),\n",
              " ('promising', [1.0, 0.0, 0.0]),\n",
              " ('burnished', [1.0, 0.0, 0.0]),\n",
              " ('hopeful', [1.0, 0.0, 0.0]),\n",
              " ('brightly', [1.0, 0.0, 0.0]),\n",
              " ('smart', [0.9945917980629112, 0.004911110605267351, 0.0004970913318213929]),\n",
              " ('bracing',\n",
              "  [0.9966182546196838, 0.003377126350931373, 4.619029384879238e-06]),\n",
              " ('overbold',\n",
              "  [0.9966300406193123, 0.0033666716154383183, 3.2877652494514827e-06]),\n",
              " ('sassy',\n",
              "  [0.9966300381956402, 0.0033666740367457345, 3.2877676140095064e-06]),\n",
              " ('reinvigorated',\n",
              "  [0.9966297388453474, 0.0033669730949894235, 3.288059663075609e-06]),\n",
              " ('refreshful',\n",
              "  [0.9966297632593641, 0.0033669487047913054, 3.288035844522759e-06]),\n",
              " ('novel', [0.9966297473296912, 0.0033669646189230643, 3.288051385667055e-06]),\n",
              " ('freshly', [1.0, 0.0, 0.0]),\n",
              " ('impertinent',\n",
              "  [0.9966297788890845, 0.0033665225387903164, 3.6985721251358455e-06]),\n",
              " ('brisk', [0.9965820713603362, 0.003413006034805893, 4.922604857893115e-06]),\n",
              " ('invigorated',\n",
              "  [0.9966297379795958, 0.0033669739598965534, 3.288060507711478e-06]),\n",
              " ('refreshed',\n",
              "  [0.9966297362480908, 0.0033669756897121467, 3.2880621969845182e-06]),\n",
              " ('refreshing',\n",
              "  [0.9966297573723287, 0.0033669545860833434, 3.288041587972015e-06]),\n",
              " ('tonic',\n",
              "  [0.9981893418716242, 0.0017980387854959474, 1.2619342879811828e-05]),\n",
              " ('unused',\n",
              "  [0.9999534387304322, 1.70646508934113e-05, 2.9496618674366894e-05]),\n",
              " ('saucy', [0.996630110904283, 0.0033666013990382255, 3.287696678748267e-06]),\n",
              " ('new', [0.9966294337611064, 0.003367021356937658, 3.544881955944618e-06]),\n",
              " ('newly', [1.0, 0.0, 0.0]),\n",
              " ('impudent',\n",
              "  [0.9966299104590098, 0.00336639111325346, 3.6984277367286544e-06]),\n",
              " ('wise', [0.9966313610020469, 0.003365352520881967, 3.286477071173796e-06]),\n",
              " ('clean', [0.9282034335886852, 0.07058248356990461, 0.001214082841410179]),\n",
              " ('charming', [1.0, 0.0, 0.0]),\n",
              " ('magic', [1.0, 0.0, 0.0]),\n",
              " ('enamor', [0.9262893318504566, 0.07251004824872748, 0.001200619900815964]),\n",
              " ('becharm', [0.9262893318504566, 0.07251004824872748, 0.001200619900815964]),\n",
              " ('magical', [1.0, 0.0, 0.0]),\n",
              " ('fascinate',\n",
              "  [0.9262893318506484, 0.07251004824853861, 0.0012006199008129667]),\n",
              " ('witching', [1.0, 0.0, 0.0]),\n",
              " ('beguile', [0.9262893318504566, 0.07251004824872748, 0.001200619900815964]),\n",
              " ('enamour', [0.9262893318504566, 0.07251004824872748, 0.001200619900815964]),\n",
              " ('sorcerous', [1.0, 0.0, 0.0]),\n",
              " ('enchant', [0.9262893318504569, 0.07251004824872709, 0.0012006199008159572]),\n",
              " ('trance', [0.9262893318504574, 0.07251004824872671, 0.0012006199008159704]),\n",
              " ('wizardly', [1.0, 0.0, 0.0]),\n",
              " ('influence',\n",
              "  [0.8416015227754469, 0.15645825663874724, 0.0019402205858058564]),\n",
              " ('catch', [0.9262893523188939, 0.07251002795001216, 0.0012006197310939796]),\n",
              " ('capture', [0.9257261743915065, 0.0730684327379617, 0.0012053928705317823]),\n",
              " ('captivate',\n",
              "  [0.9262893318504566, 0.07251004824872749, 0.001200619900815964]),\n",
              " ('charm', [0.9262893318504581, 0.07251004824872587, 0.0012006199008159754]),\n",
              " ('bewitch', [0.9262893318512253, 0.07251004824797076, 0.0012006199008039542]),\n",
              " ('tempt', [0.9698810198300283, 0.017745042492917848, 0.012373937677053824]),\n",
              " ('entrance',\n",
              "  [0.9262893318505062, 0.07251004824867861, 0.0012006199008151872]),\n",
              " ('wizard', [0.996321673088291, 0.001968682009083703, 0.0017096449026253208]),\n",
              " ('amazing', [1.0, 0.0, 0.0]),\n",
              " ('baffle', [0.998408801644612, 0.0009895619084420014, 0.0006016364469460526]),\n",
              " ('astonishing', [1.0, 0.0, 0.0]),\n",
              " ('flummox',\n",
              "  [0.9984088011354291, 0.0009895622243814885, 0.0006016366401894037]),\n",
              " ('vex', [0.9984088059407399, 0.0009895574499768202, 0.0006016366092832556]),\n",
              " ('pose', [0.9975416975866371, 0.0018490990211940837, 0.0006092033921687875]),\n",
              " ('nonplus',\n",
              "  [0.9984088011354295, 0.0009895622243810767, 0.0006016366401894056]),\n",
              " ('gravel',\n",
              "  [0.9984088008624226, 0.0009895625348876084, 0.0006016366026898026]),\n",
              " ('astonish',\n",
              "  [0.998422910125853, 0.0009668213215184566, 0.0006102685526284756]),\n",
              " ('awe-inspiring', [1.0, 0.0, 0.0]),\n",
              " ('stick', [0.9957305216735967, 0.003645203083695014, 0.0006242752427083123]),\n",
              " ('perplex',\n",
              "  [0.9984088011354291, 0.000989562224381488, 0.0006016366401894035]),\n",
              " ('puzzle',\n",
              "  [0.9984088011353849, 0.0009895622244259473, 0.0006016366401891847]),\n",
              " ('awesome', [1.0, 0.0, 0.0]),\n",
              " ('awful', [0.9732314215237499, 0.022629044865731293, 0.004139533610518856]),\n",
              " ('get', [0.977298795333175, 0.02191950200928093, 0.000781702657544034]),\n",
              " ('astound', [0.9984229101258485, 0.00096682132152127, 0.0006102685526302514]),\n",
              " ('stupefy',\n",
              "  [0.9984088010877444, 0.0009895614391620246, 0.0006016374730935484]),\n",
              " ('bewilder',\n",
              "  [0.9984089865078623, 0.0009893470520945923, 0.0006016664400431895]),\n",
              " ('awing', [1.0, 0.0, 0.0]),\n",
              " ('mystify',\n",
              "  [0.9984088011355474, 0.0009895622242632658, 0.0006016366401893608]),\n",
              " ('dumbfound',\n",
              "  [0.9984088011356657, 0.0009895622241450433, 0.0006016366401893183]),\n",
              " ('amaze', [0.9984088028607147, 0.0009895594441000505, 0.0006016376951852899]),\n",
              " ('beat', [0.9319977248695575, 0.06683917517676143, 0.0011630999536811754]),\n",
              " ('super', [1.0, 0.0, 0.0]),\n",
              " ('ace', [0.7358846408561592, 0.2609496801737163, 0.0031656789701245236]),\n",
              " ('superintendent', [1.0, 0.0, 0.0]),\n",
              " ('first-rate', [1.0, 0.0, 0.0]),\n",
              " ('top-notch', [1.0, 0.0, 0.0]),\n",
              " ('exceedingly', [1.0, 0.0, 0.0]),\n",
              " ('crack', [0.9798158477351693, 0.01942621408552788, 0.0007579381793028962]),\n",
              " ('A-one', [1.0, 0.0, 0.0]),\n",
              " ('tiptop', [0.99834498380384, 0.0009816004506660477, 0.0006734157454939676]),\n",
              " ('tops', [1.0, 0.0, 0.0]),\n",
              " ('passing',\n",
              "  [0.9984023411660455, 0.0009702157537266335, 0.0006274430802278495]),\n",
              " ('topnotch', [1.0, 0.0, 0.0]),\n",
              " ('extremely', [1.0, 0.0, 0.0]),\n",
              " ('abandon', [0.8004744134114984, 0.19726791318047396, 0.0022576734080276377]),\n",
              " ('desolate', [0.6598862986198093, 0.3366433013030712, 0.0034704000771195844]),\n",
              " ('wantonness', [0.0, 1.0, 0.0]),\n",
              " ('unconstraint', [0.0, 1.0, 0.0]),\n",
              " ('desert', [0.998482413445031, 0.0008890304797657935, 0.000628556075203259]),\n",
              " ('vacate', [0.9530791945380644, 0.04603826014219638, 0.0008825453197392276]),\n",
              " ('empty', [0.7881252209369248, 0.20953401413771058, 0.002340764925364601]),\n",
              " ('forsake',\n",
              "  [0.998482413477442, 0.0008890304473343362, 0.0006285560752236622]),\n",
              " ('wildness', [0.0, 1.0, 0.0]),\n",
              " ('give_up',\n",
              "  [0.9960945978976703, 0.0032858670989408876, 0.000619535003388787]),\n",
              " ('beaware', [0.0, 1.0, 0.0]),\n",
              " ('cheat',\n",
              "  [0.9999987161950751, 9.436924261693727e-07, 3.4011249877170287e-07]),\n",
              " ('tare', [0.0, 1.0, 0.0]),\n",
              " ('darnel', [0.0, 1.0, 0.0]),\n",
              " ('beguiler', [0.0, 1.0, 0.0]),\n",
              " ('swindle',\n",
              "  [0.9994865116913066, 0.000280144056861498, 0.0002333442518318368]),\n",
              " ('trickster', [0.0, 1.0, 0.0]),\n",
              " ('chisel', [0.9920886075949367, 0.003955696202531646, 0.003955696202531646]),\n",
              " ('slicker', [0.0, 1.0, 0.0]),\n",
              " ('chess', [0.0, 1.0, 0.0]),\n",
              " ('cheat_on',\n",
              "  [0.9998505766666965, 9.036980038116372e-05, 5.9053532922344605e-05]),\n",
              " ('chouse', [0.9999998040050897, 1.9599491034386207e-07, 0.0]),\n",
              " ('betray', [0.9813180973866159, 0.017920101142172584, 0.0007618014712114907]),\n",
              " ('Lolium_temulentum', [0.0, 1.0, 0.0]),\n",
              " ('chicane', [0.9999984625981752, 1.53740182490059e-06, 0.0]),\n",
              " ('bearded_darnel', [0.0, 1.0, 0.0]),\n",
              " ('jockey', [0.9999998092843797, 1.907156203149516e-07, 0.0]),\n",
              " ('shaft', [0.9999015675681154, 9.507988828424884e-05, 3.352543600334292e-06]),\n",
              " ('wander',\n",
              "  [0.9974918969752519, 0.0023072578644923077, 0.00020084516025584219]),\n",
              " ('Bromus_secalinus', [0.0, 1.0, 0.0]),\n",
              " ('deceiver', [0.0, 1.0, 0.0]),\n",
              " ('cheating', [0.0, 0.9547511312217195, 0.04524886877828054]),\n",
              " ('rig', [0.9323064362190622, 0.06651507145363096, 0.0011784923273069083]),\n",
              " ('rip_off', [0.993660855784469, 0.002377179080824089, 0.003961965134706815]),\n",
              " ('cuckold',\n",
              "  [0.999857733652344, 8.321239202521068e-05, 5.905395563079467e-05]),\n",
              " ('cheater', [0.0, 1.0, 0.0]),\n",
              " ('defect',\n",
              "  [0.9984964053514118, 0.0008711341655569401, 0.0006324604830312624]),\n",
              " ('blemish',\n",
              "  [0.9983598119134359, 0.0010484336527035064, 0.0005917544338605751]),\n",
              " ('mar', [0.9262893160821082, 0.07251006389663867, 0.0012006200212531723]),\n",
              " ('fault', [0.9982288378040779, 0.0011633492595806373, 0.0006078129363415112]),\n",
              " ('shortcoming', [0.0, 1.0, 0.0]),\n",
              " ('flaw', [0.0, 1.0, 0.0]),\n",
              " ('fake', [0.9985103675547471, 0.000917467569795813, 0.0005721648754571175]),\n",
              " ('manipulate',\n",
              "  [0.9985103681142765, 0.0009174670124019423, 0.0005721648733215109]),\n",
              " ('pseudo', [0.0, 1.0, 0.0]),\n",
              " ('pseud', [0.0, 1.0, 0.0]),\n",
              " ('forge', [0.8416015229178677, 0.1564582564975598, 0.0019402205845725268]),\n",
              " ('bull', [0.9687190285625285, 0.030876144956075286, 0.00040482648139627696]),\n",
              " ('faux', [0.0, 1.0, 0.0]),\n",
              " ('phoney', [0.0, 1.0, 0.0]),\n",
              " ('bullshit',\n",
              "  [0.9718903806239828, 0.027736915753854837, 0.00037270362216236725]),\n",
              " ('simulated', [0.0, 1.0, 0.0]),\n",
              " ('impostor', [0.0, 1.0, 0.0]),\n",
              " ('faker', [0.0, 1.0, 0.0]),\n",
              " ('cook', [0.9440776159065906, 0.05485232911477887, 0.0010700549786306053]),\n",
              " ('imitation', [0.0, 1.0, 0.0]),\n",
              " ('wangle', [0.9985103882995027, 0.000917454346573271, 0.0005721573539240387]),\n",
              " ('postiche', [0.0, 1.0, 0.0]),\n",
              " ('fudge', [0.9271888971795704, 0.07161803638642858, 0.0011930664340010285]),\n",
              " ('bastard',\n",
              "  [0.9995203619452758, 0.00047337214168803365, 6.265913036156274e-06]),\n",
              " ('phony', [0.0, 1.0, 0.0]),\n",
              " ('role_player', [0.0, 1.0, 0.0]),\n",
              " ('bogus', [0.0, 1.0, 0.0]),\n",
              " ('pretender', [0.0, 1.0, 0.0]),\n",
              " (\"talk_through_one's_hat\", [0.0, 1.0, 0.0]),\n",
              " ('counterfeit',\n",
              "  [0.006211180124223602, 0.9316770186335404, 0.062111801242236024]),\n",
              " ('falsify',\n",
              "  [0.9985198127838493, 0.0009223362272478358, 0.000557850988902903]),\n",
              " ('sham', [0.9988410307814205, 0.0007839621575794517, 0.0003750070610000277]),\n",
              " ('false', [0.9995780110559529, 0.000322561971045443, 9.942697300162715e-05]),\n",
              " ('fraud', [0.06124934748564469, 0.9387506525143553, 0.0]),\n",
              " ('juke', [0.0, 1.0, 0.0]),\n",
              " ('shammer', [0.0, 1.0, 0.0]),\n",
              " ('misrepresent',\n",
              "  [0.998510368124028, 0.0009174670041670118, 0.0005721648718049718]),\n",
              " ('imposter', [0.0, 1.0, 0.0]),\n",
              " ('odd', [0.08743169398907104, 0.912568306010929, 0.0]),\n",
              " ('uneven', [0.0, 1.0, 0.0]),\n",
              " ('unmatched', [0.9965543544017464, 0.0034456455982535047, 0.0]),\n",
              " ('remaining', [0.0, 1.0, 0.0]),\n",
              " ('rum', [0.11188811188811189, 0.8881118881118881, 0.0]),\n",
              " ('peculiar', [0.10810810810810811, 0.8918918918918919, 0.0]),\n",
              " ('rummy', [0.373033960046483, 0.6208792490664272, 0.006086790887089749]),\n",
              " ('queer', [0.998464114336819, 0.0009469169934041254, 0.0005889686697768451]),\n",
              " ('unmated', [0.0, 1.0, 0.0]),\n",
              " ('unexpended', [0.0, 1.0, 0.0]),\n",
              " ('curious', [0.1111111111111111, 0.8888888888888888, 0.0]),\n",
              " ('funny', [0.18197445972495088, 0.8175343811394892, 0.0004911591355599214]),\n",
              " ('left', [0.0, 1.0, 0.0]),\n",
              " ('leftover', [0.0, 0.8205128205128205, 0.1794871794871795]),\n",
              " ('left_over', [0.0, 1.0, 0.0]),\n",
              " ('unpaired', [0.0, 1.0, 0.0]),\n",
              " ('singular', [0.1111111111111111, 0.8888888888888888, 0.0]),\n",
              " ('noisy', [0.0, 1.0, 0.0]),\n",
              " ('misrable', [0.0, 1.0, 0.0]),\n",
              " ('lifeless', [0.0, 1.0, 0.0]),\n",
              " ('exanimate', [0.0, 1.0, 0.0]),\n",
              " ('gloomy',\n",
              "  [0.9973060442856266, 0.0018696582455529746, 0.0008242974688204109]),\n",
              " ('drab', [0.007032348804500703, 0.9156118143459916, 0.07735583684950774]),\n",
              " ('dreary', [0.0014245014245014246, 0.9202279202279202, 0.07834757834757834]),\n",
              " ('dismal', [0.0014265335235378032, 0.920114122681883, 0.07845934379457917]),\n",
              " ('grim', [0.9999423026566572, 3.876249103195479e-05, 1.8934852310912716e-05]),\n",
              " ('drear', [0.0014398848092152627, 0.9200863930885529, 0.07847372210223182]),\n",
              " ('dark', [0.998387993845044, 0.0008799976479376458, 0.0007320085070183841]),\n",
              " ('sulky', [0.6071428571428571, 0.32142857142857145, 0.07142857142857142]),\n",
              " ('depressed',\n",
              "  [0.9973986585065197, 0.0017840383111455962, 0.0008173031823347869]),\n",
              " ('downhearted',\n",
              "  [0.9973995988431976, 0.001783191482842415, 0.0008172096739599268]),\n",
              " ('gloomful', [0.0, 1.0, 0.0]),\n",
              " ('sorry', [0.9978270706559463, 0.001637215017705674, 0.0005357143263479443]),\n",
              " ('dingy', [0.00029976019184652276, 0.927757793764988, 0.07194244604316546]),\n",
              " ('glooming', [0.0, 1.0, 0.0]),\n",
              " ('dispirited',\n",
              "  [0.9973977181716146, 0.0017848851378520192, 0.0008173966905333301]),\n",
              " ('down', [0.9991973987482552, 0.0004406137113567522, 0.0003619875403880152]),\n",
              " ('blue', [0.9956913589816736, 0.004088347187858548, 0.00022029383046787417]),\n",
              " ('downcast',\n",
              "  [0.9974528245494311, 0.001734542003409685, 0.0008126334471592148]),\n",
              " ('low', [0.9982131823340904, 0.0010478526823851264, 0.00073896498352442]),\n",
              " ('low-spirited',\n",
              "  [0.9976181802870989, 0.001583479159831909, 0.0007983405530691366]),\n",
              " ('disconsolate',\n",
              "  [0.001422475106685633, 0.9203413940256046, 0.07823613086770982]),\n",
              " ('down_in_the_mouth',\n",
              "  [0.9978387400516631, 0.001381983973249197, 0.0007792759750876921]),\n",
              " ('flawed', [0.0, 1.0, 0.0]),\n",
              " ('blemished', [0.0, 1.0, 0.0]),\n",
              " ('elusive', [0.029411764705882353, 0.9705882352941176, 0.0]),\n",
              " ('baffling', [0.03125, 0.96875, 0.0]),\n",
              " ('subtle', [0.0, 1.0, 0.0]),\n",
              " ('knotty', [0.007751937984496124, 0.9922480620155039, 0.0]),\n",
              " ('problematic', [0.024390243902439025, 0.975609756097561, 0.0]),\n",
              " ('problematical', [0.02702702702702703, 0.972972972972973, 0.0]),\n",
              " ('tough', [0.9978270703505939, 0.0016372148788404977, 0.0005357147705655563]),\n",
              " ('annoy',\n",
              "  [0.9964708552402315, 0.0035136015100132503, 1.5543249755236153e-05]),\n",
              " ('rag', [0.5329255010318158, 0.46255482423819083, 0.0045196747299933076]),\n",
              " ('rile', [0.9962662611615755, 0.003716238797274266, 1.7500041150238224e-05]),\n",
              " ('chafe', [0.998818721645786, 0.0011335432237458438, 4.773513046816611e-05]),\n",
              " ('devil', [0.9964705416475106, 0.003513915133339477, 1.5543219149921226e-05]),\n",
              " ('get_to',\n",
              "  [0.9982360799856304, 0.0011857850447200553, 0.0005781349696495587]),\n",
              " ('irritate',\n",
              "  [0.9964708658705149, 0.003513590878692413, 1.5543250792706565e-05]),\n",
              " ('nark', [0.9964707914585611, 0.00351366529790847, 1.5543243530416573e-05]),\n",
              " ('nettle',\n",
              "  [0.9964708552402315, 0.0035136015100132503, 1.5543249755236153e-05]),\n",
              " ('get_at',\n",
              "  [0.9964708599724036, 0.0035135933214806244, 1.5546706115775463e-05]),\n",
              " ('bother',\n",
              "  [0.9984677313376599, 0.0009577423825574402, 0.0005745262797827016]),\n",
              " ('rare', [0.5454545454545454, 0.45454545454545453, 0.0]),\n",
              " ('rarified', [0.7270788912579957, 0.27292110874200426, 0.0]),\n",
              " ('rarefied', [0.7271433653504091, 0.27285663464959087, 0.0]),\n",
              " ('uncommon', [0.0, 1.0, 0.0]),\n",
              " ('impatient', [0.0, 1.0, 0.0]),\n",
              " ('raring', [0.0, 1.0, 0.0]),\n",
              " ('shallow', [0.0, 1.0, 0.0]),\n",
              " ('shoal', [0.0, 1.0, 0.0]),\n",
              " ('unreliable', [0.0, 1.0, 0.0]),\n",
              " ('undependable', [0.0, 1.0, 0.0]),\n",
              " ('treacherous', [0.0, 1.0, 0.0]),\n",
              " ('violent', [0.8842105263157894, 0.11578947368421053, 0.0]),\n",
              " ('vehement', [0.0, 1.0, 0.0]),\n",
              " ('trigger-happy', [0.0, 1.0, 0.0]),\n",
              " ('crimson', [0.8405951630882567, 0.15824165172296806, 0.001163185188775263]),\n",
              " ('red', [0.0025412960609911056, 0.9974587039390089, 0.0]),\n",
              " ('fierce',\n",
              "  [0.9996712713034458, 0.00031777107333571966, 1.0957623218473092e-05]),\n",
              " ('tearing', [0.0, 1.0, 0.0]),\n",
              " ('wild',\n",
              "  [0.9999529122020112, 1.3099819896347715e-05, 3.3987978092414764e-05]),\n",
              " ('wicked', [0.03982016698779704, 0.960179833012203, 0.0]),\n",
              " ('prankish', [0.05925925925925926, 0.9407407407407408, 0.0]),\n",
              " ('unholy', [0.929979035639413, 0.06750524109014674, 0.0025157232704402514]),\n",
              " ('puckish', [0.05970149253731343, 0.9402985074626866, 0.0]),\n",
              " ('skanky', [0.0, 1.0, 0.0]),\n",
              " ('distasteful', [0.0, 1.0, 0.0]),\n",
              " ('mischievous', [0.06060606060606061, 0.9393939393939394, 0.0]),\n",
              " ('sinful', [0.0, 1.0, 0.0]),\n",
              " ('yucky', [0.0, 1.0, 0.0]),\n",
              " ('implike', [0.0625, 0.9375, 0.0]),\n",
              " ('foul', [0.9983961769662618, 0.0009715200687498243, 0.0006323029649883176]),\n",
              " ('disgusting', [0.0, 1.0, 0.0]),\n",
              " ('loathly', [0.0, 1.0, 0.0]),\n",
              " ('pixilated',\n",
              "  [0.37261665761822843, 0.6212928617427204, 0.0060904806390512465]),\n",
              " ('terrible',\n",
              "  [0.9856973476608815, 0.010319320094977578, 0.003983332244140923]),\n",
              " ('repellant', [0.0, 1.0, 0.0]),\n",
              " ('disgustful', [0.0, 1.0, 0.0]),\n",
              " ('severe',\n",
              "  [0.9999994387092775, 3.2502090977347644e-07, 2.3626981263975963e-07]),\n",
              " ('revolting', [0.0, 1.0, 0.0]),\n",
              " ('impish', [0.058823529411764705, 0.9411764705882353, 0.0]),\n",
              " ('arch', [0.996591095209648, 0.0028281183231640286, 0.0005807864671880745]),\n",
              " ('repellent', [0.0, 1.0, 0.0]),\n",
              " ('repelling', [0.0, 1.0, 0.0]),\n",
              " ('loathsome',\n",
              "  [0.9984907137185705, 0.0008799711990030361, 0.0006293150824265208]),\n",
              " ('old', [0.0, 0.0, 1.0]),\n",
              " ('honest-to-goodness', [0.0, 0.0, 1.0]),\n",
              " ('honest-to-god', [0.0, 0.0, 1.0]),\n",
              " ('previous', [0.8414934856113604, 0.1565653498727737, 0.001941164515865861]),\n",
              " ('sure-enough', [0.0, 0.0, 1.0]),\n",
              " ('one-time', [0.0, 0.0, 1.0]),\n",
              " ('erstwhile', [0.0, 0.0, 1.0]),\n",
              " ('onetime', [0.0, 0.0, 1.0]),\n",
              " ('older', [0.0, 0.0, 1.0]),\n",
              " ('quondam', [0.0, 0.0, 1.0]),\n",
              " ('sometime', [0.0, 0.0, 1.0]),\n",
              " ('Old', [0.0, 0.0, 1.0]),\n",
              " ('former', [0.841491872379007, 0.15656694953204855, 0.0019411780889444703]),\n",
              " ('personal', [0.0, 0.0, 1.0]),\n",
              " ('neutral', [0.0, 0.0, 1.0]),\n",
              " ('impersonal', [0.0, 0.0, 1.0]),\n",
              " ('electroneutral', [0.0, 0.0, 1.0]),\n",
              " ('inert', [0.0947075208913649, 0.83008356545961, 0.07520891364902507]),\n",
              " ('indifferent', [0.7777777777777778, 0.0, 0.2222222222222222]),\n",
              " ('achromatic', [0.0, 0.0, 1.0]),\n",
              " ('villager', [0.0, 0.0, 1.0]),\n",
              " ('grandiloquent', [0.9, 0.0, 0.1]),\n",
              " ('magniloquent', [1.0, 0.0, 0.0]),\n",
              " ('simple', [0.0, 0.03125, 0.96875]),\n",
              " ('uncomplicated', [0.0, 0.0, 1.0]),\n",
              " ('dewy-eyed', [0.0, 0.0, 1.0]),\n",
              " ('childlike', [0.0, 0.0, 1.0]),\n",
              " ('simple-minded', [0.0, 0.0, 1.0]),\n",
              " ('elementary',\n",
              "  [0.9005847953216374, 0.017543859649122806, 0.08187134502923976]),\n",
              " ('dim-witted', [0.0, 0.0, 1.0]),\n",
              " ('simpleton', [0.0, 0.0, 1.0]),\n",
              " ('unsubdivided', [0.0, 0.0, 1.0]),\n",
              " ('mere', [0.0, 0.25, 0.75]),\n",
              " ('unproblematic', [0.0, 0.0, 1.0]),\n",
              " ('bare', [0.5583412100584864, 0.4373374822659615, 0.004321307675552087]),\n",
              " ('wide-eyed', [0.15789473684210525, 0.0, 0.8421052631578947]),\n",
              " ('round-eyed', [0.0, 0.0, 1.0]),\n",
              " ('indian', [0.0, 0.0, 1.0]),\n",
              " ('Indian', [0.0, 0.0, 1.0]),\n",
              " ('Native_American', [0.0, 0.0, 1.0]),\n",
              " ('Red_Indian', [0.0, 0.0, 1.0]),\n",
              " ('Amerindic', [0.0, 0.0, 1.0]),\n",
              " ('American-Indian_language', [0.0, 0.0, 1.0]),\n",
              " ('Amerind', [0.0, 0.0, 1.0]),\n",
              " ('Amerindian_language', [0.0, 0.0, 1.0]),\n",
              " ('American_Indian', [0.0, 0.0, 1.0]),\n",
              " ('loud', [0.8887442365066449, 0.0, 0.11125576349335503]),\n",
              " ('tawdry', [0.8888406661964954, 0.0, 0.11115933380350458]),\n",
              " ('brassy', [0.9124466011364107, 0.0, 0.08755339886358923]),\n",
              " ('forte',\n",
              "  [0.9996989998586211, 6.710609212558872e-05, 0.00023389404925326556]),\n",
              " ('tatty', [0.8888888888888888, 0.0, 0.1111111111111111]),\n",
              " ('flash', [0.9979049044138757, 0.002075604832016514, 1.949075410779132e-05]),\n",
              " ('gaudy', [0.8889714218695023, 0.0, 0.11102857813049767]),\n",
              " ('meretricious', [0.8890784982935154, 0.0, 0.11092150170648464]),\n",
              " ('trashy', [0.8888888888888888, 0.0, 0.1111111111111111]),\n",
              " ('loudly', [0.0, 0.0, 1.0]),\n",
              " ('tacky', [0.8888888888888888, 0.0, 0.1111111111111111]),\n",
              " ('cheap', [0.9999273170082246, 4.331967577240905e-06, 6.835102419813843e-05]),\n",
              " ('aloud', [0.0, 0.0, 1.0]),\n",
              " ('garish', [0.8888888888888888, 0.0, 0.1111111111111111]),\n",
              " ('flashy', [0.8889794517609713, 0.0, 0.11102054823902878]),\n",
              " ('gimcrack', [0.9338256782125008, 0.02415164618531782, 0.04202267560218138]),\n",
              " ('more', [0.0, 0.0, 1.0]),\n",
              " ('More', [0.0, 0.0, 1.0]),\n",
              " ('more_than', [0.0, 0.0, 1.0]),\n",
              " ('Thomas_More', [0.0, 0.0, 1.0]),\n",
              " ('to_a_greater_extent', [0.0, 0.0, 1.0]),\n",
              " ('Sir_Thomas_More', [0.0, 0.0, 1.0]),\n",
              " ('hungry', [0.0, 0.0, 1.0]),\n",
              " ('athirst', [0.0, 0.0, 1.0]),\n",
              " ('thirsty', [0.0, 0.0, 1.0]),\n",
              " ('used', [0.0, 0.0, 1.0]),\n",
              " ('habituate',\n",
              "  [0.9263711640441061, 0.07242948083130352, 0.0011993551245903622]),\n",
              " ('victimised', [0.0, 0.0, 1.0]),\n",
              " ('use', [0.9263755167523738, 0.07242516268410426, 0.001199320563521921]),\n",
              " ('expend', [0.926373732887653, 0.07242693240322738, 0.0011993347091196326]),\n",
              " ('practice', [0.9271838243098235, 0.0716232533829915, 0.0011929223071849738]),\n",
              " ('utilise', [0.9263711640440963, 0.07242948083129262, 0.0011993551246111474]),\n",
              " ('secondhand', [0.0, 0.0, 1.0]),\n",
              " ('utilize', [0.926371164044097, 0.07242948083129327, 0.0011993551246097286]),\n",
              " ('ill-used', [0.0, 0.0, 1.0]),\n",
              " ('employ', [0.9264516347068741, 0.07234967157331151, 0.0011986937198143583]),\n",
              " ('apply', [0.9263820017799647, 0.07241872927082416, 0.0011992689492112082]),\n",
              " ('exploited', [0.0, 0.0, 1.0]),\n",
              " ('put-upon', [0.0, 0.0, 1.0]),\n",
              " ('victimized', [0.0, 0.0, 1.0]),\n",
              " ('last', [0.9981602378703043, 0.0012525304137235066, 0.0005872317159721635]),\n",
              " ('final_stage', [0.0, 0.0, 1.0]),\n",
              " ('finis', [0.013986013986013986, 0.0, 0.986013986013986]),\n",
              " ('death', [0.9984024446685399, 0.0009701029570107315, 0.0006274523744493577]),\n",
              " ('hold_up',\n",
              "  [0.9981600712397716, 0.0012525152238169889, 0.0005874135364114215]),\n",
              " ('utmost', [0.0, 0.0, 1.0]),\n",
              " ('concluding', [0.0, 0.0, 1.0]),\n",
              " ('in_conclusion', [0.0, 0.0, 1.0]),\n",
              " ('live_on',\n",
              "  [0.9981602390243485, 0.0012525304152064673, 0.0005872305604450049]),\n",
              " (\"shoemaker's_last\", [0.0, 0.0, 1.0]),\n",
              " ('lowest', [0.0, 0.0, 1.0]),\n",
              " ('terminal', [0.0, 0.0, 1.0]),\n",
              " ('survive',\n",
              "  [0.9981603788766307, 0.0012524095195326067, 0.0005872116038367432]),\n",
              " ('conclusion',\n",
              "  [0.9983876562105187, 0.0009873507867836665, 0.0006249930026975945]),\n",
              " ('end', [0.99821645761495, 0.0011633336968210014, 0.0006202086882289143]),\n",
              " ('stopping_point', [0.012048192771084338, 0.0, 0.9879518072289156]),\n",
              " ('finale', [0.013888888888888888, 0.0, 0.9861111111111112]),\n",
              " ('hold_out',\n",
              "  [0.9984021369467189, 0.0009704207089561459, 0.0006274423443249754]),\n",
              " ('final', [0.0, 0.0, 1.0]),\n",
              " ('live', [0.8416014328062739, 0.1564583458254829, 0.0019402213682432902]),\n",
              " ('lastly', [0.0, 0.0, 1.0]),\n",
              " ('finish',\n",
              "  [0.9988108798130012, 0.0007580662523245532, 0.00043105393467428326]),\n",
              " (\"cobbler's_last\", [0.0, 0.0, 1.0]),\n",
              " ('finally', [0.0, 0.0, 1.0]),\n",
              " ('last-place', [0.0, 0.0, 1.0]),\n",
              " ('net', [0.9984113254051282, 0.0009723498586946558, 0.0006163247361771402]),\n",
              " ('go', [0.9983159303729062, 0.0010709781090660197, 0.0006130915180277938]),\n",
              " ('close', [0.998383712701004, 0.000991936232291045, 0.0006243510667049766]),\n",
              " ('foreigner', [0.0, 0.0, 1.0]),\n",
              " ('noncitizen', [0.0, 0.0, 1.0]),\n",
              " ('outlander', [0.0, 0.0, 1.0]),\n",
              " ('alien', [0.9984340447659132, 0.0009602513429966027, 0.0006057038910901466]),\n",
              " ('outsider', [0.0, 0.0, 1.0]),\n",
              " ('black', [0.006896551724137931, 0.3137931034482759, 0.6793103448275862]),\n",
              " ('blacken', [0.0, 0.0, 1.0]),\n",
              " ('inkiness', [0.0, 0.0, 1.0]),\n",
              " ('dim', [0.9191571520703685, 0.07958141472359424, 0.0012614332060372486]),\n",
              " ('disgraceful', [0.0, 0.0, 1.0]),\n",
              " ('Black', [0.0, 0.0, 1.0]),\n",
              " ('lightlessness', [0.0, 0.0, 1.0]),\n",
              " ('pitch-black', [0.0, 0.0, 1.0]),\n",
              " ('blackamoor', [0.0, 0.0, 1.0]),\n",
              " ('Black_person', [0.0, 0.0, 1.0]),\n",
              " ('ignominious', [0.0, 0.0, 1.0]),\n",
              " ('fateful', [0.3076923076923077, 0.0, 0.6923076923076923]),\n",
              " ('nigrify', [0.0, 0.0, 1.0]),\n",
              " ('Shirley_Temple_Black', [0.0, 0.0, 1.0]),\n",
              " ('blackened', [0.0, 0.0, 1.0]),\n",
              " ('inglorious', [0.0, 0.0, 1.0]),\n",
              " ('pitch_blackness', [0.0, 0.0, 1.0]),\n",
              " ('opprobrious', [0.0, 0.0, 1.0]),\n",
              " ('melanise', [0.0, 0.0, 1.0]),\n",
              " ('black-market', [0.0, 0.0, 1.0]),\n",
              " ('Shirley_Temple', [0.0, 0.0, 1.0]),\n",
              " ('shameful', [0.0, 0.0, 1.0]),\n",
              " ('Joseph_Black', [0.0, 0.0, 1.0]),\n",
              " ('calamitous', [0.0, 0.0, 1.0]),\n",
              " ('smutty', [0.398927090953426, 0.5888110913714425, 0.0122618176751315]),\n",
              " ('contraband', [0.0, 0.0, 1.0]),\n",
              " ('Negroid', [0.0, 0.0, 1.0]),\n",
              " ('bootleg', [0.0, 0.0, 1.0]),\n",
              " ('blackness', [0.0, 0.0, 1.0]),\n",
              " ('disastrous', [0.0, 0.0, 1.0]),\n",
              " ('Negro', [0.0, 0.0, 1.0]),\n",
              " ('sinister',\n",
              "  [0.9982854826204107, 0.0009678605374872317, 0.0007466568421020844]),\n",
              " ('mordant', [0.0, 0.7272727272727273, 0.2727272727272727]),\n",
              " ('fatal', [0.0, 0.0, 1.0]),\n",
              " ('pitch-dark', [0.0, 0.0, 1.0]),\n",
              " ('bleak',\n",
              "  [0.999946987666619, 1.3561294585838063e-05, 3.9451038795165274e-05]),\n",
              " ('melanize', [0.0, 0.0, 1.0]),\n",
              " ('smuggled', [0.0, 0.0, 1.0]),\n",
              " ('total_darkness', [0.0, 0.0, 1.0]),\n",
              " ('moderate',\n",
              "  [0.9983997060614483, 0.0009801759469214239, 0.00062011799163023]),\n",
              " ('middle_of_the_roader', [0.0, 0.0, 1.0]),\n",
              " ('lead', [0.9983730011758474, 0.001004178857593517, 0.0006228199665590752]),\n",
              " ('soften', [0.9983955712544461, 0.000984331242225316, 0.0006200975033285696]),\n",
              " ('moderationist', [0.0, 0.0, 1.0]),\n",
              " ('check', [0.5418023996025884, 0.4537361612188466, 0.00446143917856504]),\n",
              " ('control', [0.9147630313933405, 0.08394851138237122, 0.001288457224288332]),\n",
              " ('tame', [0.9994418365285277, 0.0003363599667724418, 0.00022180350469985167]),\n",
              " ('hold_in',\n",
              "  [0.9980537400410251, 0.0013833460129811846, 0.0005629139459937446]),\n",
              " ('restrained', [0.14285714285714285, 0.0, 0.8571428571428571]),\n",
              " ('tone_down',\n",
              "  [0.9747161015285862, 0.02434642842265749, 0.0009374700487562388]),\n",
              " ('temperate', [0.0, 0.0, 1.0]),\n",
              " ('mince', [0.9983997000962543, 0.0009801797886447843, 0.0006201201151008233]),\n",
              " ('chair', [0.9960606983140524, 0.002094312288731655, 0.001844989397215982]),\n",
              " ('curb', [0.7047296871153992, 0.2921918922770105, 0.0030784206075903427]),\n",
              " ('contain',\n",
              "  [0.9985495134243029, 0.0009348864512237951, 0.0005156001244733175]),\n",
              " ('chasten',\n",
              "  [0.9998197114361406, 6.577158870421205e-05, 0.0001145169751551765]),\n",
              " ('centrist', [0.0, 0.0, 1.0]),\n",
              " ('hold', [0.6629308571659259, 0.3336399399427783, 0.003429202891295774]),\n",
              " ('temper',\n",
              "  [0.9976575648212174, 0.0018406211250487521, 0.0005018140537338278]),\n",
              " ('adventure',\n",
              "  [0.9984095262615896, 0.0009881778949706083, 0.0006022958434397704]),\n",
              " ('stake', [0.9983951441629766, 0.001003939320985591, 0.0006009165160377724]),\n",
              " ('jeopardize',\n",
              "  [0.9982867376435751, 0.0009652036083018772, 0.0007480587481230245]),\n",
              " ('take_a_chance',\n",
              "  [0.9984095265545503, 0.0009881778643122763, 0.0006022955811374347]),\n",
              " ('dangerous_undertaking', [0.0, 0.0, 1.0]),\n",
              " ('gamble',\n",
              "  [0.9984095265605794, 0.0009881778643182435, 0.0006022955751024507]),\n",
              " ('risk', [0.9984095245593299, 0.0009881788282778043, 0.0006022966123922975]),\n",
              " ('risky_venture', [0.0, 0.0, 1.0]),\n",
              " ('hazard', [0.99841217594306, 0.000986631588357909, 0.0006011924685821524]),\n",
              " ('chance', [0.9623817194992619, 0.03670479164015374, 0.0009134888605843999]),\n",
              " ('escapade', [0.8886281203328354, 0.0, 0.1113718796671645]),\n",
              " ('venture',\n",
              "  [0.9996994561943789, 0.00023540784946537172, 6.513595615563406e-05]),\n",
              " ('take_chances',\n",
              "  [0.9984095267836529, 0.000988177864539031, 0.0006022953518080409]),\n",
              " ('run_a_risk',\n",
              "  [0.9984095270187846, 0.0009881778647717531, 0.000602295116443663]),\n",
              " ('common', [0.0, 0.0, 1.0]),\n",
              " ('park', [0.0, 0.0, 1.0]),\n",
              " ('vernacular',\n",
              "  [0.9956653876669801, 0.004174486497546229, 0.00016012583547363318]),\n",
              " ('mutual', [0.0, 0.0, 1.0]),\n",
              " ('plebeian', [0.0, 0.0, 1.0]),\n",
              " ('usual', [0.0, 0.0, 1.0]),\n",
              " ('coarse', [0.037037037037037035, 0.2222222222222222, 0.7407407407407407]),\n",
              " ('rough-cut', [0.0, 0.0, 1.0]),\n",
              " ('green', [0.9072096285555987, 0.0905447301104549, 0.002245641333946317]),\n",
              " ('vulgar',\n",
              "  [0.9998816616187951, 2.1263927872756656e-05, 9.707445333214995e-05]),\n",
              " ('uncouth', [0.0, 0.0, 1.0]),\n",
              " ('commons', [0.0, 0.0, 1.0]),\n",
              " ('unwashed', [0.0, 0.0, 1.0]),\n",
              " ('find', [0.9714776397766036, 0.02768931815888806, 0.0008330420645083086]),\n",
              " ('obtain', [0.9618874786199999, 0.03719476376067794, 0.0009177576193221319]),\n",
              " ('retrieve', [0.6684280204561734, 0.32818536169263596, 0.003386617851190617]),\n",
              " ('get_hold',\n",
              "  [0.9618874506731239, 0.037194791120555244, 0.0009177582063209293]),\n",
              " ('feel', [0.9715735987198645, 0.02759641425860062, 0.0008299870215348454]),\n",
              " ('uncovering', [0.0, 0.0, 1.0]),\n",
              " ('line_up', [0.9620824266500416, 0.037001365516825264, 0.000916207833133111]),\n",
              " ('incur', [0.9618874497597535, 0.03719479202391595, 0.0009177582163306034]),\n",
              " ('detect', [0.9695274914023979, 0.02961931151175767, 0.0008531970858443881]),\n",
              " ('witness', [0.9618874506865625, 0.03719479110537603, 0.0009177582080614788]),\n",
              " ('find_oneself',\n",
              "  [0.9618874506736019, 0.03719479112057373, 0.0009177582058243259]),\n",
              " ('come_up', [0.8416114123144567, 0.15644845338597424, 0.0019401342995690322]),\n",
              " ('bump', [0.962828108684134, 0.03626175494302021, 0.0009101363728457729]),\n",
              " ('discover',\n",
              "  [0.9264541958904333, 0.07234661253289336, 0.0011991915766733682]),\n",
              " ('receive',\n",
              "  [0.9619872567540759, 0.037095852599009126, 0.0009168906469149919]),\n",
              " ('rule', [0.8416015067664909, 0.1564582725077534, 0.0019402207257556271]),\n",
              " ('recover', [0.9618910237762379, 0.03719129268657765, 0.0009176835371844111]),\n",
              " ('notice', [0.9095416542575142, 0.0891007414564521, 0.0013576042860337124]),\n",
              " ('breakthrough', [0.0, 0.0, 1.0]),\n",
              " ('see', [0.9576686156087517, 0.041403243326218954, 0.000928141065029382]),\n",
              " ('ascertain',\n",
              "  [0.9618948497027833, 0.03718752725335933, 0.0009176230438574139]),\n",
              " ('determine',\n",
              "  [0.8416015230701799, 0.15645825634649288, 0.0019402205833272824]),\n",
              " ('regain', [0.9618910237781959, 0.03719129268676866, 0.0009176835350354237]),\n",
              " ('happen', [0.9618905967156798, 0.037191675452094335, 0.0009177278322259222]),\n",
              " ('observe', [0.8594691951034307, 0.13874341478712934, 0.0017873901094399233]),\n",
              " ('discovery', [0.0, 0.0, 1.0]),\n",
              " ('encounter',\n",
              "  [0.9629553015011896, 0.03613618196867774, 0.0009085165301326571]),\n",
              " ('find_out', [0.9512694918200069, 0.04774668985689043, 0.00098381832310275]),\n",
              " ('homophile', [0.3191489361702128, 0.6808510638297872, 0.0]),\n",
              " ('jovial', [0.5151515151515151, 0.48484848484848486, 0.0]),\n",
              " ('homo', [0.9976294314782753, 0.0021854195049997023, 0.00018514901672496295]),\n",
              " ('cheery', [1.0, 0.0, 0.0]),\n",
              " ('jocund', [0.5114503816793893, 0.48854961832061067, 0.0]),\n",
              " ('jolly', [0.9662802950474183, 0.03371970495258166, 0.0]),\n",
              " ('mirthful', [0.2110939907550077, 0.7889060092449923, 0.0]),\n",
              " ('sunny', [1.0, 0.0, 0.0]),\n",
              " ('festal', [0.6121212121212121, 0.3878787878787879, 0.0]),\n",
              " ('homosexual', [0.3333333333333333, 0.6666666666666666, 0.0]),\n",
              " ('merry', [0.9708958617553434, 0.02824813417863735, 0.0008560040660193135]),\n",
              " ('festive', [0.6144578313253012, 0.3855421686746988, 0.0]),\n",
              " ('tolerate', [0.6386572979040797, 0.35770027339303195, 0.003642428702888345]),\n",
              " ('prevail',\n",
              "  [0.9957477299212851, 0.004032734522307776, 0.00021953555640709846]),\n",
              " ('wear', [0.9921339683487255, 0.007207593759689142, 0.0006584378915854024]),\n",
              " ('run', [0.9964750634637772, 0.002884982001556295, 0.0006399545346665232]),\n",
              " ('persist',\n",
              "  [0.9979709632081546, 0.0015568417430440703, 0.0004721950488013888]),\n",
              " ('abide', [0.6386621683213836, 0.3576954421957074, 0.0036423894829090767]),\n",
              " ('bear', [0.9964699878765967, 0.002886406521778602, 0.0006436056016247265]),\n",
              " ('digest', [0.9922857220963258, 0.007084105105359173, 0.0006301727983149847]),\n",
              " ('stand', [0.6387194720173841, 0.3576387129710858, 0.003641815011530125]),\n",
              " ('brook', [0.6386572979346894, 0.3577002733479662, 0.0036424287173443767]),\n",
              " ('stomach', [0.6386573048420708, 0.3577002659706253, 0.0036424291873038434]),\n",
              " ('suffer', [0.9328025184062401, 0.06603776431882692, 0.0011597172749329967]),\n",
              " ('stick_out',\n",
              "  [0.6686552137941889, 0.32796352711047894, 0.0033812590953321135]),\n",
              " ('support', [0.8749041177549075, 0.12346776726601266, 0.0016281149790798822]),\n",
              " ('put_up', [0.5504908840205023, 0.44512328727611983, 0.004385828703377872]),\n",
              " ('die_hard',\n",
              "  [0.9983645657769423, 0.0008675896322398186, 0.0007678445908178602]),\n",
              " ('unafraid', [1.0, 0.0, 0.0]),\n",
              " ('conditions', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('weather_condition', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('upwind', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('atmospheric_condition', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('Thomas_Hardy', [1.0, 0.0, 0.0]),\n",
              " ('sturdy', [0.6595744680851063, 0.3404255319148936, 0.0]),\n",
              " ('Oliver_Hardy', [1.0, 0.0, 0.0]),\n",
              " ('stout', [0.7377049180327869, 0.26229508196721313, 0.0]),\n",
              " ('stalwart', [0.7192982456140351, 0.2807017543859649, 0.0]),\n",
              " ('Hardy', [1.0, 0.0, 0.0]),\n",
              " ('insolent', [0.9897419956481194, 0.0, 0.010258004351880633]),\n",
              " ('bald-faced', [0.9887640449438202, 0.0, 0.011235955056179775]),\n",
              " ('bodacious', [0.9887640449438202, 0.0, 0.011235955056179775]),\n",
              " ('brazen', [0.9887640449438202, 0.0, 0.011235955056179775]),\n",
              " ('daring', [0.999795377126259, 0.0001390566628518126, 6.556621088920448e-05]),\n",
              " ('brazen-faced', [0.9887640449438202, 0.0, 0.011235955056179775]),\n",
              " ('venturesome', [1.0, 0.0, 0.0]),\n",
              " ('venturous', [1.0, 0.0, 0.0]),\n",
              " ('barefaced',\n",
              "  [0.9882487064807507, 0.00017539244058581075, 0.01157590107866351]),\n",
              " ('sword_lily',\n",
              "  [0.9999006874634475, 8.2760447127109e-05, 1.6552089425421803e-05]),\n",
              " ('beaming', [1.0, 0.0, 0.0]),\n",
              " ('gladiolus', [1.0, 0.0, 0.0]),\n",
              " ('gladiola', [1.0, 0.0, 0.0]),\n",
              " ('gratify', [0.9538165490699166, 0.046183450930083386, 0.0]),\n",
              " ('indulge', [0.7874741334712881, 0.2115558717020176, 0.0009699948266942576]),\n",
              " ('satisfy',\n",
              "  [0.9984215834092605, 0.0009643727895398693, 0.0006140438011996207]),\n",
              " ('enjoyable', [1.0, 0.0, 0.0]),\n",
              " ('pleasurable', [1.0, 0.0, 0.0]),\n",
              " ('pander', [0.9580011666342602, 0.04199883336573984, 0.0]),\n",
              " ('saintly', [1.0, 0.0, 0.0]),\n",
              " ('sainted', [1.0, 0.0, 0.0]),\n",
              " ('beatific', [1.0, 0.0, 0.0]),\n",
              " ('saintlike', [1.0, 0.0, 0.0]),\n",
              " ('pleasantness', [1.0, 0.0, 0.0]),\n",
              " ('redolence', [1.0, 0.0, 0.0]),\n",
              " ('fragrancy', [1.0, 0.0, 0.0]),\n",
              " ('bouquet', [1.0, 0.0, 0.0]),\n",
              " ('fragrance',\n",
              "  [0.9957416734357977, 0.0040394786158222075, 0.00021884794838007075]),\n",
              " ('seraphical', [1.0, 0.0, 0.0]),\n",
              " ('odorize',\n",
              "  [0.9998693687063789, 7.157879102527223e-05, 5.905250259584959e-05]),\n",
              " ('wind', [0.9981338466297027, 0.0012908944820783444, 0.0005752588882189314]),\n",
              " ('perfume',\n",
              "  [0.9957416734392148, 0.004039478612580683, 0.0002188479482044538]),\n",
              " ('scent', [0.9957401652145721, 0.004040911238188874, 0.0002189235472390065]),\n",
              " ('odourise',\n",
              "  [0.999869368764819, 7.157875900326578e-05, 5.905247617769427e-05]),\n",
              " ('nose', [0.5454268283269049, 0.4501452863692949, 0.004427885303800165]),\n",
              " ('sugar',\n",
              "  [0.9997214894680765, 0.0002585244666072328, 1.9986065316251937e-05]),\n",
              " ('saccharify', [1.0, 0.0, 0.0]),\n",
              " ('aromatise', [1.0, 0.0, 0.0]),\n",
              " ('aromatize', [1.0, 0.0, 0.0]),\n",
              " ('sweeten',\n",
              "  [0.9991379189740822, 0.0008409390112982803, 2.114201461948048e-05]),\n",
              " ('dulcorate',\n",
              "  [0.9991379189740456, 0.0008409390113340644, 2.1142014620380127e-05]),\n",
              " ('dulcify',\n",
              "  [0.9991379189739722, 0.0008409390114056326, 2.114201462217942e-05]),\n",
              " ('edulcorate',\n",
              "  [0.9991379189738254, 0.0008409390115487689, 2.1142014625778e-05]),\n",
              " ('honied', [1.0, 0.0, 0.0]),\n",
              " ('honey', [1.0, 0.0, 0.0]),\n",
              " ('syrupy', [1.0, 0.0, 0.0]),\n",
              " ('comfit', [1.0, 0.0, 0.0]),\n",
              " ('concoction', [1.0, 0.0, 0.0]),\n",
              " ('confect', [1.0, 0.0, 0.0]),\n",
              " ('technical', [1.0, 0.0, 0.0]),\n",
              " ('mature', [0.9264462911407357, 0.07235557730125868, 0.0011981315580055815]),\n",
              " ('advanced', [0.5173589672207274, 0.4779727331942552, 0.004668299585017431]),\n",
              " ('fathom',\n",
              "  [0.9953966244625756, 0.004403556387045195, 0.00019981915037921988]),\n",
              " ('well-grounded', [1.0, 0.0, 0.0]),\n",
              " ('legal', [1.0, 0.0, 0.0]),\n",
              " ('effectual', [1.0, 0.0, 0.0]),\n",
              " ('phone', [0.9964735716301878, 0.003195416170048166, 0.0003310121997639933]),\n",
              " ('reasoned', [1.0, 0.0, 0.0]),\n",
              " ('audio', [1.0, 0.0, 0.0]),\n",
              " ('speech_sound', [1.0, 0.0, 0.0]),\n",
              " ('vocalise',\n",
              "  [0.9977362729654868, 0.0017264469724329195, 0.0005372800620802081]),\n",
              " ('vocalize',\n",
              "  [0.9977362729654868, 0.0017264469724329232, 0.0005372800620802093]),\n",
              " ('auditory_sensation', [1.0, 0.0, 0.0]),\n",
              " ('wakeless', [1.0, 0.0, 0.0]),\n",
              " ('profound',\n",
              "  [0.9996995157246974, 0.00023113712025435557, 6.934715504822654e-05]),\n",
              " ('voice', [0.9977364014053862, 0.001726300675784489, 0.0005372979188293056]),\n",
              " ('heavy', [0.9974921583046931, 0.0017677582506641053, 0.0007400834446428839]),\n",
              " ('strait',\n",
              "  [0.9997463762717821, 0.00013573137931271347, 0.00011789234890519635]),\n",
              " ('erect', [0.5371575616110864, 0.4583413100947409, 0.004501128294172697]),\n",
              " ('vertical',\n",
              "  [0.9648256185325554, 0.009523330223411133, 0.025651051244033402]),\n",
              " ('unsloped', [1.0, 0.0, 0.0]),\n",
              " ('upright_piano', [1.0, 0.0, 0.0]),\n",
              " ('effectively', [1.0, 0.0, 0.0]),\n",
              " ('hardly', [1.0, 0.0, 0.0]),\n",
              " ('equitable', [1.0, 0.0, 0.0]),\n",
              " ('barely', [1.0, 0.0, 0.0]),\n",
              " ('only', [0.6483516483516484, 0.3516483516483517, 0.0]),\n",
              " ('scarce', [1.0, 0.0, 0.0]),\n",
              " ('but', [1.0, 0.0, 0.0]),\n",
              " ('simply', [0.9984021448717394, 0.0009704118177328268, 0.000627443310527743]),\n",
              " ('exactly', [1.0, 0.0, 0.0]),\n",
              " ('scarcely', [1.0, 0.0, 0.0]),\n",
              " ('merely', [1.0, 0.0, 0.0]),\n",
              " ('just_now', [1.0, 0.0, 0.0]),\n",
              " ('precisely', [1.0, 0.0, 0.0]),\n",
              " ('fair', [0.9882337210857066, 0.003208985158443642, 0.008557293755849713]),\n",
              " ('wax', [0.5171282507702991, 0.47820166519611434, 0.004670084033586571]),\n",
              " ('wide-cut', [0.5, 0.0, 0.5]),\n",
              " ('to_the_full', [1.0, 0.0, 0.0]),\n",
              " ('total', [0.998526794500549, 0.0008963159988288483, 0.0005768895006221243]),\n",
              " ('replete',\n",
              "  [0.9984094248192114, 0.0009732440226080701, 0.0006173311581805975]),\n",
              " ('broad', [0.9984022980337318, 0.0009703105235684604, 0.0006273914426996681]),\n",
              " ('wide', [0.99899471364176, 0.0005457704044243716, 0.00045951595381566173]),\n",
              " ('full_phase_of_the_moon', [1.0, 0.0, 0.0]),\n",
              " ('entire', [1.0, 0.0, 0.0]),\n",
              " ('full_moon', [1.0, 0.0, 0.0]),\n",
              " ('full-of-the-moon', [1.0, 0.0, 0.0]),\n",
              " ('fully', [1.0, 0.0, 0.0]),\n",
              " ('computable', [1.0, 0.0, 0.0]),\n",
              " ('uncorrupted', [1.0, 0.0, 0.0]),\n",
              " ('champion', [0.9947207191962493, 0.002366726314462643, 0.00291255448928805]),\n",
              " ('mavin', [0.9963207810891063, 0.0019691594170980443, 0.0017100594937956703]),\n",
              " ('genius',\n",
              "  [0.9994763351210746, 0.00047302193709385234, 5.0642941831594736e-05]),\n",
              " ('whizz', [0.9963287465287103, 0.0019648962240705605, 0.0017063572472191708]),\n",
              " ('star', [0.9983651569583962, 0.0010087404245412376, 0.0006261026170625015]),\n",
              " ('hotshot', [0.9963208900369646, 0.001969101106976742, 0.00171000885605875]),\n",
              " ('sensation',\n",
              "  [0.9963199311431116, 0.001969105439249686, 0.0017109634176387303]),\n",
              " ('whiz', [0.9963274701659005, 0.0019655793478278736, 0.0017069504862715745]),\n",
              " ('virtuoso',\n",
              "  [0.9973447973728489, 0.0014124717655697003, 0.0012427308615814525]),\n",
              " ('superstar',\n",
              "  [0.9963208937563226, 0.001969099116334385, 0.0017100071273430187]),\n",
              " ('maven', [0.9963208990047373, 0.0019690963073236835, 0.0017100046879389883]),\n",
              " ('wiz', [0.9963209173740709, 0.0019690864758493405, 0.0017099961500796905]),\n",
              " ('tidy', [0.9964732851348969, 0.0, 0.0035267148651031564]),\n",
              " ('goodish', [1.0, 0.0, 0.0]),\n",
              " ('sizeable', [1.0, 0.0, 0.0]),\n",
              " ('goodly', [1.0, 0.0, 0.0]),\n",
              " ('sizable', [1.0, 0.0, 0.0]),\n",
              " ('hefty', [1.0, 0.0, 0.0]),\n",
              " ('life-threatening', [0.9776223776223776, 0.022377622377622378, 0.0]),\n",
              " ('dangerous', [0.9776756401838477, 0.02232435981615233, 0.0]),\n",
              " ('sober', [0.964824120603015, 0.035175879396984924, 0.0]),\n",
              " ('grave',\n",
              "  [0.999753529286736, 0.00024317667551664027, 3.2940377474161036e-06]),\n",
              " ('grievous', [0.9861426176151494, 0.013857382384850576, 0.0]),\n",
              " ('unplayful', [0.75, 0.25, 0.0]),\n",
              " ('veracious', [1.0, 0.0, 0.0]),\n",
              " ('compensate',\n",
              "  [0.9988407305163869, 0.0007198995995907538, 0.0004393698840223583]),\n",
              " ('redress',\n",
              "  [0.9997716376058602, 0.00012568725620196845, 0.00010267513793789535]),\n",
              " ('powerful', [1.0, 0.0, 0.0]),\n",
              " ('decently', [1.0, 0.0, 0.0]),\n",
              " ('right_hand', [1.0, 0.0, 0.0]),\n",
              " ('right_field', [1.0, 0.0, 0.0]),\n",
              " ('right_wing', [1.0, 0.0, 0.0]),\n",
              " ('mightily', [1.0, 0.0, 0.0]),\n",
              " ('proper', [1.0, 0.0, 0.0]),\n",
              " ('justly', [1.0, 0.0, 0.0]),\n",
              " ('in_good_order', [1.0, 0.0, 0.0]),\n",
              " ('correctly', [1.0, 0.0, 0.0]),\n",
              " ('properly', [1.0, 0.0, 0.0]),\n",
              " ('mighty', [1.0, 0.0, 0.0]),\n",
              " ('right_on', [1.0, 0.0, 0.0]),\n",
              " ('flop', [0.9983012723534911, 0.0010737560209770733, 0.0006249716255317898]),\n",
              " ('correct', [0.9350884863611608, 0.06376181818543848, 0.0011496954534006717]),\n",
              " ('decent', [1.0, 0.0, 0.0]),\n",
              " ('rectify',\n",
              "  [0.9972325274725274, 0.002155604395604396, 0.0006118681318681319]),\n",
              " ('rightfield', [1.0, 0.0, 0.0]),\n",
              " ('right-hand', [1.0, 0.0, 0.0]),\n",
              " ('aright', [1.0, 0.0, 0.0]),\n",
              " ('rightfulness', [1.0, 0.0, 0.0]),\n",
              " ('the_right_way', [1.0, 0.0, 0.0]),\n",
              " ('exhaustively', [1.0, 0.0, 0.0]),\n",
              " ('ethical', [1.0, 0.0, 0.0]),\n",
              " ('honourable', [1.0, 0.0, 0.0]),\n",
              " ('steady-going', [1.0, 0.0, 0.0]),\n",
              " ('rock-steady', [1.0, 0.0, 0.0]),\n",
              " ('true', [0.999822922951895, 9.418516390407496e-05, 8.289188420089233e-05]),\n",
              " ('reliable', [1.0, 0.0, 0.0]),\n",
              " ('stop_up', [1.0, 0.0, 0.0]),\n",
              " ('guarantee', [0.5391205443088852, 0.45639660637384893, 0.00448284931726582]),\n",
              " ('fasten', [0.9362573725436801, 0.0625969633240628, 0.0011456641322571263]),\n",
              " ('batten_down', [1.0, 0.0, 0.0]),\n",
              " ('insure',\n",
              "  [0.9989627590307246, 0.0005575227757623271, 0.00047971819351308405]),\n",
              " ('procure', [1.0, 0.0, 0.0]),\n",
              " ('assure',\n",
              "  [0.999961455394403, 1.2060237185686088e-05, 2.648436841139776e-05]),\n",
              " ('plug', [0.9331911310489016, 0.06610729770406641, 0.0007015712470319574]),\n",
              " ('untroubled', [1.0, 0.0, 0.0]),\n",
              " ('batten', [1.0, 0.0, 0.0]),\n",
              " ('fix', [0.8416015233911917, 0.15645825602820101, 0.0019402205806073132]),\n",
              " ('ensure', [0.9783960720130933, 0.007855973813420621, 0.013747954173486088]),\n",
              " ('condom', [1.0, 0.0, 0.0]),\n",
              " ('safety', [0.9649158531021038, 0.009502584929352806, 0.02558156196854343]),\n",
              " ('rubber',\n",
              "  [0.9999997549587849, 2.4403777029325664e-07, 1.0034447791663514e-09]),\n",
              " ('prophylactic',\n",
              "  [0.9689102214464929, 0.017672084651467218, 0.013417693902039925]),\n",
              " ('considerably',\n",
              "  [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('easily', [0.9569838714775287, 0.042184601751821454, 0.000831526770649802]),\n",
              " ('comfortably',\n",
              "  [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('advantageously',\n",
              "  [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('intimately',\n",
              "  [0.956983871477474, 0.04218460175187453, 0.0008315267706514753]),\n",
              " ('fountainhead',\n",
              "  [0.9997808386401141, 0.0001175198923920833, 0.00010164146749380317]),\n",
              " ('wellspring', [1.0, 0.0, 0.0]),\n",
              " ('swell', [0.998402144819244, 0.0009704118265128898, 0.000627443354243038]),\n",
              " ('substantially',\n",
              "  [0.9569838714775287, 0.04218460175182146, 0.000831526770649802]),\n",
              " ('nice', [0.42354533152909335, 0.5290933694181326, 0.04736129905277402]),\n",
              " ('approximate',\n",
              "  [0.9975645931266707, 0.002262300015259077, 0.0001731068580701995]),\n",
              " ('cheeseparing', [0.04081632653061224, 0.0, 0.9591836734693877]),\n",
              " ('nearly', [0.39580602883355176, 0.5384010484927916, 0.06579292267365662]),\n",
              " ('about', [0.9941647088082615, 0.005499082622680147, 0.00033620856905833393]),\n",
              " ('skinny', [0.04081632653061224, 0.0, 0.9591836734693877]),\n",
              " ('go_up', [0.5277974615950002, 0.46762416755365294, 0.004578370851346917]),\n",
              " ('virtually', [0.34035087719298246, 0.0, 0.6596491228070176]),\n",
              " ('draw_close',\n",
              "  [0.5181290917883382, 0.47720884417542553, 0.004662064036236198]),\n",
              " ('nigh', [0.3333333333333333, 0.0, 0.6666666666666666]),\n",
              " ('draw_near', [0.32038834951456313, 0.0, 0.6796116504854369]),\n",
              " ('come_on',\n",
              "  [0.9953682994352959, 0.004040438683232652, 0.0005912618814714331]),\n",
              " ('come_near', [0.32075471698113206, 0.0, 0.6792452830188679]),\n",
              " ('well-nigh', [0.3472222222222222, 0.0, 0.6527777777777778]),\n",
              " ('penny-pinching', [0.04081632653061224, 0.0, 0.9591836734693877]),\n",
              " ('most', [0.3472222222222222, 0.0, 0.6527777777777778]),\n",
              " ('almost', [0.3472222222222222, 0.0, 0.6527777777777778]),\n",
              " ('approach', [0.5173630630266995, 0.4779686750469352, 0.004668261926365264]),\n",
              " ('rehearse', [0.9999445690614064, 0.0, 5.543093859360623e-05]),\n",
              " ('drill', [0.9961127509013058, 0.003687538909506092, 0.00019971018918810488]),\n",
              " ('do', [0.9429980537535709, 0.05591737045044681, 0.001084575795982228]),\n",
              " ('practise',\n",
              "  [0.9623772057546519, 0.036708451169229675, 0.0009143430761184336]),\n",
              " ('practised', [1.0, 0.0, 0.0]),\n",
              " ('commit',\n",
              "  [0.9983756432765735, 0.0010179974474963899, 0.0006063592759301814]),\n",
              " ('exercise',\n",
              "  [0.9624058495876385, 0.036680087239053874, 0.0009140631733075907]),\n",
              " ('efficacious', [1.0, 0.0, 0.0]),\n",
              " ('efficient', [1.0, 0.0, 0.0]),\n",
              " ('costly', [1.0, 0.0, 0.0]),\n",
              " ('dearest', [1.0, 0.0, 0.0]),\n",
              " ('pricey', [1.0, 0.0, 0.0]),\n",
              " ('high-priced', [1.0, 0.0, 0.0]),\n",
              " ('beloved', [1.0, 0.0, 0.0]),\n",
              " ('devout', [1.0, 0.0, 0.0]),\n",
              " ('pricy', [1.0, 0.0, 0.0]),\n",
              " ('affectionately', [1.0, 0.0, 0.0]),\n",
              " ('heartfelt', [1.0, 0.0, 0.0]),\n",
              " ('darling', [1.0, 0.0, 0.0]),\n",
              " ('lamb', [1.0, 0.0, 0.0]),\n",
              " ('dearly', [1.0, 0.0, 0.0]),\n",
              " ('meek', [0.007594936708860759, 0.9029535864978903, 0.08945147679324894]),\n",
              " ('modest', [0.9981249874654303, 0.001120457567899194, 0.0007545549666705271]),\n",
              " ('get_over',\n",
              "  [0.9978080652795561, 0.00165718908634283, 0.0005347456341010624]),\n",
              " ('subordinate',\n",
              "  [0.9763222353261363, 0.011067767395445885, 0.012609997278417854]),\n",
              " ('suppress',\n",
              "  [0.6971489321430958, 0.29970827811493955, 0.0031427897419646187]),\n",
              " ('master',\n",
              "  [0.9997769530548963, 0.00011979557202101442, 0.00010325137308266027]),\n",
              " ('inhibit', [0.7047296866395089, 0.2921918927486393, 0.003078420611851796]),\n",
              " ('quiet', [0.970957583861766, 0.02861766277660123, 0.00042475336163276913]),\n",
              " ('reduce', [0.9727601458144357, 0.02640467955878645, 0.0008351746267777994]),\n",
              " ('low-key', [1.0, 0.0, 0.0]),\n",
              " ('muted', [0.8368794326241135, 0.014184397163120567, 0.14893617021276595]),\n",
              " ('crucify', [0.9982345837608992, 0.00115792200704452, 0.0006074942320562809]),\n",
              " ('quash', [0.5391880011834815, 0.4563279831018544, 0.004484015714664118]),\n",
              " ('low-keyed', [1.0, 0.0, 0.0]),\n",
              " ('hushed', [0.6666666666666666, 0.0, 0.3333333333333333]),\n",
              " ('stamp_down',\n",
              "  [0.7047296866394588, 0.29219189274869123, 0.003078420611850006]),\n",
              " ('keep_down',\n",
              "  [0.9984541643153388, 0.000971811691885264, 0.0005740239927758895]),\n",
              " ('surmount',\n",
              "  [0.9991041869331476, 0.0007387335513071344, 0.00015707951554520108]),\n",
              " ('overcome',\n",
              "  [0.9999846820848092, 1.081982271916323e-05, 4.498092471675871e-06]),\n",
              " ('mortify',\n",
              "  [0.9985076843574435, 0.0008706722697552534, 0.0006216433728012512]),\n",
              " ('conquer', [0.7047296866397041, 0.29219189274843915, 0.003078420611856688]),\n",
              " ('subjugate',\n",
              "  [0.9998408424874574, 0.00010004186502680154, 5.9115647515837273e-05]),\n",
              " ('subdue', [0.7047297174638171, 0.2921918621832533, 0.0030784203529295572]),\n",
              " ('repress',\n",
              "  [0.9979593511660402, 0.0014414404898211856, 0.0005992083441385976]),\n",
              " ('docile', [1.0, 0.0, 0.0]),\n",
              " ('placate', [0.7686746987951807, 0.0, 0.23132530120481928]),\n",
              " ('ennoble', [1.0, 0.0, 0.0]),\n",
              " ('aristocratical',\n",
              "  [0.004672897196261682, 0.9135514018691588, 0.08177570093457943]),\n",
              " ('lenify', [0.7681159420289855, 0.0, 0.2318840579710145]),\n",
              " ('entitle', [1.0, 0.0, 0.0]),\n",
              " ('mollify',\n",
              "  [0.9976575421617685, 0.001840639470403524, 0.0005018183678279775]),\n",
              " ('pacify', [0.7692307692307693, 0.0, 0.23076923076923078]),\n",
              " ('gruntle', [0.7692307692307693, 0.0, 0.23076923076923078]),\n",
              " ('aristocratic',\n",
              "  [0.004672897196261682, 0.9135514018691588, 0.08177570093457943]),\n",
              " ('patrician',\n",
              "  [0.004672897196261682, 0.9135514018691588, 0.08177570093457943]),\n",
              " ('conciliate',\n",
              "  [0.6611705593548389, 0.3353842182013968, 0.003445222443764311]),\n",
              " ('assuage',\n",
              "  [0.9837402858808626, 0.015519113631706547, 0.0007406004874308652]),\n",
              " ('blue-blooded',\n",
              "  [0.004672897196261682, 0.9135514018691588, 0.08177570093457943]),\n",
              " ('appease', [0.5391420656522583, 0.45637348862053445, 0.004484445727207222]),\n",
              " ('cracked', [0.9966329976709033, 0.0033670023290967343, 0.0]),\n",
              " ('round_the_bend', [0.9966329959410585, 0.0033670040589414774, 0.0]),\n",
              " ('fruity', [0.9966329952491201, 0.0033670047508798724, 0.0]),\n",
              " ('crackers', [0.9966329938652425, 0.0033670061347575156, 0.0]),\n",
              " ('loopy', [0.9966329910974838, 0.0033670089025162144, 0.0]),\n",
              " ('dotty',\n",
              "  [0.9991113382275009, 0.0007335648693215643, 0.00015509690317758705]),\n",
              " ('bats', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('bonkers', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('haywire', [0.9965806368651141, 0.003419363134885926, 0.0]),\n",
              " ('loony',\n",
              "  [0.9994162215767034, 0.0004096020285366554, 0.00017417639475999217]),\n",
              " ('around_the_bend', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('wacky', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('nutty', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('barmy', [0.9949592290585619, 0.004905130672050218, 0.00013564026938788385]),\n",
              " ('nuts', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('kooky', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('loco', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('buggy', [0.9966329966329966, 0.003367003367003367, 0.0]),\n",
              " ('kookie', [0.9966329966329966, 0.003367003367003367, 0.0])]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XonY1b8fEFX2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4f34a8e6-4929-44cc-e8c2-f9de38d16aaf"
      },
      "source": [
        "final_seed_list[\"down\"]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.029538296923618132, 0.9655893339392385, 0.004872369137143364]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SdpMuN6hNnxf",
        "outputId": "b01a7570-a24c-4691-e617-fd2485c9cf43"
      },
      "source": [
        "final_seed_list[\"parallel\"]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.9966401425173124, 0.003261941167218461, 9.791631546913002e-05]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ocYYB2kLJHXP",
        "outputId": "6573b1e0-aab3-42b4-8cac-c1a4e349c2a9"
      },
      "source": [
        "final_seed_list[\"come_near\"]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.32075471698113206, 0.0, 0.6792452830188679]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kyV7c2Pl-4Fv"
      },
      "source": [
        "## Validation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hkANXrEV0hzF",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ee1a1eb2-375c-4c1b-c1cf-50aee78aee7f"
      },
      "source": [
        "nltk.download('sentiwordnet')\n",
        "from nltk.corpus import sentiwordnet as swn\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package sentiwordnet to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/sentiwordnet.zip.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QwlSZvVX_jcP",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f19a415b-88d9-43a7-d196-ca266abf0382"
      },
      "source": [
        "confusion_matrix = [[0, 0], [0, 0]]\n",
        "\n",
        "for word in final_seed_list :\n",
        "  maximum_polarity_index_predicted = np.argmax(final_seed_list[word][0:2])\n",
        "  try :\n",
        "    maximum_polarity_index_actual = np.argmax([swn.senti_synset(word + '.a.01').pos_score(), swn.senti_synset(word + '.a.01').neg_score()])\n",
        "    confusion_matrix[maximum_polarity_index_actual][maximum_polarity_index_predicted] += 1\n",
        "\n",
        "  except :\n",
        "    try :\n",
        "      maximum_polarity_index_actual = np.argmax([swn.senti_synset(word + '.r.01').pos_score(), swn.senti_synset(word + '.r.01').neg_score()])\n",
        "      confusion_matrix[maximum_polarity_index_actual][maximum_polarity_index_predicted] += 1\n",
        "    except :\n",
        "      try :\n",
        "        maximum_polarity_index_actual = np.argmax([swn.senti_synset(word + '.n.01').pos_score(), swn.senti_synset(word + '.n.01').neg_score()])\n",
        "        confusion_matrix[maximum_polarity_index_actual][maximum_polarity_index_predicted] += 1\n",
        "      except :\n",
        "        continue\n",
        "confusion_matrix"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[18614, 682], [4199, 363]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xqb6gvBUHZDY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a173c002-a8df-44ca-c9c2-fdcd3b221939"
      },
      "source": [
        "accuracy = (confusion_matrix[0][0] + confusion_matrix[1][1]) / np.sum(confusion_matrix)\n",
        "print(accuracy)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.7954145360046945\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MR_7a0CQH0LO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cc78cfa3-2c8c-4bcf-ca91-0cbac4170e2f"
      },
      "source": [
        "np.sum(confusion_matrix)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "23858"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VM-VqGH30Ip2"
      },
      "source": [
        "# Hindi Corpus Traversal"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mws0KJLu0LWW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fd0180a4-5ce9-4125-e890-5cd55fad1275"
      },
      "source": [
        "! pip install pyiwn"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting pyiwn\n",
            "  Downloading https://files.pythonhosted.org/packages/f1/80/55d7412ed602071de200b74d75f7cba8c9b4fe6a2f3df33c6d5cd0e6cb83/pyiwn-0.0.5-py3-none-any.whl\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from pyiwn) (1.1.4)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from pyiwn) (2.23.0)\n",
            "Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.6/dist-packages (from pandas->pyiwn) (1.18.5)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->pyiwn) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas->pyiwn) (2.8.1)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->pyiwn) (2020.11.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->pyiwn) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->pyiwn) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->pyiwn) (2.10)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas->pyiwn) (1.15.0)\n",
            "Installing collected packages: pyiwn\n",
            "Successfully installed pyiwn-0.0.5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xZCGcqnQ0YNz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3b60120b-f9b3-4524-cc21-5c37e64e2abf"
      },
      "source": [
        "import pyiwn"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-11-30:07:59:18,131 INFO     [helpers.py:20] Downloading IndoWordNet data of size ~31 MB...\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "[██████████████████████████████████████████████████]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2020-11-30:07:59:19,502 INFO     [helpers.py:43] Extracting /root/iwn_data.tar.gz into /root...\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2020-11-30:07:59:20,575 INFO     [helpers.py:48] Removing temporary zip file from /root/iwn_data.tar.gz\n",
            "2020-11-30:07:59:20,582 INFO     [helpers.py:51] IndoWordNet data successfully downloaded at /root/iwn_data\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "z8PToGIkk9N5"
      },
      "source": [
        "## Algorithm"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-iCaXUkD0ax1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8ff0b101-8dcb-4449-f874-8a204ede83aa"
      },
      "source": [
        "# Initially each entry of the seed list will be `(\"word\", category)`.\n",
        "# Category is 0 -> Positive, 1 -> Negative, 2 -> Objective\n",
        "initial_seed_list = [\n",
        "                     (\"बहादुर\",0),(\"उपयोगी\",0),(\"प्रसन्न\",0),(\"अच्छा\",0),(\"मुलायम\",0),(\"ईमानदार\",0),(\"अद्भुत\",0),(\"प्रतिभाशाली\",0),(\"बुद्धिमान\",0),(\"प्यार\",0),(\"दयालु\",0),(\"बलवान\",0),(\"ताज़ा\",0),(\"आकर्षक\",0),(\"गजब\",0),(\"उत्तम\",0),\n",
        "                     (\"पुराना\",2),(\"निजी\",2),(\"तटस्थ\",2),(\"गाँव\",2),(\"लंबा\",2),(\"सरल\",2),(\"भारतीय\",2),(\"अधिक\",2),(\"पिछला\",2),(\"विदेशी\",2),(\"काली\",2),(\"उदारवादी\",2),(\"साहसिक\",2),(\"सामान्य\",2),(\"खोज\",2),\n",
        "                     (\"धोखा\",1),(\"दोष\",1),(\"उल्लू\",1),(\"अजीब\",1),(\"शोर\",1),(\"दुखी\",1),(\"निष्प्राण\",1),(\"उदास\",1),(\"मायावी\",1),(\"परेशान\",1),(\"दुर्लभ\",1),(\"बेताब\",1),(\"उथला\",1),(\"अविश्वसनीय\",1),(\"हिंसा\",1),(\"शैतान\",1)\n",
        "                     ]\n",
        "temporary_seed_list = initial_seed_list.copy()\n",
        "final_seed_list = {}\n",
        "\n",
        "wordnet = pyiwn.IndoWordNet()\n",
        "\n",
        "#i=0\n",
        "while temporary_seed_list :\n",
        "  word, polarity = temporary_seed_list.pop(0)\n",
        "\n",
        "  if word not in final_seed_list :\n",
        "    final_seed_list[word] = [0, 0, 0]\n",
        "    final_seed_list[word][polarity] += 1\n",
        "\n",
        "  # Get the synonyms from the wordnet for word\n",
        "  synonym_set = []\n",
        "  for w in wordnet.synsets(word) :#, pos=pyiwn.PosTag.ADJECTIVE) :\n",
        "    synonym_set += w.lemma_names()[:10]\n",
        "  synonym_set = list(set(synonym_set))\n",
        "\n",
        "  #print(word, i)\n",
        "  #i += 1\n",
        "  for synonym in synonym_set :\n",
        "    if synonym != word :\n",
        "      if synonym not in final_seed_list :\n",
        "        temporary_seed_list.append((synonym, polarity))\n",
        "        final_seed_list[synonym] = [0, 0, 0]\n",
        "      final_seed_list[synonym] = [(final_seed_list[word][0] + final_seed_list[synonym][0]), (final_seed_list[word][1] + final_seed_list[synonym][1]), (final_seed_list[word][2] + final_seed_list[synonym][2])]\n",
        "\n",
        "for word in final_seed_list.keys() :\n",
        "  total = sum(final_seed_list[word])\n",
        "  final_seed_list[word] = [final_seed_list[word][i] / total for i in range(3)]\n",
        "\n",
        "print(\"Total number of entries in the newely formed hindi senti-wordnet : \", len(final_seed_list.keys()))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-11-30:08:03:17,582 INFO     [iwn.py:43] Loading hindi language synsets...\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Total number of entries in the newely formed hindi senti-wordnet :  36268\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O3lV48VvOm2R"
      },
      "source": [
        "### Manual Validation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TqMQRge3OmJ8",
        "outputId": "00b062f2-19ea-4be3-a14f-62da40f3f995"
      },
      "source": [
        "list(final_seed_list.items())[:1000]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('बहादुर',\n",
              "  [0.9986929075005381, 4.101594496676692e-06, 0.0013029909049652004]),\n",
              " ('शूरवीर',\n",
              "  [0.9986929075005381, 4.101594496676692e-06, 0.0013029909049652004]),\n",
              " ('वीर', [0.9986929074994232, 4.101594496356684e-06, 0.0013029909060805103]),\n",
              " ('नरवीर', [0.9986929074594298, 4.101598973241072e-06, 0.0013029909415969445]),\n",
              " ('शूरमा', [0.9986929074994232, 4.101594496356684e-06, 0.0013029909060805103]),\n",
              " ('दिलचला', [0.9989141407407196, 0.0, 0.0010858592592803554]),\n",
              " ('हिम्मती', [0.998876697914993, 0.0, 0.0011233020850069536]),\n",
              " ('हृदयी', [0.9988801810008677, 0.0, 0.0011198189991322874]),\n",
              " ('दिलावर',\n",
              "  [0.9986929074594298, 4.101598973241072e-06, 0.0013029909415969445]),\n",
              " ('नर व्याघ्र',\n",
              "  [0.9986929074594298, 4.101598973241072e-06, 0.0013029909415969445]),\n",
              " ('दिलेर', [0.9988766971618844, 0.0, 0.001123302838115592]),\n",
              " ('सूरमा', [0.9986929074994232, 4.101594496356684e-06, 0.0013029909060805103]),\n",
              " ('शूर', [0.9986929075005381, 4.101594496676692e-06, 0.0013029909049652004]),\n",
              " ('लड़ाका', [0.998692907757081, 4.1015665583896655e-06, 0.001302990676360626]),\n",
              " ('बलवान', [0.9986929074594388, 4.101598973304685e-06, 0.0013029909415878268]),\n",
              " ('जुझारू',\n",
              "  [0.9986929077570956, 4.101566558380334e-06, 0.0013029906763460104]),\n",
              " ('साहसी', [0.9988766963753032, 0.0, 0.0011233036246968036]),\n",
              " ('दिलवाला', [0.9987829125863588, 0.0, 0.0012170874136411868]),\n",
              " ('हृदयिक', [0.9988801748136885, 0.0, 0.0011198251863115169]),\n",
              " ('धौंताल',\n",
              "  [0.9987943586801482, 1.5865510112868573e-05, 0.0011897758097389177]),\n",
              " ('योद्धा', [0.9986929077490085, 4.1015665560714e-06, 0.0013029906844353389]),\n",
              " ('जुझार', [0.9986929077570956, 4.101566558380334e-06, 0.0013029906763460104]),\n",
              " ('उपयोगी', [1.0, 0.0, 0.0]),\n",
              " ('फायदेमंद', [1.0, 0.0, 0.0]),\n",
              " ('फ़ायदामंद', [1.0, 0.0, 0.0]),\n",
              " ('फायदामंद', [1.0, 0.0, 0.0]),\n",
              " ('लाभजनक', [1.0, 0.0, 0.0]),\n",
              " ('अर्थकर', [1.0, 0.0, 0.0]),\n",
              " ('लाभकारी', [1.0, 0.0, 0.0]),\n",
              " ('सार्थक', [1.0, 0.0, 0.0]),\n",
              " ('उपादेय', [1.0, 0.0, 0.0]),\n",
              " ('लाभदायक', [1.0, 0.0, 0.0]),\n",
              " ('सकारथ', [1.0, 0.0, 0.0]),\n",
              " ('लाभप्रद', [1.0, 0.0, 0.0]),\n",
              " ('फ़ायदेमंद', [1.0, 0.0, 0.0]),\n",
              " ('लाभकर', [1.0, 0.0, 0.0]),\n",
              " ('गुणकारी', [1.0, 0.0, 0.0]),\n",
              " ('प्रसन्न',\n",
              "  [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756122]),\n",
              " ('खुश', [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756122]),\n",
              " ('आमुदित',\n",
              "  [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756122]),\n",
              " ('आनंदित',\n",
              "  [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756122]),\n",
              " ('मुदित', [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756122]),\n",
              " ('हर्षित',\n",
              "  [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756122]),\n",
              " ('पुलकित', [0.9986892176830389, 3.989974085534297e-06, 0.001306792342875612]),\n",
              " ('ख़ुश', [0.9986892176830389, 3.989974085534298e-06, 0.0013067923428756124]),\n",
              " ('विह्वल',\n",
              "  [0.9986892176830385, 3.9899740859405986e-06, 0.0013067923428755448]),\n",
              " ('आह्लादित',\n",
              "  [0.9986892176830389, 3.9899740855343e-06, 0.0013067923428756129]),\n",
              " ('अच्छा', [0.9954502061970721, 1.0517958504574555e-05, 0.004539275844423239]),\n",
              " ('मांगलिक', [1.0, 0.0, 0.0]),\n",
              " ('तंदुरुस्त',\n",
              "  [0.9954502061946545, 1.0517958510236547e-05, 0.004539275846835279]),\n",
              " ('सुहाना', [0.9999583612190274, 0.0, 4.163878097263855e-05]),\n",
              " ('सेहतमंद',\n",
              "  [0.9954502061946545, 1.0517958510236549e-05, 0.00453927584683528]),\n",
              " ('अच्छी तरह', [0.9864051200896834, 0.0, 0.013594879910316618]),\n",
              " ('चुनिन्दा',\n",
              "  [0.9995892390680168, 0.00013533436111674637, 0.0002754265708665034]),\n",
              " ('अपीच', [0.9999583610745445, 0.0, 4.163892545547997e-05]),\n",
              " ('ठीक-ठाक', [1.0, 0.0, 0.0]),\n",
              " ('धुर', [0.9885204259330637, 0.0, 0.011479574066936319]),\n",
              " ('शानदार', [1.0, 0.0, 0.0]),\n",
              " ('निरोगी',\n",
              "  [0.9954502061946545, 1.0517958510236554e-05, 0.004539275846835281]),\n",
              " ('लज़ीज़', [1.0, 0.0, 0.0]),\n",
              " ('पुण्य', [1.0, 0.0, 0.0]),\n",
              " ('स्वस्थ',\n",
              "  [0.9954502061946545, 1.0517958510236564e-05, 0.004539275846835286]),\n",
              " ('लतीफ़', [0.5559157212317666, 0.44408427876823336, 0.0]),\n",
              " ('रोगमुक्त',\n",
              "  [0.9954502061946545, 1.0517958510236583e-05, 0.004539275846835294]),\n",
              " ('भला', [1.0, 0.0, 0.0]),\n",
              " ('सुन्दर',\n",
              "  [0.998692906397443, 4.1016977220879526e-06, 0.0013029919048348877]),\n",
              " ('प्यारा',\n",
              "  [0.9971295472352292, 0.00042485396085922936, 0.002445598803911631]),\n",
              " ('सुहावन', [0.9999583607855759, 0.0, 4.163921442417087e-05]),\n",
              " ('अच्छी तरह से', [1.0, 0.0, 0.0]),\n",
              " ('खालिस', [0.99744, 0.0, 0.00256]),\n",
              " ('स्वादिष्ट', [1.0, 0.0, 0.0]),\n",
              " ('रोगहीन',\n",
              "  [0.9954502061946544, 1.0517958510236622e-05, 0.004539275846835311]),\n",
              " ('शुद्ध', [0.9986929065840942, 4.101697712852172e-06, 0.001302991718192999]),\n",
              " ('त्रुटिरहित', [0.9958887213923531, 0.0, 0.004111278607646978]),\n",
              " ('ठीकठाक', [1.0, 0.0, 0.0]),\n",
              " ('भला-चंगा',\n",
              "  [0.9954502061946544, 1.05179585102367e-05, 0.004539275846835345]),\n",
              " ('शुभ', [1.0, 0.0, 0.0]),\n",
              " ('ठीक ठाक', [1.0, 0.0, 0.0]),\n",
              " ('खैर', [0.9999176143886802, 0.0, 8.23856113198259e-05]),\n",
              " ('खरा', [0.9986915269132915, 4.110334600765052e-06, 0.001304362752107663]),\n",
              " ('चुनिंदा',\n",
              "  [0.9995892390408732, 0.00013533437005980816, 0.00027542658906703143]),\n",
              " ('मजेदार', [1.0, 0.0, 0.0]),\n",
              " ('खोटहीन', [0.997435568662649, 0.0, 0.0025644313373509426]),\n",
              " ('निरोग', [0.9954502061946543, 1.0517958510236855e-05, 0.004539275846835412]),\n",
              " ('मज़ेदार', [1.0, 0.0, 0.0]),\n",
              " ('सुंदर', [0.998692906397443, 4.1016977220879526e-06, 0.0013029919048348877]),\n",
              " ('दुरुस्त', [1.0, 0.0, 0.0]),\n",
              " ('सुहेला', [0.9999583597922154, 0.0, 4.164020778463685e-05]),\n",
              " ('टनाटन', [1.0, 0.0, 0.0]),\n",
              " ('व्याधिहीन',\n",
              "  [0.9954502061946542, 1.0517958510237169e-05, 0.004539275846835547]),\n",
              " ('लज्जतदार', [1.0, 0.0, 0.0]),\n",
              " ('ख़ैर', [0.9999176130063532, 0.0, 8.238699364684178e-05]),\n",
              " ('लज़्ज़तदार', [1.0, 0.0, 0.0]),\n",
              " ('लजीज', [1.0, 0.0, 0.0]),\n",
              " ('फिट', [1.0, 0.0, 0.0]),\n",
              " ('ठीक', [0.9986929077570579, 4.10156655856025e-06, 0.0013029906763835208]),\n",
              " ('सुचारु रूप से', [1.0, 0.0, 0.0]),\n",
              " ('अस्तु', [1.0, 0.0, 0.0]),\n",
              " ('ज़ायकेदार', [1.0, 0.0, 0.0]),\n",
              " ('सुहेलरा', [0.9999583584736819, 0.0, 4.1641526318095284e-05]),\n",
              " ('विशुद्ध',\n",
              "  [0.9986915269133185, 4.110334600766514e-06, 0.001304362752080732]),\n",
              " ('बढ़िया',\n",
              "  [0.9986915269133185, 4.110334600766523e-06, 0.0013043627520807346]),\n",
              " ('सुहावना', [0.9999583558363645, 0.0, 4.1644163635535484e-05]),\n",
              " ('मुबारक', [1.0, 0.0, 0.0]),\n",
              " ('जायकेदार', [1.0, 0.0, 0.0]),\n",
              " ('लज़ीज', [1.0, 0.0, 0.0]),\n",
              " ('खोटरहित', [0.9974216836405827, 0.0, 0.0025783163594173004]),\n",
              " ('अच्छे से', [1.0, 0.0, 0.0]),\n",
              " ('चोखा', [0.9981118909996984, 4.145217705313234e-06, 0.0018839637825962205]),\n",
              " ('त्रुटिहीन', [0.9957805907172996, 0.0, 0.004219409282700422]),\n",
              " ('मुलायम', [1.0, 0.0, 0.0]),\n",
              " ('गुलगुल', [1.0, 0.0, 0.0]),\n",
              " ('अदृढ़', [1.0, 0.0, 0.0]),\n",
              " ('कमजोर', [0.9890325106492294, 0.00024376365457346323, 0.0107237256961972]),\n",
              " ('तनु', [0.195131845841785, 0.051926977687626774, 0.7529411764705882]),\n",
              " ('मृदुल', [1.0, 0.0, 0.0]),\n",
              " ('नरम', [0.999875953272137, 0.0, 0.0001240467278630524]),\n",
              " ('मृदु', [1.0, 0.0, 0.0]),\n",
              " ('नर्म', [0.9998680107886834, 0.0, 0.0001319892113166402]),\n",
              " ('कच्चा', [0.9986933716800447, 4.101705663369204e-06, 0.001302526614291942]),\n",
              " ('नाज़ुक', [1.0, 0.0, 0.0]),\n",
              " ('लचर', [1.0, 0.0, 0.0]),\n",
              " ('सोमाल', [1.0, 0.0, 0.0]),\n",
              " ('कोमल', [1.0, 0.0, 0.0]),\n",
              " ('अप्रखर', [1.0, 0.0, 0.0]),\n",
              " ('नाजुक', [1.0, 0.0, 0.0]),\n",
              " ('कमज़ोर',\n",
              "  [0.9890322818566677, 0.00024376873972186612, 0.010723949403610402]),\n",
              " ('ईमानदार',\n",
              "  [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('निःकपट',\n",
              "  [0.997904651589007, 4.1607869053485535e-06, 0.0020911876240876743]),\n",
              " ('सहधर्म',\n",
              "  [0.9979046515733402, 4.160786906519647e-06, 0.0020911876397532985]),\n",
              " ('निष्कपट',\n",
              "  [0.997904651589007, 4.1607869053485535e-06, 0.0020911876240876743]),\n",
              " ('सधर्म', [0.9979046515733402, 4.160786906519647e-06, 0.0020911876397532985]),\n",
              " ('रिजु', [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('दयानतदार',\n",
              "  [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('सच्चा', [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('ऋजु', [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('छलहीन', [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('अद्भुत', [0.9999063731034965, 6.812743878700743e-06, 8.68141526247804e-05]),\n",
              " ('विस्मयजनक',\n",
              "  [0.7518597778457149, 0.0005095281769081831, 0.24763069397737694]),\n",
              " ('विचित्र',\n",
              "  [0.9999063731034847, 6.812743879557665e-06, 8.681415263570007e-05]),\n",
              " ('अजूबा',\n",
              "  [0.9999031679461463, 1.0377368014037453e-05, 8.645468583964987e-05]),\n",
              " ('अज़ीब-सा',\n",
              "  [0.7518218417163532, 0.0005096060745044081, 0.24766855220914233]),\n",
              " ('अजीब-सा', [0.7517712421632091, 0.0005097099750242112, 0.24771904786176666]),\n",
              " ('अनोखा', [0.9986499884949561, 4.108565150902026e-06, 0.0013459029398929978]),\n",
              " ('अजीबोग़रीब',\n",
              "  [0.9999066787896727, 6.812610125774092e-06, 8.650860020157893e-05]),\n",
              " ('विस्मयकारी',\n",
              "  [0.7516699811330376, 0.0005099179032175819, 0.24782010096374485]),\n",
              " ('अनूठा', [0.9999066788051827, 6.81259441850664e-06, 8.650860039880174e-05]),\n",
              " ('कुतूहलजनक',\n",
              "  [0.7514672110232202, 0.0005103342689461597, 0.24802245470783363]),\n",
              " ('आश्चर्यजनक',\n",
              "  [0.9999066788362028, 6.812563003971518e-06, 8.650860079324737e-05]),\n",
              " ('विलक्षण',\n",
              "  [0.9999063732272826, 6.812618241698747e-06, 8.681415447566606e-05]),\n",
              " ('जिज्ञासाजनक',\n",
              "  [0.7467748647523929, 0.0004161464835622139, 0.25280898876404495]),\n",
              " ('अजीब', [0.9999063734744781, 6.812366995098682e-06, 8.681415852686743e-05]),\n",
              " ('अजब', [0.9999066793930415, 6.8119976534639725e-06, 8.650860930511283e-05]),\n",
              " ('प्रतिभाशाली', [1.0, 0.0, 0.0]),\n",
              " ('प्रतिभावान', [1.0, 0.0, 0.0]),\n",
              " ('प्रतिभासम्पन्न', [1.0, 0.0, 0.0]),\n",
              " ('मतिगर्भ', [1.0, 0.0, 0.0]),\n",
              " ('प्रगल्भ', [0.9966130397967824, 0.0, 0.003386960203217612]),\n",
              " ('ज़हीन', [1.0, 0.0, 0.0]),\n",
              " ('जहीन', [1.0, 0.0, 0.0]),\n",
              " ('प्रतिभासंपन्न', [1.0, 0.0, 0.0]),\n",
              " ('बुद्धिमान',\n",
              "  [0.9979046515733387, 4.16078690651974e-06, 0.002091187639754713]),\n",
              " ('दिमाग़ी',\n",
              "  [0.9986965763901171, 4.839842009157172e-06, 0.0012985837678737562]),\n",
              " ('अक्लमंद',\n",
              "  [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('दिमागदार',\n",
              "  [0.9979046515733387, 4.16078690651974e-06, 0.002091187639754713]),\n",
              " ('अक्लमन्द',\n",
              "  [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('मेधावी', [0.998692927480878, 4.547328331317818e-06, 0.0013025251907906584]),\n",
              " ('दिमाग़दार',\n",
              "  [0.9986929274806361, 4.547328332159579e-06, 0.0013025251910317704]),\n",
              " ('दिमागी', [0.9986965763891704, 4.839842012672362e-06, 0.001298583768816921]),\n",
              " ('अकलमन्द',\n",
              "  [0.9979046515733387, 4.160786906519739e-06, 0.0020911876397547145]),\n",
              " ('समझदार', [0.9979046515733387, 4.16078690651974e-06, 0.002091187639754713]),\n",
              " ('होशियार',\n",
              "  [0.9979066610058472, 4.160635940401994e-06, 0.0020891783582123735]),\n",
              " ('अकलमंद', [0.9979046515733387, 4.16078690651974e-06, 0.002091187639754713]),\n",
              " ('अक़्लमंद',\n",
              "  [0.9979046515733387, 4.16078690651974e-06, 0.002091187639754713]),\n",
              " ('प्यार', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('आबन्धन',\n",
              "  [0.9979859873762316, 4.154676684238799e-06, 0.0020098579470841627]),\n",
              " ('इश्क़', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('ममता', [1.0, 0.0, 0.0]),\n",
              " ('इश्क', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('आबंधन', [0.9979859873762316, 4.154676684238799e-06, 0.0020098579470841627]),\n",
              " ('नेह', [1.0, 0.0, 0.0]),\n",
              " ('प्रीत', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('लाड़-दुलार', [1.0, 0.0, 0.0]),\n",
              " ('लालन', [1.0, 0.0, 0.0]),\n",
              " ('प्रीति', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('चाव', [1.0, 0.0, 0.0]),\n",
              " ('आशनाई', [1.0, 0.0, 0.0]),\n",
              " ('दिल्लगी', [1.0, 0.0, 0.0]),\n",
              " ('लाड़ प्यार', [1.0, 0.0, 0.0]),\n",
              " ('अनुराग',\n",
              "  [0.9986452770748635, 4.105131083261373e-06, 0.0013506177940532445]),\n",
              " ('आबंध', [0.9979859873762316, 4.154676684238799e-06, 0.0020098579470841627]),\n",
              " ('लाड़', [0.9986929077573413, 4.101566560049907e-06, 0.0013029906760986373]),\n",
              " ('मोह', [1.0, 0.0, 0.0]),\n",
              " ('लाड', [1.0, 0.0, 0.0]),\n",
              " ('छोह', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('प्रेम', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('लाड़-प्यार', [1.0, 0.0, 0.0]),\n",
              " ('लगन', [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('आबन्ध', [0.9979859873762316, 4.154676684238799e-06, 0.0020098579470841627]),\n",
              " ('प्रणय', [1.0, 0.0, 0.0]),\n",
              " ('स्नेह', [0.9965844807343367, 0.0, 0.0034155192656633577]),\n",
              " ('दुलार', [1.0, 0.0, 0.0]),\n",
              " ('मुहब्बत',\n",
              "  [0.9986452650057718, 4.105131756954186e-06, 0.001350629862471304]),\n",
              " ('दयालु', [0.9961568229736583, 0.0, 0.0038431770263417757]),\n",
              " ('मेहरबान', [0.9961567973311093, 0.0, 0.0038432026688907423]),\n",
              " ('दयाशील', [0.9961567716882181, 0.0, 0.003843228311781897]),\n",
              " ('सहृदयी', [0.9983659018179343, 0.0, 0.0016340981820657725]),\n",
              " ('सुहृदय', [0.9983676800652928, 0.0, 0.0016323199347072026]),\n",
              " ('दयावान', [0.9961269499731038, 0.0, 0.003873050026896181]),\n",
              " ('दयावंत', [0.9960966089290071, 0.0, 0.003903391070992925]),\n",
              " ('सहृदय', [0.9983441995239574, 0.0, 0.0016558004760426368]),\n",
              " ('दयावान्', [0.9958929895613484, 0.0, 0.004107010438651531]),\n",
              " ('कृपालु', [0.995590261828204, 0.0, 0.0044097381717960495]),\n",
              " ('शक्तिवान',\n",
              "  [0.99869298697325, 4.102157634295577e-06, 0.0013029108691156716]),\n",
              " ('बलशाली', [0.99869298697325, 4.102157634295585e-06, 0.0013029108691156744]),\n",
              " ('ताक़तवर', [0.99869298697325, 4.102157634295603e-06, 0.00130291086911568]),\n",
              " ('शक्तिशाली',\n",
              "  [0.99869298697325, 4.102157634295639e-06, 0.001302910869115691]),\n",
              " ('ताकतवर', [0.99869298697325, 4.102157634295709e-06, 0.0013029108691157134]),\n",
              " ('शक्तिपूर्ण',\n",
              "  [0.9986929869732499, 4.10215763429585e-06, 0.0013029108691157583]),\n",
              " ('शक्तिमान',\n",
              "  [0.9986929869732498, 4.102157634296132e-06, 0.0013029108691158477]),\n",
              " ('बलिष्ठ',\n",
              "  [0.9986929869732497, 4.102157634296694e-06, 0.0013029108691160265]),\n",
              " ('शक्तिमान्',\n",
              "  [0.9986929869732493, 4.102157634297821e-06, 0.0013029108691163843]),\n",
              " ('ताज़ा', [0.9986889934488402, 4.165666585167049e-06, 0.0013068408845746348]),\n",
              " ('साफ़', [0.9986929065842274, 4.10169771201819e-06, 0.0013029917180605894]),\n",
              " ('ताजा ताजा', [1.0, 0.0, 0.0]),\n",
              " ('साफ-सुथरा',\n",
              "  [0.9986929065842274, 4.101697712018075e-06, 0.001302991718060593]),\n",
              " ('गर्मा गर्म',\n",
              "  [0.9986889934488401, 4.165666585167309e-06, 0.0013068408845747163]),\n",
              " ('साफ', [0.9986929065842274, 4.101697712018076e-06, 0.0013029917180605935]),\n",
              " ('अम्लान', [1.0, 0.0, 0.0]),\n",
              " ('निर्मल', [0.9986929065842274, 4.101697712018075e-06, 0.001302991718060593]),\n",
              " ('गर्मा-गर्म',\n",
              "  [0.9986889934488401, 4.165666585167309e-06, 0.0013068408845747165]),\n",
              " ('गरम गरम',\n",
              "  [0.9986889934488401, 4.16566658516731e-06, 0.0013068408845747167]),\n",
              " ('साफ सुथरा',\n",
              "  [0.9986929065842274, 4.101697712018075e-06, 0.001302991718060593]),\n",
              " ('ताज़ा-ताज़ा', [1.0, 0.0, 0.0]),\n",
              " ('गरमा गरम',\n",
              "  [0.9986889934488401, 4.1656665851673136e-06, 0.0013068408845747176]),\n",
              " ('गरम-गरम',\n",
              "  [0.9986889934488401, 4.165666585167318e-06, 0.0013068408845747191]),\n",
              " ('पवित्र', [0.9986929065842274, 4.101697712018075e-06, 0.001302991718060593]),\n",
              " ('साफ़-सुथरा',\n",
              "  [0.9986929065842274, 4.101697712018075e-06, 0.001302991718060593]),\n",
              " ('ताजा-ताजा', [1.0, 0.0, 0.0]),\n",
              " ('स्वच्छ',\n",
              "  [0.9986929065842274, 4.101697712018189e-06, 0.0013029917180605892]),\n",
              " ('विमल', [0.9986929065842274, 4.101697712018075e-06, 0.001302991718060593]),\n",
              " ('गर्मागर्म',\n",
              "  [0.9986889934488401, 4.165666585167329e-06, 0.0013068408845747226]),\n",
              " ('आला', [0.9981118869244311, 4.145217854625639e-06, 0.001883967857714289]),\n",
              " ('अशुष्क', [0.9999581340693656, 0.0, 4.186593063432165e-05]),\n",
              " ('गरमागरम', [0.9986889934488401, 4.16566658516735e-06, 0.001306840884574729]),\n",
              " ('गरमा-गरम',\n",
              "  [0.9986889934488401, 4.165666585167391e-06, 0.0013068408845747419]),\n",
              " ('ताज़ा ताज़ा', [1.0, 0.0, 0.0]),\n",
              " ('ताजा', [0.99868899344884, 4.165666585167735e-06, 0.00130684088457485]),\n",
              " ('आकर्षक', [0.9986929063974419, 4.101697722087944e-06, 0.001302991904836025]),\n",
              " ('दिलकश', [0.9986929063974419, 4.101697722087944e-06, 0.001302991904836025]),\n",
              " ('ख़ूबसूरत',\n",
              "  [0.9986929064182428, 4.101697720587741e-06, 0.0013029918840366023]),\n",
              " ('लुभावना',\n",
              "  [0.9986929063974419, 4.101697722087944e-06, 0.001302991904836025]),\n",
              " ('खूबसूरत',\n",
              "  [0.9986929064182428, 4.101697720587741e-06, 0.0013029918840366023]),\n",
              " ('दिलचस्प',\n",
              "  [0.9986929063974419, 4.101697722087944e-06, 0.001302991904836025]),\n",
              " ('मनोहर', [0.998692906397443, 4.1016977220879526e-06, 0.0013029919048348877]),\n",
              " ('मोहक', [0.9986929063974419, 4.101697722087944e-06, 0.001302991904836025]),\n",
              " ('गजब', [1.0, 0.0, 0.0]),\n",
              " ('ज़ुल्मो सितम',\n",
              "  [0.9983760887958716, 4.399391784578553e-06, 0.0016195118123438258]),\n",
              " ('बहुत सारा',\n",
              "  [0.9986931046746245, 4.108749513770397e-06, 0.001302786575861728]),\n",
              " ('बहुत-सा',\n",
              "  [0.9986931046746242, 4.1087495137711164e-06, 0.0013027865758619562]),\n",
              " ('आक्रोश',\n",
              "  [0.9986934013392333, 4.1013716627043275e-06, 0.0013024972891039896]),\n",
              " ('नुक़सान',\n",
              "  [0.9986929040447365, 4.1015668353757285e-06, 0.0013029943884281068]),\n",
              " ('इतना सारा',\n",
              "  [0.9986931046746238, 4.1087495137725555e-06, 0.0013027865758624124]),\n",
              " ('बहुत खराब', [1.0, 0.0, 0.0]),\n",
              " ('गुस्सा', [0.9986934013392333, 4.10137166265181e-06, 0.0013024972891039896]),\n",
              " ('गज़ब', [1.0, 0.0, 0.0]),\n",
              " ('क्षति',\n",
              "  [0.9986929040447365, 4.1015668353757285e-06, 0.0013029943884281068]),\n",
              " ('बदी', [0.999990250661584, 9.749338415988428e-06, 0.0]),\n",
              " ('बिगाड़', [0.9123843331094994, 0.08761566689050061, 0.0]),\n",
              " ('संकट', [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('बहुत ज्यादा',\n",
              "  [0.9986931046746218, 4.10874951377903e-06, 0.0013027865758644655]),\n",
              " ('हानि', [0.9986929040447365, 4.1015668353757285e-06, 0.0013029943884281068]),\n",
              " ('अनर्थ', [0.9831516352824579, 0.01684836471754212, 0.0]),\n",
              " ('विपदा', [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('अनखाहट', [0.9986934013392333, 4.10137166265181e-06, 0.0013024972891039896]),\n",
              " ('ग़ज़ब', [1.0, 0.0, 0.0]),\n",
              " ('प्रचुर', [0.9986931046746165, 4.108749513795576e-06, 0.001302786575869712]),\n",
              " ('ख़ूब सारा',\n",
              "  [0.9986931046746083, 4.108749513821475e-06, 0.0013027865758779237]),\n",
              " ('कोप', [0.9986934013392333, 4.10137166265181e-06, 0.0013024972891039896]),\n",
              " ('आफत', [0.9986929023463763, 4.1015672743525295e-06, 0.001302996086349312]),\n",
              " ('खूब सारा',\n",
              "  [0.9986931046745918, 4.108749513873273e-06, 0.0013027865758943474]),\n",
              " ('आफ़त', [0.9986929023463763, 4.1015672743525295e-06, 0.001302996086349312]),\n",
              " ('ग़ज़ब का', [1.0, 0.0, 0.0]),\n",
              " ('बहुत ख़राब', [1.0, 0.0, 0.0]),\n",
              " ('अनीति', [0.9983760887958717, 4.399391784578289e-06, 0.0016195118123437289]),\n",
              " ('ढेर सारा',\n",
              "  [0.9986931046745543, 4.108749513991255e-06, 0.0013027865759317572]),\n",
              " ('बहुत बुरा', [1.0, 0.0, 0.0]),\n",
              " ('अत्यधिक',\n",
              "  [0.9980135886448732, 4.152646987602397e-06, 0.0019822587081391395]),\n",
              " ('आपदा', [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('मुसीबत',\n",
              "  [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('ढेरों', [0.9986931046743428, 4.10874951465599e-06, 0.0013027865761425284]),\n",
              " ('खुनस', [0.9986934013392333, 4.10137166265181e-06, 0.0013024972891039898]),\n",
              " ('गजब का', [1.0, 0.0, 0.0]),\n",
              " ('ज़ुल्म',\n",
              "  [0.9983760887958716, 4.3993917845786375e-06, 0.001619511812343857]),\n",
              " ('गज़ब का', [1.0, 0.0, 0.0]),\n",
              " ('अन्याय', [0.998376088795872, 4.399391784577507e-06, 0.001619511812343441]),\n",
              " ('रुष्टि', [0.9986934013392333, 4.10137166265181e-06, 0.0013024972891039898]),\n",
              " ('हरज', [0.9831932773109243, 0.01680672268907563, 0.0]),\n",
              " ('सितम', [0.9983760887958715, 4.399391784578898e-06, 0.0016195118123439529]),\n",
              " ('विपत्ति',\n",
              "  [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('ज्यादती',\n",
              "  [0.9986928280298178, 4.1015700908007066e-06, 0.0013030704000913651]),\n",
              " ('नुकसान',\n",
              "  [0.9986929040447365, 4.1015668353757285e-06, 0.0013029943884281068]),\n",
              " ('अनाचार', [0.998376087721226, 4.400582315042481e-06, 0.0016195116964589167]),\n",
              " ('जुल्म', [0.9983760887958706, 4.399391784581333e-06, 0.001619511812344849]),\n",
              " ('रोष', [0.9986934013392333, 4.101371662651811e-06, 0.00130249728910399]),\n",
              " ('अमर्ष', [0.9986934013392333, 4.101371662651737e-06, 0.0013024972891039666]),\n",
              " ('खुन्नस',\n",
              "  [0.9986934013392333, 4.101371662651816e-06, 0.0013024972891039915]),\n",
              " ('शामत', [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('क्रोध', [0.9986934013392333, 4.101371662651822e-06, 0.0013024972891039935]),\n",
              " ('अपकार', [0.986210259069368, 2.68865771234151e-06, 0.013787052272919674]),\n",
              " ('अकाज', [0.9831932773109243, 0.01680672268907563, 0.0]),\n",
              " ('गर्दिश',\n",
              "  [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('कहर', [0.9986929076945524, 4.101566874435504e-06, 0.0013029907385731065]),\n",
              " ('अत्याचार',\n",
              "  [0.9986906339210315, 4.102756026945805e-06, 0.0013052633229415193]),\n",
              " ('ज़्यादती',\n",
              "  [0.9986928280298178, 4.1015700908007066e-06, 0.0013030704000913651]),\n",
              " ('उत्तम', [0.9981118862613048, 4.14521803280277e-06, 0.0018839685206624194]),\n",
              " ('उत्कृष्ट',\n",
              "  [0.9981118862613048, 4.14521803280277e-06, 0.0018839685206624194]),\n",
              " ('अनमोल', [0.9981118862804431, 4.14521803285428e-06, 0.0018839685015240358]),\n",
              " ('श्रेष्ठ',\n",
              "  [0.9979047892668775, 4.1607765618577505e-06, 0.00209104995656058]),\n",
              " ('अकरा', [0.9986928457558848, 4.1015720578303324e-06, 0.0013030526720574289]),\n",
              " ('उम्दा', [0.9981118862613048, 4.14521803280277e-06, 0.0018839685206624194]),\n",
              " ('बेहतरीन',\n",
              "  [0.9981118862613048, 4.14521803280277e-06, 0.0018839685206624194]),\n",
              " ('उमदा', [0.9981118862613048, 4.14521803280277e-06, 0.0018839685206624194]),\n",
              " ('पुराना',\n",
              "  [0.9944107771890817, 1.8070167519276227e-05, 0.0055711526433990435]),\n",
              " ('पूर्ववर्ती', [0.6872674324542954, 0.0, 0.31273256754570455]),\n",
              " ('पूर्व-कालिक',\n",
              "  [0.994120775189813, 1.8054009769123417e-05, 0.005861170800417824]),\n",
              " ('पूरा करना',\n",
              "  [0.9986921911432355, 4.1025801792997e-06, 0.001303706276585185]),\n",
              " ('अपर', [0.989613742550903, 7.570115384526672e-06, 0.01037868733371251]),\n",
              " ('विगत', [0.6626886626886627, 7.8000078000078e-05, 0.33723333723333726]),\n",
              " ('पहले का', [0.7048282727725237, 0.0, 0.29517172722747637]),\n",
              " ('पूर्वकालीन',\n",
              "  [0.9932363966902223, 1.8012165458766865e-05, 0.0067455911443188524]),\n",
              " ('पाछिल', [0.6859135826390235, 0.0, 0.31408641736097653]),\n",
              " ('पुरातन', [0.5457348406988695, 0.0, 0.45426515930113054]),\n",
              " ('अमाना', [0.0, 0.0, 1.0]),\n",
              " ('व्यतीत', [0.6627145085803432, 7.800312012480499e-05, 0.33720748829953195]),\n",
              " ('अँटना', [0.0, 0.0, 1.0]),\n",
              " ('अटाना', [0.0, 0.0, 1.0]),\n",
              " ('पहला', [0.7250540838609015, 0.0, 0.2749459161390984]),\n",
              " ('प्राक्कालीन', [0.5458049595271746, 0.0, 0.4541950404728254]),\n",
              " ('पूरी करना', [0.0, 0.0, 1.0]),\n",
              " ('पुराकालीन', [0.5459452512530523, 0.0, 0.4540547487469477]),\n",
              " ('आदिकालीन', [0.5462260511765462, 0.0, 0.4537739488234538]),\n",
              " ('पूर्व', [0.9932571007424028, 4.356870895894893e-06, 0.00673854238670127]),\n",
              " ('उत्तर',\n",
              "  [0.9951962183393009, 1.0453494156282093e-05, 0.0047933281665428155]),\n",
              " ('बीता', [0.6624561403508772, 7.797270955165692e-05, 0.33746588693957114]),\n",
              " ('अंटना', [0.0, 0.0, 1.0]),\n",
              " ('आना', [0.9986929259090619, 4.101584235879558e-06, 0.0013029725067022048]),\n",
              " ('प्राच्य', [0.33498935415188075, 0.0, 0.6650106458481192]),\n",
              " ('अतीत', [0.6744023454863144, 1.2505016216732394e-05, 0.32558514949746886]),\n",
              " ('गुज़रा',\n",
              "  [0.9952028538509526, 1.7524923375493282e-05, 0.004779621225671874]),\n",
              " ('चिरंतन', [0.5513303049967554, 0.0, 0.44866969500324466]),\n",
              " ('पूर्व कालीन',\n",
              "  [0.9932366762268372, 1.8012170528113673e-05, 0.006745311602634632]),\n",
              " ('१ला', [0.7250769595074592, 0.0, 0.27492304049254085]),\n",
              " ('अँटाना', [0.0, 0.0, 1.0]),\n",
              " ('कदीम', [0.5571147540983606, 0.0, 0.44288524590163936]),\n",
              " ('भरना', [0.9912553307657119, 0.0, 0.008744669234288075]),\n",
              " ('1ला', [0.7250652443287622, 0.0, 0.2749347556712378]),\n",
              " ('आदिम', [0.545664739884393, 0.0, 0.45433526011560693]),\n",
              " ('पिछला', [0.9938698455862265, 1.8178138357827143e-05, 0.006111976275415706]),\n",
              " ('अड़ाना',\n",
              "  [0.9931961281917593, 4.5125620756608555e-06, 0.006799359246165021]),\n",
              " ('पूर्व कालिक',\n",
              "  [0.9941626504706937, 1.805613058532192e-05, 0.005819293398720977]),\n",
              " ('समाना', [0.0, 0.0, 1.0]),\n",
              " ('गया', [0.9979155454953968, 0.0008960184263801052, 0.001188436078223056]),\n",
              " ('गुजरा', [0.6626554352186121, 8.91384766234345e-05, 0.33725542630476446]),\n",
              " ('आँटना', [0.0, 0.0, 1.0]),\n",
              " ('गत', [0.9986929070850373, 4.101550904276427e-06, 0.001302991364058372]),\n",
              " ('आटना', [0.0, 0.0, 1.0]),\n",
              " ('प्राचीन',\n",
              "  [0.9946163599469383, 1.807799170460279e-05, 0.005365562061357128]),\n",
              " ('भूत', [0.6629681242638289, 3.4595377652285516e-07, 0.3370315297823946]),\n",
              " ('अटना', [0.9986113180558452, 0.0, 0.0013886819441547218]),\n",
              " ('अराना', [0.6788968572883904, 0.0, 0.3211031427116095]),\n",
              " ('पूर्व-कालीन',\n",
              "  [0.9934199017789671, 1.80209162298413e-05, 0.006562077304803032]),\n",
              " ('अमावना', [0.0, 0.0, 1.0]),\n",
              " ('पुरवाना', [0.0, 0.0, 1.0]),\n",
              " ('पूर्वकालिक',\n",
              "  [0.9941207050809657, 1.805400849589199e-05, 0.0058612409105384036]),\n",
              " ('अंटाना', [0.0, 0.0, 1.0]),\n",
              " ('निजी', [0.0, 0.0, 1.0]),\n",
              " ('आत्मीय',\n",
              "  [0.9986931205334975, 4.379735958673783e-06, 0.0013024997305438677]),\n",
              " ('ज़ाती', [0.0, 0.0, 1.0]),\n",
              " ('शख्सी', [0.0, 0.0, 1.0]),\n",
              " ('स्वायत्त', [0.0, 0.0, 1.0]),\n",
              " ('स्वकीय', [0.0, 0.0, 1.0]),\n",
              " ('स्व', [0.0, 0.0, 1.0]),\n",
              " ('आत्म-संबंधी', [0.0, 0.0, 1.0]),\n",
              " ('आत्म', [0.0, 0.0, 1.0]),\n",
              " ('आत्म विषयक', [0.0, 0.0, 1.0]),\n",
              " ('वैयक्तिक', [0.0, 0.0, 1.0]),\n",
              " ('शख़्सी', [0.0, 0.0, 1.0]),\n",
              " ('व्यक्तिगत', [0.0, 0.0, 1.0]),\n",
              " ('अपना', [0.04753521126760563, 0.0, 0.9524647887323944]),\n",
              " ('आत्मिक',\n",
              "  [0.9986934040762653, 4.108465371192348e-06, 0.0013024874583635363]),\n",
              " ('तटस्थ', [0.0, 0.0, 1.0]),\n",
              " ('निर्पेक्ष', [0.0, 0.0, 1.0]),\n",
              " ('अनपेक्ष', [0.0, 0.0, 1.0]),\n",
              " ('निरपेक्ष', [0.0, 0.0, 1.0]),\n",
              " ('निष्पक्ष', [0.0, 0.0, 1.0]),\n",
              " ('निरीह', [0.9999200712142466, 0.0, 7.992878575340585e-05]),\n",
              " ('पक्षपातरहित', [0.0, 0.0, 1.0]),\n",
              " ('उदासीन',\n",
              "  [0.9986933716717832, 4.101713486034343e-06, 0.0013025266147307997]),\n",
              " ('अपक्षपाती', [0.0, 0.0, 1.0]),\n",
              " ('पक्षपातशून्य', [0.0, 0.0, 1.0]),\n",
              " ('तटवर्ती', [0.0, 0.0, 1.0]),\n",
              " ('गाँव', [0.9310757010984373, 2.3013146543293235e-05, 0.06890128575501939]),\n",
              " ('गाँव-देहात',\n",
              "  [0.931075701483182, 2.3013146552802864e-05, 0.06890128537026519]),\n",
              " ('गाम', [0.9310757011075979, 2.3013146543519654e-05, 0.06890128574585858]),\n",
              " ('देहात', [0.9310757014969229, 2.3013146553142494e-05, 0.06890128535652397]),\n",
              " ('दिहात', [0.9310757015152441, 2.3013146553595334e-05, 0.06890128533820233]),\n",
              " ('गांव', [0.931075701171722, 2.301314654510459e-05, 0.06890128568173287]),\n",
              " ('गँवई', [0.931075702007636, 2.3013528423472288e-05, 0.06890128446394056]),\n",
              " ('ग्राम', [0.9310756993396044, 2.3013146499820638e-05, 0.06890128751389574]),\n",
              " ('गँवई-गाँव',\n",
              "  [0.9310757020648793, 2.301314656718052e-05, 0.06890128478855348]),\n",
              " ('गाँव-गँवई',\n",
              "  [0.931075702651157, 2.3013146581671387e-05, 0.06890128420226135]),\n",
              " ('गाँववासी', [0.0, 0.0, 1.0]),\n",
              " ('लंबा', [0.9814843628442508, 0.0, 0.018515637155749182]),\n",
              " ('उच्च', [0.9986895566403237, 4.108730179339939e-06, 0.001306334629497038]),\n",
              " ('प्रवण', [0.9981138708758568, 0.001662873023734433, 0.00022325610040878962]),\n",
              " ('दराज',\n",
              "  [0.9999560644982941, 3.9513613830119843e-05, 4.4218878758254846e-06]),\n",
              " ('लम्ब', [0.0, 0.0, 1.0]),\n",
              " ('उत्तुंग',\n",
              "  [0.9986895566411914, 4.10873017479865e-06, 0.0013063346286337403]),\n",
              " ('दीर्घ', [0.9814843628442508, 0.0, 0.018515637155749182]),\n",
              " ('लंब', [0.0, 0.0, 1.0]),\n",
              " ('ऊँचा', [0.9986929077569873, 4.101566564913449e-06, 0.0013029906764478415]),\n",
              " ('उत्तङ्ग',\n",
              "  [0.9986895566396728, 4.108730181686462e-06, 0.0013063346301454772]),\n",
              " ('लम्बा', [0.9839338636718141, 0.0, 0.01606613632818593]),\n",
              " ('तुङ्ग', [0.9986895566397963, 4.108730182201452e-06, 0.0013063346300215]),\n",
              " ('उत्तंग',\n",
              "  [0.998689556639797, 4.1087301832304184e-06, 0.0013063346300198353]),\n",
              " ('बुलंद', [0.9986895776944233, 4.108723945031917e-06, 0.001306313581631624]),\n",
              " ('उन्नत', [0.9986895567235899, 4.108728488239547e-06, 0.001306334547921829]),\n",
              " ('बुलन्द', [0.998689577694402, 4.108723957403549e-06, 0.001306313581640529]),\n",
              " ('तुंग', [0.9935524829806445, 4.486047668108471e-06, 0.006443030971687415]),\n",
              " ('दराज़', [0.9999561018783067, 3.951361530720413e-05, 4.384506386016669e-06]),\n",
              " ('बड़ा', [0.9986929077531949, 4.101566583619435e-06, 0.0013029906802214859]),\n",
              " ('सरल', [0.9986933708748156, 4.101830765627169e-06, 0.0013025272944188395]),\n",
              " ('विश्वन्तर',\n",
              "  [0.9986924834607677, 4.102958172402569e-06, 0.0013034135810598851]),\n",
              " ('सुगम', [0.9216086614468213, 0.0, 0.07839133855317873]),\n",
              " ('सीधा सादा',\n",
              "  [0.9986933708748157, 4.1018307656271745e-06, 0.0013025272944187294]),\n",
              " ('दारुगंध',\n",
              "  [0.9943340951400947, 0.0001546670827189676, 0.005511237777186343]),\n",
              " ('अक्लिष्ट', [0.0, 0.0, 1.0]),\n",
              " ('सलाई', [0.9999998750170568, 0.0, 1.249829432245255e-07]),\n",
              " ('गँधाबिरोजा',\n",
              "  [0.994334095142479, 0.00015466708271933847, 0.005511237774801668]),\n",
              " ('भगवान बुद्ध',\n",
              "  [0.9986924834607678, 4.102958172402569e-06, 0.0013034135810598636]),\n",
              " ('वक्रहीन', [0.9163180973803596, 0.0, 0.08368190261964036]),\n",
              " ('मूत्रिका', [0.9999998889282002, 0.0, 1.1107179978467073e-07]),\n",
              " ('चीढ़', [0.9999998891455618, 0.0, 1.1085443816535201e-07]),\n",
              " ('गौतम', [0.9986924834607672, 4.102958172402567e-06, 0.0013034135810604172]),\n",
              " ('बोद्ध्य', [0.0, 0.0, 1.0]),\n",
              " ('भोला भाला',\n",
              "  [0.9986933708748157, 4.1018307656271745e-06, 0.0013025272944187294]),\n",
              " ('गौतम बुद्ध',\n",
              "  [0.9986924834607679, 4.102958172402569e-06, 0.001303413581059736]),\n",
              " ('सहल', [0.9226283121120633, 0.0, 0.07737168788793669]),\n",
              " ('चीड़ा', [0.9986979887944178, 4.087210219912105e-06, 0.001297923995362203]),\n",
              " ('बोधगम्य', [0.4972631969570461, 0.0, 0.5027368030429539]),\n",
              " ('दारूगंध',\n",
              "  [0.9943340951472476, 0.00015466708272008023, 0.005511237770032317]),\n",
              " ('आसान', [0.9212980301101041, 0.0, 0.07870196988989589]),\n",
              " ('दारूगंधा',\n",
              "  [0.9943340951567848, 0.00015466708272156372, 0.005511237760493616]),\n",
              " ('वियंग', [0.9164020223063438, 0.0, 0.08359797769365615]),\n",
              " ('दारुगंधा',\n",
              "  [0.9943340951758592, 0.00015466708272453072, 0.005511237741416215]),\n",
              " ('सलई', [0.9999998904497316, 0.0, 1.0955026844745532e-07]),\n",
              " ('चीढ़ा', [0.9999998921886245, 0.0, 1.0781137548496817e-07]),\n",
              " ('भोला', [0.9986933708748157, 4.1018307656271745e-06, 0.0013025272944187291]),\n",
              " ('सहज', [0.9985470304405768, 7.102044667154152e-06, 0.001445867514756093]),\n",
              " ('गन्धाबिरोजा',\n",
              "  [0.994334095252157, 0.00015466708273639872, 0.005511237665106611]),\n",
              " ('बोध्य', [0.49786364480772805, 0.0, 0.502136355192272]),\n",
              " ('वृक्षधूप', [0.9999998956664105, 0.0, 1.0433358954185139e-07]),\n",
              " ('धूप', [0.9999993600876602, 0.0, 6.399123397996846e-07]),\n",
              " ('चीर', [0.9848250474655568, 3.551462715988911e-09, 0.01517494898298054]),\n",
              " ('चीड़', [0.9999999443554162, 0.0, 5.564458379826701e-08]),\n",
              " ('सुबोध', [0.0, 0.0, 1.0]),\n",
              " ('अवक्र', [0.9165725288831835, 0.0, 0.08342747111681643]),\n",
              " ('मोड़हीन', [0.9169245698699119, 0.0, 0.08307543013008813]),\n",
              " ('गंधबिरोजा',\n",
              "  [0.9943340953666036, 0.0001546670827542007, 0.005511237550642204]),\n",
              " ('सीधा-सादा',\n",
              "  [0.9986933708748157, 4.1018307656271745e-06, 0.0013025272944187218]),\n",
              " ('सुहंगम', [0.9229917832889356, 0.0, 0.07700821671106442]),\n",
              " ('निश्छल',\n",
              "  [0.9986933708748157, 4.101830765627175e-06, 0.0013025272944187142]),\n",
              " ('बुद्धदेव',\n",
              "  [0.998692483460768, 4.10295817240257e-06, 0.0013034135810595657]),\n",
              " ('अभुग्न', [0.917676241640171, 0.0, 0.08232375835982897]),\n",
              " ('अविकट', [0.9233728699046618, 0.0, 0.07662713009533818]),\n",
              " ('वियङ्ग', [0.9194029401132666, 0.0, 0.08059705988673334]),\n",
              " ('विश्वबोध',\n",
              "  [0.9986924834607683, 4.102958172402572e-06, 0.001303413581059225]),\n",
              " ('गंधाबिरोजा',\n",
              "  [0.9943340955954968, 0.00015466708278980468, 0.00551123732171339]),\n",
              " ('तथागत', [0.998692483460769, 4.102958172402574e-06, 0.0013034135810585437]),\n",
              " ('सिद्धार्थ',\n",
              "  [0.9986924834607704, 4.10295817240258e-06, 0.0013034135810571811]),\n",
              " ('भोला-भाला',\n",
              "  [0.9986933708748157, 4.101830765627176e-06, 0.0013025272944186988]),\n",
              " ('बुद्ध', [0.9986924834607731, 4.102958172402591e-06, 0.001303413581054456]),\n",
              " ('विश्वंतर',\n",
              "  [0.9986924834607785, 4.102958172402613e-06, 0.0013034135810490058]),\n",
              " ('सीधा', [0.9986933708747936, 4.101830765625963e-06, 0.0013025272944407608]),\n",
              " ('विरोजा',\n",
              "  [0.9943340960532833, 0.0001546670828610126, 0.0055112368638557604]),\n",
              " ('गन्धबिरोजा',\n",
              "  [0.9943340969688561, 0.00015466708300342853, 0.005511235948140502]),\n",
              " ('भारतीय', [0.0, 0.0, 1.0]),\n",
              " ('हिंदी', [0.0, 0.0, 1.0]),\n",
              " ('हिन्दी', [0.0, 0.0, 1.0]),\n",
              " ('हिंदुस्तानी', [0.0, 0.0, 1.0]),\n",
              " ('हिन्दोस्तानी', [0.0, 0.0, 1.0]),\n",
              " ('भारत', [0.9985685573926603, 0.0, 0.0014314426073397826]),\n",
              " ('भारतवासी', [0.0, 0.0, 1.0]),\n",
              " ('हिंदोस्तानी', [0.0, 0.0, 1.0]),\n",
              " ('हिन्दुस्तानी', [0.0, 0.0, 1.0]),\n",
              " ('अधिक', [0.9986929076956089, 4.101566867665523e-06, 0.0013029907375234047]),\n",
              " ('खूब', [0.9986929076956089, 4.101566867665523e-06, 0.0013029907375234045]),\n",
              " ('समधिक', [0.0, 0.0, 1.0]),\n",
              " ('बहुत', [0.9986929076956089, 4.101566867665523e-06, 0.0013029907375234045]),\n",
              " ('अधिकतर', [0.0, 0.0, 1.0]),\n",
              " ('अवशेष', [0.9955153943480117, 9.871517964984388e-06, 0.00447473413402329]),\n",
              " ('ऊपर', [0.998683258717797, 4.098422202326637e-06, 0.0013126428600007045]),\n",
              " ('अधिकांश', [0.0, 0.0, 1.0]),\n",
              " ('बचा-खुचा',\n",
              "  [0.9955153943480135, 9.871517964984406e-06, 0.004474734134021486]),\n",
              " ('ख़ूब', [0.9986929076956089, 4.101566867665523e-06, 0.0013029907375234045]),\n",
              " ('बकाया', [0.9955153943246304, 9.87151796475254e-06, 0.004474734157404796]),\n",
              " ('ज्यादा',\n",
              "  [0.9986929076956089, 4.101566867665523e-06, 0.0013029907375234047]),\n",
              " ('बचा', [0.9955153943409083, 9.871517964342257e-06, 0.004474734141127385]),\n",
              " ('बाक़ी', [0.9979391450494488, 5.469356702139307e-06, 0.0020553855938490197]),\n",
              " ('अति', [0.9986928292274602, 4.101570042047484e-06, 0.0013030692024977926]),\n",
              " ('अधिकांशीय', [0.0, 0.0, 1.0]),\n",
              " ('बचा खुचा',\n",
              "  [0.9955153943480677, 9.871517964984943e-06, 0.004474734133967366]),\n",
              " ('अतीव', [0.9986929076956089, 4.10156686766492e-06, 0.0013029907375234472]),\n",
              " ('ज्यादातर', [0.0, 0.0, 1.0]),\n",
              " ('और', [0.9860982370489406, 0.0, 0.013901762951059412]),\n",
              " ('बाकी', [0.9979391450494695, 5.4693567021394195e-06, 0.002055385593828443]),\n",
              " ('काफी', [0.9986874975359268, 4.106619394886818e-06, 0.0013083958446783253]),\n",
              " ('ज़्यादातर', [0.0, 0.0, 1.0]),\n",
              " ('अवशेषित', [0.9955153943482409, 9.87151796498666e-06, 0.004474734133794183]),\n",
              " ('काफ़ी',\n",
              "  [0.9986929076956085, 4.1015668676653546e-06, 0.0013029907375239087]),\n",
              " ('बहुतांश', [0.0, 0.0, 1.0]),\n",
              " ('अलावा', [0.9858991740010844, 0.0, 0.014100825998915576]),\n",
              " ('अवशिष्ट', [0.9955153943484717, 9.87151796498895e-06, 0.004474734133563273]),\n",
              " ('ज़्यादा',\n",
              "  [0.9986929076956089, 4.101566867665523e-06, 0.001302990737523403]),\n",
              " ('भरपूर', [0.9986875803298505, 4.107315760918699e-06, 0.0013083123543885715]),\n",
              " ('बचा हुआ',\n",
              "  [0.9955153943489335, 9.871517964993529e-06, 0.004474734133101451]),\n",
              " ('पश्च', [0.673430564362714, 0.0, 0.32656943563728597]),\n",
              " ('पश्चस्थ', [0.673430564362714, 0.0, 0.32656943563728597]),\n",
              " ('विदेशी', [0.0, 0.0, 1.0]),\n",
              " ('अन्यदेशीय', [0.0, 0.0, 1.0]),\n",
              " ('पारदेशिक', [0.0, 0.0, 1.0]),\n",
              " ('देसावरी', [0.0, 0.0, 1.0]),\n",
              " ('परदेशीय', [0.0, 0.0, 1.0]),\n",
              " ('परदेशी', [0.0, 0.0, 1.0]),\n",
              " ('गैरमुल्की', [0.0, 0.0, 1.0]),\n",
              " ('विलायती', [0.0, 0.0, 1.0]),\n",
              " ('अन्यराष्ट्रीय', [0.0, 0.0, 1.0]),\n",
              " ('बिदेसी', [0.0, 0.0, 1.0]),\n",
              " ('ग़ैरमुल्की', [0.0, 0.0, 1.0]),\n",
              " ('परदेसी', [0.0, 0.0, 1.0]),\n",
              " ('काली', [0.0, 0.0, 1.0]),\n",
              " ('कालरात्रि', [0.0, 0.0, 1.0]),\n",
              " ('कंकालिनी', [0.0, 0.0, 1.0]),\n",
              " ('कालिका', [0.9986948114978654, 4.134904258641372e-06, 0.001301053597875905]),\n",
              " ('श्यामा',\n",
              "  [0.9986909530618262, 4.118800957562882e-06, 0.0013049281372162177]),\n",
              " ('मुक्तकेशी', [0.0, 0.0, 1.0]),\n",
              " ('काल-रात्रि', [0.0, 0.0, 1.0]),\n",
              " ('कालिया नाग', [0.0, 0.0, 1.0]),\n",
              " ('रेवती', [0.0, 0.0, 1.0]),\n",
              " ('काली नाग', [0.0, 0.0, 1.0]),\n",
              " ('कालिया', [0.0, 0.0, 1.0]),\n",
              " ('काली नदी', [0.0, 0.0, 1.0]),\n",
              " ('कालिका देवी', [0.0, 0.0, 1.0]),\n",
              " ('चंडकाली', [0.0, 0.0, 1.0]),\n",
              " ('उदारवादी', [0.922077922077922, 0.0, 0.07792207792207792]),\n",
              " ('पुरोगामी', [0.9988468632300008, 0.0, 0.0011531367699991744]),\n",
              " ('उदारतावादी', [0.9265905383360522, 0.0, 0.0734094616639478]),\n",
              " ('औदार्यवादी', [0.9311475409836065, 0.0, 0.06885245901639345]),\n",
              " ('उदार', [0.9985627025140861, 4.074412494613824e-06, 0.0014332230734193361]),\n",
              " ('उदारमनस्क', [0.922077922077922, 0.0, 0.07792207792207792]),\n",
              " ('साहसिक', [0.0, 0.0, 1.0]),\n",
              " ('साहसपूर्ण', [0.0, 0.0, 1.0]),\n",
              " ('सामान्य',\n",
              "  [0.9977547072156306, 4.172026947428345e-06, 0.002241120757421879]),\n",
              " ('नार्मल', [0.0, 0.0, 1.0]),\n",
              " ('औसत', [0.9986895877585543, 4.109635728640222e-06, 0.0013063026057170061]),\n",
              " ('आम', [0.997754707215796, 4.172026954740494e-06, 0.002241120757249294]),\n",
              " ('सार्वत्रिक', [0.0, 0.0, 1.0]),\n",
              " ('सार्वजनिक',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('सामूहिक', [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('अविशेष',\n",
              "  [0.9986904152937199, 4.109382307322877e-06, 0.0013054753239727331]),\n",
              " ('सर्व-सामान्य',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('सार्वजन्य',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('सर्व सामान्य',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('सिम्पल', [0.9855671175351153, 0.0, 0.014432882464884753]),\n",
              " ('सिंपल', [0.9855679183788224, 0.0, 0.014432081621177562]),\n",
              " ('मामूली', [0.9986925976192509, 4.415325564905133e-06, 0.001302987055184174]),\n",
              " ('इतर', [0.9986895780090153, 4.109632551693585e-06, 0.0013063123584330261]),\n",
              " ('सादा', [0.9855792136787656, 0.0, 0.01442078632123444]),\n",
              " ('अविशिष्ट',\n",
              "  [0.9986895884440804, 4.109635949157799e-06, 0.0013063019199704843]),\n",
              " ('मध्यम', [0.998522100659706, 4.102866128827965e-06, 0.0014737964741651038]),\n",
              " ('सार्वजनीन',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('कामचलाऊ',\n",
              "  [0.9986895885650267, 4.109635988072132e-06, 0.001306301798985227]),\n",
              " ('सामुदायिक',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('सर्वसामान्य',\n",
              "  [0.99775470721563, 4.172026947428396e-06, 0.0022411207574226464]),\n",
              " ('साधारण', [0.9986895887262885, 4.10963603995791e-06, 0.0013063016376715472]),\n",
              " ('खोज', [0.0, 0.0, 1.0]),\n",
              " ('शोध', [0.0, 0.0, 1.0]),\n",
              " ('अन्वेषण', [0.0, 0.0, 1.0]),\n",
              " ('अनुसंधान',\n",
              "  [0.99622401090648, 4.288049582029829e-06, 0.0037717010439379402]),\n",
              " ('गवेषणा', [0.0, 0.0, 1.0]),\n",
              " ('टोह', [0.9986926451400603, 4.101833649181808e-06, 0.0013032530262905386]),\n",
              " ('अन्वीक्षण', [0.0, 0.0, 1.0]),\n",
              " ('जुस्तजू', [0.0, 0.0, 1.0]),\n",
              " ('पता', [0.9986926451394622, 4.1018337983858416e-06, 0.0013032530267394523]),\n",
              " ('रिसर्च', [0.0, 0.0, 1.0]),\n",
              " ('फ़िराक़',\n",
              "  [0.9986933723261093, 4.1017006920581704e-06, 0.001302525973198565]),\n",
              " ('हेर', [0.31855764178856844, 0.5455299615629234, 0.13591239664850815]),\n",
              " ('फिराक',\n",
              "  [0.9986933723261094, 4.1017006920581704e-06, 0.0013025259731985215]),\n",
              " ('अनुसन्धान', [0.0, 0.0, 1.0]),\n",
              " ('तलब', [0.0, 0.0, 1.0]),\n",
              " ('संधान', [0.9994944556238894, 0.0, 0.0005055443761106486]),\n",
              " ('खोज-बीन', [0.0, 0.0, 1.0]),\n",
              " ('अन्वेषणा', [0.0, 0.0, 1.0]),\n",
              " ('तलाश', [0.0, 0.0, 1.0]),\n",
              " ('शोधकार्य', [0.0, 0.0, 1.0]),\n",
              " ('पर्योष्टि', [0.0, 0.0, 1.0]),\n",
              " ('धोखा', [0.9986929040194175, 4.101566837594438e-06, 0.0013029944137449541]),\n",
              " ('प्रतिभास',\n",
              "  [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('बिजूका', [0.5656108597285068, 0.4343891402714932, 0.0]),\n",
              " ('मक्कारी',\n",
              "  [0.9986928928314536, 4.101567984594878e-06, 0.001303005600561783]),\n",
              " ('भ्रम', [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('विपर्यय',\n",
              "  [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('धोखेबाज़ी',\n",
              "  [0.998692892831463, 4.101567984457361e-06, 0.001303005600552523]),\n",
              " ('शुबहा', [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('भ्रान्ति',\n",
              "  [0.9986929031046308, 4.101566905938388e-06, 0.0013029953284632724]),\n",
              " ('भ्रांति',\n",
              "  [0.9986929031046308, 4.101566905938388e-06, 0.0013029953284632724]),\n",
              " ('विभ्रम',\n",
              "  [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('छल', [0.998692892831463, 4.101567984457361e-06, 0.001303005600552523]),\n",
              " ('धोखेबाजी', [0.998692892831463, 4.10156798445736e-06, 0.001303005600552523]),\n",
              " ('छलावा', [0.998692892831463, 4.10156798445736e-06, 0.001303005600552523]),\n",
              " ('कूटता', [0.998692892831463, 4.101567984457361e-06, 0.001303005600552523]),\n",
              " ('फर्जीवाड़ा',\n",
              "  [0.998692892831463, 4.101567984457357e-06, 0.001303005600552523]),\n",
              " ('भरम', [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('ठगी', [0.998692892831463, 4.101567984461492e-06, 0.001303005600552523]),\n",
              " ('वहम', [0.9986929040201316, 4.101566837521232e-06, 0.0013029944130308836]),\n",
              " ('चार सौ बीसी',\n",
              "  [0.998692892831463, 4.101567984457345e-06, 0.001303005600552523]),\n",
              " ('बिजूखा', [0.5668934240362812, 0.4331065759637188, 0.0]),\n",
              " ('दोष', [0.9934571872818062, 4.495991084867673e-06, 0.00653831672710888]),\n",
              " ('ख़ामी', [0.9934571872818064, 4.495991082718972e-06, 0.006538316727110844]),\n",
              " ('पाष्मा',\n",
              "  [0.9898544723472855, 1.8382615018307614e-05, 0.010127145037696126]),\n",
              " ('गड़बड़ी', [0.9119300688606006, 0.08806993113939945, 0.0]),\n",
              " ('ख़राबी',\n",
              "  [0.9934571872818063, 4.4959910828731794e-06, 0.006538316727110833]),\n",
              " ('विद्रूपता', [0.9116537621600159, 0.08834623783998412, 0.0]),\n",
              " ('त्रुटि',\n",
              "  [0.9979668239453934, 4.156977061130077e-06, 0.0020290190775455047]),\n",
              " ('दुर्गुण', [0.9934571872818064, 4.49599108270642e-06, 0.006538316727110845]),\n",
              " ('कसूर', [0.9999007559597434, 1.949596198305542e-05, 7.974807827362216e-05]),\n",
              " ('क़सूर',\n",
              "  [0.9999007565680382, 1.9495353639625388e-05, 7.974807832213732e-05]),\n",
              " ('कमी', [0.995038986178511, 4.375235099608729e-06, 0.004956638586389338]),\n",
              " ('क़ुसूर',\n",
              "  [0.9999007577846281, 1.949413695276309e-05, 7.974807841916765e-05]),\n",
              " ('खराबी', [0.9934571872817939, 4.495991096283871e-06, 0.006538316727109841]),\n",
              " ('ऐब', [0.9934571872818065, 4.49599108261004e-06, 0.006538316727110852]),\n",
              " ('गुनाहगारी',\n",
              "  [0.9999007602178077, 1.9491703579029622e-05, 7.974807861322831e-05]),\n",
              " ('खोट', [0.9934571872818063, 4.49599108271942e-06, 0.006538316727110958]),\n",
              " ('कुसूर',\n",
              "  [0.9979668239457821, 4.1569770641207395e-06, 0.0020290190771537716]),\n",
              " ('खामी', [0.9934571872818069, 4.4959910822819e-06, 0.006538316727110876]),\n",
              " ('अपराध', [0.9986908406719944, 4.105719926651703e-06, 0.0013050536080789347]),\n",
              " ('गुनाह', [0.9986908406719944, 4.105719926615821e-06, 0.0013050536080789349]),\n",
              " ('विकार', [0.9117479843342469, 0.08825201566575315, 0.0]),\n",
              " ('बुराई', [0.9962727750982786, 4.280805005916272e-06, 0.003722944096715477]),\n",
              " ('गड़बड़', [0.9119313533593102, 0.08806864664068986, 0.0]),\n",
              " ('विकृति',\n",
              "  [0.9986929076959862, 4.101566874852939e-06, 0.0013029907371389386]),\n",
              " ('जुर्म',\n",
              "  [0.9999008648175263, 1.9387073781102222e-05, 7.974810869264241e-05]),\n",
              " ('उल्लू', [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('घुघुआ', [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('घूघ', [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('घुग्घू', [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('निशाट', [0.9986930520282961, 4.1018039628523235e-06, 0.001302846167741099]),\n",
              " ('चुग़द', [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('रूपनाशन',\n",
              "  [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('उलूक', [0.9986930520282961, 4.101803962852301e-06, 0.001302846167741099]),\n",
              " ('पेचा', [0.9986930520282961, 4.1018039628523e-06, 0.001302846167741099]),\n",
              " ('लक्ष्मी वाहन',\n",
              "  [0.9986930520282961, 4.101803962852299e-06, 0.001302846167741099]),\n",
              " ('अचंभव', [0.9942724819826984, 0.005727518017301645, 0.0]),\n",
              " ('ताज़्जुब', [0.99427248276945, 0.005727517230549987, 0.0]),\n",
              " ('हैरत', [0.9942724828013234, 0.005727517198676562, 0.0]),\n",
              " ('विस्मय', [0.9942724828651647, 0.005727517134835343, 0.0]),\n",
              " ('अचंभा', [0.994272482216706, 0.005727517783293929, 0.0]),\n",
              " ('अचम्भा', [0.9942724824682118, 0.005727517531788258, 0.0]),\n",
              " ('आश्चर्य', [0.9942724837723583, 0.005727516227641723, 0.0]),\n",
              " ('अचरज', [0.9942724848407842, 0.005727515159215738, 0.0]),\n",
              " ('ताज्जुब', [0.9942724870854603, 0.005727512914539684, 0.0]),\n",
              " ('शोर', [0.9986934086365248, 4.110397294951523e-06, 0.001302480966180318]),\n",
              " ('शोरशराबा',\n",
              "  [0.9986934086365248, 4.110397294951519e-06, 0.001302480966180318]),\n",
              " ('शोर-गुल',\n",
              "  [0.9986934086365248, 4.110397294951515e-06, 0.001302480966180318]),\n",
              " ('शोर शराबा',\n",
              "  [0.9986934086365248, 4.110397294951505e-06, 0.001302480966180318]),\n",
              " ('हो-हल्ला',\n",
              "  [0.9986934086365239, 4.110397294758154e-06, 0.0013024809661813812]),\n",
              " ('हल्ला-गुल्ला',\n",
              "  [0.9986934086365248, 4.110397294951452e-06, 0.001302480966180318]),\n",
              " ('हल्लागुल्ला',\n",
              "  [0.9986934086365248, 4.11039729495138e-06, 0.001302480966180318]),\n",
              " ('शोरगुल', [0.9986934086365248, 4.110397294951236e-06, 0.001302480966180318]),\n",
              " ('शोर गुल', [0.9986934086365248, 4.11039729495095e-06, 0.001302480966180318]),\n",
              " ('शोर-शराबा',\n",
              "  [0.9986934086365248, 4.110397294950375e-06, 0.001302480966180318]),\n",
              " ('दुखी', [0.9986937060440373, 4.600531849024477e-06, 0.0013016934241136659]),\n",
              " ('पीड़ित',\n",
              "  [0.9986937043945974, 4.602253845070064e-06, 0.0013016933515576138]),\n",
              " ('आपद्ग्रस्त',\n",
              "  [0.9986937060442431, 4.600531642965055e-06, 0.0013016934241139341]),\n",
              " ('दुखिया',\n",
              "  [0.9986937060444488, 4.600531436905633e-06, 0.0013016934241142023]),\n",
              " ('दुःखी', [0.9986937060448605, 4.600531024786788e-06, 0.0013016934241147386]),\n",
              " ('दुखित', [0.9986937060456836, 4.600530200549099e-06, 0.0013016934241158115]),\n",
              " ('विषादग्रस्त',\n",
              "  [0.99869370604733, 4.600528552073722e-06, 0.0013016934241179574]),\n",
              " ('दुखियारा',\n",
              "  [0.9986937060506226, 4.600525255122966e-06, 0.001301693424122249]),\n",
              " ('खिन्न',\n",
              "  [0.9986758176448187, 4.1025395606744835e-06, 0.0013200798156205913]),\n",
              " ('व्यथित',\n",
              "  [0.9986937044685792, 4.602179766712034e-06, 0.0013016933516540416]),\n",
              " ('निष्प्राण', [0.0, 1.0, 0.0]),\n",
              " ('निर्जीव',\n",
              "  [0.986128230951579, 2.4237300756851655e-06, 0.013869345318345364]),\n",
              " ('अजीव', [0.9861282321454821, 2.4225193810386412e-06, 0.013869345335136948]),\n",
              " ('जीवनहीन', [0.0, 1.0, 0.0]),\n",
              " ('अप्राणी', [0.0, 1.0, 0.0]),\n",
              " ('अजीवित', [0.0, 1.0, 0.0]),\n",
              " ('बेजान', [0.0, 1.0, 0.0]),\n",
              " ('अप्राण', [0.0, 1.0, 0.0]),\n",
              " ('अचेतन', [0.9870121975462262, 2.583802078629998e-06, 0.012985218651695246]),\n",
              " ('उदास', [0.9986758175472903, 4.102537874511062e-06, 0.0013200799148351831]),\n",
              " ('अन्यमन',\n",
              "  [0.9986758175472903, 4.102537874499869e-06, 0.0013200799148351831]),\n",
              " ('अप्रसन्न',\n",
              "  [0.9986933456510375, 4.371811167390253e-06, 0.0013022825377951041]),\n",
              " ('म्लान', [0.998675862243178, 4.103124779441418e-06, 0.0013200346320425677]),\n",
              " ('कुपित', [0.9986933453548713, 4.372108110230648e-06, 0.0013022825370185016]),\n",
              " ('ख़फ़ा', [0.9986933456581549, 4.3718040407306655e-06, 0.001302282537804385]),\n",
              " ('ग़मगीन',\n",
              "  [0.9986758175472904, 4.102537874443908e-06, 0.0013200799148351831]),\n",
              " ('नाराज', [0.9986933456676447, 4.371794538517882e-06, 0.0013022825378167598]),\n",
              " ('खफा', [0.9986933456866244, 4.371775534092316e-06, 0.001302282537841509]),\n",
              " ('नाख़ुश', [0.9986933457245838, 4.37173752524118e-06, 0.0013022825378910074]),\n",
              " ('गमगीन', [0.9986758175472904, 4.102537874376754e-06, 0.0013200799148351833]),\n",
              " ('अनमन', [0.9986758175466738, 4.1025384917685995e-06, 0.0013200799148344107]),\n",
              " ('रूठा', [0.9986933458005025, 4.3716615075388995e-06, 0.0013022825379900044]),\n",
              " ('अन्यमनस्क',\n",
              "  [0.9986758175472892, 4.102537875585516e-06, 0.0013200799148351816]),\n",
              " ('रुष्ट', [0.9986933459523398, 4.371509472134304e-06, 0.0013022825381879984]),\n",
              " ('अनकना', [0.9986758175472914, 4.102537873436607e-06, 0.0013200799148351844]),\n",
              " ('अनमना', [0.9986758175466757, 4.102538489888303e-06, 0.0013200799148344131]),\n",
              " ('नाराज़',\n",
              "  [0.9986933462560147, 4.3712054013249745e-06, 0.001302282538583986]),\n",
              " ('मायावी', [0.0, 1.0, 0.0]),\n",
              " ('इन्द्रजाली', [0.0, 1.0, 0.0]),\n",
              " ('बाजीगर', [0.0, 1.0, 0.0]),\n",
              " ('शौभिक', [0.0, 1.0, 0.0]),\n",
              " ('बाज़ीगर', [0.0, 1.0, 0.0]),\n",
              " ('बट्टेबाज़', [0.0, 1.0, 0.0]),\n",
              " ('इंद्रजाली', [0.0, 1.0, 0.0]),\n",
              " ('इंद्रजालिक', [0.0, 1.0, 0.0]),\n",
              " ('इन्द्रजालिक', [0.0, 1.0, 0.0]),\n",
              " ('बट्टेबाज', [0.0, 1.0, 0.0]),\n",
              " ('ऐंद्रजालिक', [0.0, 1.0, 0.0]),\n",
              " ('जादूगर', [0.0, 1.0, 0.0]),\n",
              " ('परेशान', [0.0, 0.9991680532445923, 0.0008319467554076539]),\n",
              " ('हैरान', [0.0, 0.9991678801747451, 0.0008321198252548367]),\n",
              " ('उद्विग्न',\n",
              "  [0.9986935458419947, 4.140711482139215e-06, 0.0013023134465231655]),\n",
              " ('हिरासाँ', [0.0, 0.9991673605328892, 0.0008326394671107411]),\n",
              " ('हलकान', [0.0, 0.9991666666666666, 0.0008333333333333334]),\n",
              " ('आजिज़', [0.0, 0.9991652754590985, 0.0008347245409015025]),\n",
              " ('तंग', [0.998693424666001, 4.119011521761808e-06, 0.0013024563224772565]),\n",
              " ('बेचैन', [0.9986935444798568, 4.142074333839261e-06, 0.0013023134458093658]),\n",
              " ('व्यग्र', [0.0, 0.9991451164778798, 0.0008548835221201111]),\n",
              " ('आजिज', [0.0, 0.9991208791208791, 0.0008791208791208791]),\n",
              " ('दुर्लभ', [0.9988583650052747, 0.0011416349947253573, 0.0]),\n",
              " ('न्यारा', [0.9986499880111909, 4.108564096948311e-06, 0.001345903424712197]),\n",
              " ('अलभ्य', [0.9862102717002837, 2.8861972034663604e-06, 0.01378684210251281]),\n",
              " ('बेमिसाल',\n",
              "  [0.9986499880111909, 4.108564096936165e-06, 0.0013459034247121976]),\n",
              " ('बेजोड़',\n",
              "  [0.9986499880111909, 4.108564096911873e-06, 0.0013459034247121989]),\n",
              " ('अद्वितीय',\n",
              "  [0.998649988011191, 4.1085640968632885e-06, 0.0013459034247122012]),\n",
              " ('कोई-कोई', [0.0, 1.0, 0.0]),\n",
              " ('बिरला', [0.0, 1.0, 0.0]),\n",
              " ('असुलभ', [0.9990749306197965, 0.0009250693802035153, 0.0]),\n",
              " ('विरला', [0.0, 1.0, 0.0]),\n",
              " ('नेमत', [0.9990749306197965, 0.0009250693802035153, 0.0]),\n",
              " ('अप्राप्य',\n",
              "  [0.994887456515062, 0.004380624179041404, 0.0007319193058965249]),\n",
              " ('निराला', [0.998649988011191, 4.10856409676612e-06, 0.001345903424712206]),\n",
              " ('नियामत', [0.9990749306197965, 0.0009250693802035153, 0.0]),\n",
              " ('लाजवाब',\n",
              "  [0.9986499880111798, 4.1085641086206504e-06, 0.0013459034247116156]),\n",
              " ('अनुपम', [0.9986499880111915, 4.108564096183111e-06, 0.001345903424712235]),\n",
              " ('दुष्प्राप्य', [0.9990749306197965, 0.0009250693802035153, 0.0]),\n",
              " ('अतुलनीय',\n",
              "  [0.9986499880111864, 4.108564101624534e-06, 0.001345903424711964]),\n",
              " ('असाधारण',\n",
              "  [0.9986499885645963, 4.1085692935526156e-06, 0.001345902866110116]),\n",
              " ('इक्का-दुक्का', [0.0, 1.0, 0.0]),\n",
              " ('बेताब', [0.9986933448075223, 4.128989683501645e-06, 0.001302526202794197]),\n",
              " ('विकल', [0.9986935444807874, 4.142073402076206e-06, 0.0013023134458105795]),\n",
              " ('कातर', [0.9986918582374711, 4.128557559399794e-06, 0.0013040132049694766]),\n",
              " ('बेसब्र',\n",
              "  [0.9986933447533906, 4.129043836408722e-06, 0.0013025262027730816]),\n",
              " ('व्याकुल',\n",
              "  [0.998693344808626, 4.128988578340272e-06, 0.0013025262027956364]),\n",
              " ('आतुर', [0.9986933447986555, 4.128998524792477e-06, 0.0013025262028197463]),\n",
              " ('बेकल', [0.9986933448119413, 4.12898526285617e-06, 0.0013025262027958366]),\n",
              " ('आकुल', [0.9986933442684036, 4.1295290022493716e-06, 0.0013025262025941598]),\n",
              " ('अधीर', [0.9986933409808596, 4.1328182337483485e-06, 0.0013025262009067045]),\n",
              " ('उथला', [0.0, 1.0, 0.0]),\n",
              " ('सतही', [0.9996786347740109, 0.0002611629981053499, 6.0202227883779884e-05]),\n",
              " ('छिछला', [0.0, 1.0, 0.0]),\n",
              " ('थाहरा', [0.0, 1.0, 0.0]),\n",
              " ('अविश्वसनीय', [0.0, 1.0, 0.0]),\n",
              " ('अविश्वस्त', [0.0, 1.0, 0.0]),\n",
              " ('अप्रत्यय', [0.0, 1.0, 0.0]),\n",
              " ('अविश्वासपात्र', [0.0, 1.0, 0.0]),\n",
              " ('अविश्वासी', [0.0, 1.0, 0.0]),\n",
              " ('हाथ का झूठा', [0.0, 1.0, 0.0]),\n",
              " ('हिंसा', [0.0, 1.0, 0.0]),\n",
              " ('अवलेप', [0.998692045670469, 4.150058148539934e-06, 0.0013038042713824675]),\n",
              " ('तोश', [0.0, 1.0, 0.0]),\n",
              " ('शार', [0.9986913101107606, 4.13185799248079e-06, 0.001304558031246865]),\n",
              " ('रेष', [0.0, 1.0, 0.0]),\n",
              " ('अभिशस्ति', [0.024251069900142655, 0.9757489300998573, 0.0]),\n",
              " ('अपघात', [0.0, 1.0, 0.0]),\n",
              " ('शैतान', [0.0, 0.9990820424555364, 0.0009179575444635686]),\n",
              " ('उत्पाती',\n",
              "  [0.9934818537993104, 4.491315237009141e-06, 0.006513654885452566]),\n",
              " ('शरारती', [0.0, 0.9990815154994259, 0.0009184845005740528]),\n",
              " ('मस्तीख़ोर', [0.0, 0.9993992189846801, 0.0006007810153199159]),\n",
              " ('बदमाश', [0.9934818537964288, 4.491315252969905e-06, 0.006513654888318209]),\n",
              " ('खुराफ़ाती',\n",
              "  [0.9934818537993104, 4.491315237008481e-06, 0.006513654885452566]),\n",
              " ('इबलीस', [0.0, 1.0, 0.0]),\n",
              " ('मस्तीखोर', [0.0, 0.9993979530403372, 0.0006020469596628537]),\n",
              " ('इलीस', [0.0, 1.0, 0.0]),\n",
              " ('नटखट', [0.9986933351338697, 4.13866811329008e-06, 0.0013025261980170063]),\n",
              " ('जोधा', [0.9861866126358734, 5.308803338417835e-07, 0.013812856483792742]),\n",
              " ('संग्रामी',\n",
              "  [0.9861541833219833, 5.029178713022029e-07, 0.013845313760145351]),\n",
              " ('शस्त्रजीवी',\n",
              "  [0.9861541833202527, 5.02917871365063e-07, 0.013845313761875883]),\n",
              " ('आयुधी', [0.9861541833193874, 5.02917871396493e-07, 0.01384531376274115]),\n",
              " ('सिपाही', [0.986186714333475, 5.338571377725066e-07, 0.013812751809387222]),\n",
              " ('योधा', [0.9861866126292114, 5.308803340978203e-07, 0.013812856490454509]),\n",
              " ('रंगीन', [0.9956721886239884, 1.1878938148480357e-05, 0.004315932437863135]),\n",
              " ('स्वच्छन्द',\n",
              "  [0.9986935025465423, 4.108945110051687e-06, 0.0013023885083476637]),\n",
              " ('रसिक', [0.9999600471776244, 0.0, 3.995282237557817e-05]),\n",
              " ('स्वेच्छाचारी',\n",
              "  [0.9986935025465422, 4.108945110051747e-06, 0.0013023885083476826]),\n",
              " ('मनचला', [0.9999600468450741, 0.0, 3.995315492584944e-05]),\n",
              " ('यथेच्छाचारी',\n",
              "  [0.9986935025475069, 4.10894511068304e-06, 0.0013023885073824167]),\n",
              " ('अन्यव्रत',\n",
              "  [0.9986935025475068, 4.108945110683279e-06, 0.0013023885073824926]),\n",
              " ('रसिकमिजाज', [0.999960046179957, 0.0, 3.99538200430003e-05]),\n",
              " ('स्वच्छंद',\n",
              "  [0.998693502546542, 4.108945110052585e-06, 0.0013023885083479482]),\n",
              " ('अप्रतिबंधित',\n",
              "  [0.9986935025315993, 4.1089451020713186e-06, 0.0013023885232986178]),\n",
              " ('रंगीला',\n",
              "  [0.9986964022786096, 3.7531087432621984e-06, 0.0012998446126471811]),\n",
              " ('निरंकुश',\n",
              "  [0.9986935025475058, 4.1089451106866304e-06, 0.001302388507383555]),\n",
              " ('मनमौजी',\n",
              "  [0.9986935025475046, 4.1089451106904616e-06, 0.0013023885073847692]),\n",
              " ('यथाचारी',\n",
              "  [0.9986935025475021, 4.108945110698123e-06, 0.0013023885073871976]),\n",
              " ('रसिया', [0.999960042188789, 0.0, 3.995781121099639e-05]),\n",
              " ('बेलगाम',\n",
              "  [0.9986935025479035, 4.108945109435897e-06, 0.0013023885069871172]),\n",
              " ('रसिकमिज़ाज', [0.9999600368659911, 0.0, 3.9963134008876814e-05]),\n",
              " ('रसवंत', [0.9999581472004163, 0.0, 4.185279958364054e-05]),\n",
              " ('रँगीला',\n",
              "  [0.9986964022074456, 3.753108948145935e-06, 0.0012998446836062284]),\n",
              " ('उदारचित्त', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('उदारचरित', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('जज्बाती', [1.0, 0.0, 0.0]),\n",
              " ('जज़बाती', [1.0, 0.0, 0.0]),\n",
              " ('दिलदरिया', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('जज़्बाती', [1.0, 0.0, 0.0]),\n",
              " ('दरियादिल',\n",
              "  [0.9985627025140891, 4.074412494614296e-06, 0.0014332230734163509]),\n",
              " ('दिलदार', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('उदारमना', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('विशालहृदय', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('जजबाती', [1.0, 0.0, 0.0]),\n",
              " ('भावुक', [1.0, 0.0, 0.0]),\n",
              " ('उदारचेता', [0.9776247848537005, 0.0, 0.022375215146299483]),\n",
              " ('ख़ुराफ़ाती',\n",
              "  [0.9986909577596671, 4.103272525333132e-06, 0.001304938967807572]),\n",
              " ('झमेलिया',\n",
              "  [0.9986909577596804, 4.103272525291401e-06, 0.0013049389677943007]),\n",
              " ('खटपटिया',\n",
              "  [0.9986909577664648, 4.103272504025288e-06, 0.0013049389610311673]),\n",
              " ('झगड़ालू',\n",
              "  [0.9986909565803818, 4.103272364836169e-06, 0.001304940147253428]),\n",
              " ('खुराफाती',\n",
              "  [0.9934819093307432, 4.491311099912345e-06, 0.006513599358156851]),\n",
              " ('सैनिक', [0.9938126135161192, 7.106421545267493e-06, 0.006180280062335577]),\n",
              " ('फ़ौज़ी', [0.9938125898897776, 7.106448680915666e-06, 0.006180303661541493]),\n",
              " ('कलहप्रिय',\n",
              "  [0.9986909577596875, 4.103272422446517e-06, 0.0013049389678899898]),\n",
              " ('कलहकारी',\n",
              "  [0.9986909577597054, 4.103272319568248e-06, 0.0013049389679750615]),\n",
              " ('फौजी', [0.9938126557573103, 7.106373029838339e-06, 0.006180237869659895]),\n",
              " ('पलटनिया',\n",
              "  [0.9938125830758149, 7.106456506981112e-06, 0.006180310467678161]),\n",
              " ('कलही', [0.998690957759741, 4.10327211381171e-06, 0.0013049389681452053]),\n",
              " ('फ़ौजी', [0.9938126421296599, 7.1063886816532235e-06, 0.006180251481658403]),\n",
              " ('लड़ाकू',\n",
              "  [0.9986909577596698, 4.103272525324786e-06, 0.0013049389678049179]),\n",
              " ('जुझाऊ', [1.0, 0.0, 0.0]),\n",
              " ('अपलायनशील', [1.0, 0.0, 0.0]),\n",
              " ('डटने वाला', [1.0, 0.0, 0.0]),\n",
              " ('माहिर', [0.9980672081614763, 4.148554644699501e-06, 0.0019286432838789666]),\n",
              " ('सक्रिय',\n",
              "  [0.9987539255175025, 2.3661124785155597e-05, 0.001222413357712296]),\n",
              " ('कर्मदक्ष',\n",
              "  [0.9980672081614529, 4.148554644699141e-06, 0.001928643283902427]),\n",
              " ('तेज', [0.9986929077571274, 4.101566558019794e-06, 0.0013029906763145913]),\n",
              " ('प्रवीण',\n",
              "  [0.9980672081614763, 4.148554644699501e-06, 0.0019286432838789666]),\n",
              " ('स्फूर्तिपूर्ण',\n",
              "  [0.9987543204697155, 2.3832853297734288e-05, 0.0012218466769868131]),\n",
              " ('पारंगत',\n",
              "  [0.9980672081614763, 4.148554644699501e-06, 0.0019286432838789666]),\n",
              " ('फुरतीला',\n",
              "  [0.9987547351084597, 2.400682459354188e-05, 0.0012212580669467147]),\n",
              " ('क़ाबिल',\n",
              "  [0.9980672081614762, 4.148554644699428e-06, 0.0019286432838790794]),\n",
              " ('चुस्त', [0.9986934382142938, 4.110495864121212e-06, 0.0013024512898421245]),\n",
              " ('निपुण', [0.9980672081614763, 4.148554644699501e-06, 0.0019286432838789666]),\n",
              " ('अभ्यस्त',\n",
              "  [0.9980672081614763, 4.148554644699501e-06, 0.0019286432838789666]),\n",
              " ('अशिथिल',\n",
              "  [0.9987576041553269, 2.4857860037477263e-05, 0.0012175379846356364]),\n",
              " ('दक्ष', [0.9980672081614763, 4.148554644699501e-06, 0.0019286432838789666]),\n",
              " ('कुशल', [0.9980672081614529, 4.148554644699117e-06, 0.0019286432839024164]),\n",
              " ('फुर्तीला',\n",
              "  [0.998761776849559, 2.62099832999054e-05, 0.0012120131671410801]),\n",
              " ('तेज़', [0.9986931437456655, 4.103565963183402e-06, 0.0013027526883712874]),\n",
              " ('स्फूर्तियुक्त',\n",
              "  [0.9988070173923503, 4.092489211044677e-05, 0.0011520577155392435]),\n",
              " ('अर्थयुक्त', [1.0, 0.0, 0.0]),\n",
              " ('अन्वर्थ', [1.0, 0.0, 0.0]),\n",
              " ('अर्थपूर्ण', [1.0, 0.0, 0.0]),\n",
              " ('अव्यर्थ', [1.0, 0.0, 0.0]),\n",
              " ('सफ़ल', [1.0, 0.0, 0.0]),\n",
              " ('चरितार्थ', [1.0, 0.0, 0.0]),\n",
              " ('सफल', [1.0, 0.0, 0.0]),\n",
              " ('प्रह्लादित', [1.0, 0.0, 0.0]),\n",
              " ('मनोरंजित', [1.0, 0.0, 0.0]),\n",
              " ('विनोदित', [1.0, 0.0, 0.0]),\n",
              " ('रोमहर्षित', [1.0, 0.0, 0.0]),\n",
              " ('रोमांचित', [1.0, 0.0, 0.0]),\n",
              " ('अभिपन्न', [0.9921575779682655, 0.007842422031734452, 0.0]),\n",
              " ('ओतप्रोत', [0.9921269453768691, 0.007873054623130912, 0.0]),\n",
              " ('ओत-प्रोत', [0.9920649566340654, 0.007935043365934674, 0.0]),\n",
              " ('अभिप्लुत', [0.9919380038747578, 0.008061996125242173, 0.0]),\n",
              " ('सराबोर', [0.9958183409510843, 0.0041816590489156865, 0.0]),\n",
              " ('ओत प्रोत', [0.991081921880401, 0.008918078119599031, 0.0]),\n",
              " ('शराबोर', [0.9896110171539019, 0.01038898284609809, 0.0]),\n",
              " ('अभिभूत', [0.9767682965466873, 0.023227802339370635, 3.901113942056712e-06]),\n",
              " ('सुखद लगना', [1.0, 0.0, 0.0]),\n",
              " ('नीक लगना', [1.0, 0.0, 0.0]),\n",
              " ('अच्छा लगना', [0.005787656966017973, 0.0, 0.994212343033982]),\n",
              " ('भली भाँति', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('बुरी तरह', [1.0, 0.0, 0.0]),\n",
              " ('ठीक से', [1.0, 0.0, 0.0]),\n",
              " ('बुरी तरह से', [1.0, 0.0, 0.0]),\n",
              " ('भली-भांति', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('भली-भाँति', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('भलीभांति', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('बुरा', [0.9986929075779568, 4.1015669112222875e-06, 0.0013029908551319823]),\n",
              " ('भली भांति', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('भलीभाँति', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('सर्वतोभाव', [0.9864050715335333, 0.0, 0.013594928466466696]),\n",
              " ('चुना हुआ',\n",
              "  [0.9995892307619109, 0.00013533709774880484, 0.00027543214034034106]),\n",
              " ('चुना', [0.9995892305990427, 0.0001353371514093633, 0.00027543224954796204]),\n",
              " ('इनागिना',\n",
              "  [0.999589220012334, 0.00013534063943694064, 0.00027543934822908624]),\n",
              " ('चुना-चुनाया',\n",
              "  [0.9995892301104373, 0.000135337312391294, 0.00027543257717134445]),\n",
              " ('वरित', [0.9995892294589618, 0.00013533752703446403, 0.0002754330140037334]),\n",
              " ('चयन कृत',\n",
              "  [0.9995892281560045, 0.0001353379563228466, 0.00027543388767266823]),\n",
              " ('चयित', [0.999589225550065, 0.00013533881490778192, 0.00027543563502716554]),\n",
              " ('चयनित',\n",
              "  [0.999589220338087, 0.00013534053211033424, 0.00027543912980267245]),\n",
              " ('सही सलामत', [1.0, 0.0, 0.0]),\n",
              " ('ठीक-ठाक से', [1.0, 0.0, 0.0]),\n",
              " ('कुशलतापूर्वक', [1.0, 0.0, 0.0]),\n",
              " ('सकुशल', [1.0, 0.0, 0.0]),\n",
              " ('कुशलपूर्वक', [1.0, 0.0, 0.0]),\n",
              " ('सलामत', [1.0, 0.0, 0.0]),\n",
              " ('सही-सलामत', [1.0, 0.0, 0.0]),\n",
              " ('शीर्ष-बिन्दु', [1.0, 0.0, 0.0]),\n",
              " ('शीर्षबिन्दु', [1.0, 0.0, 0.0]),\n",
              " ('गंगा', [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('खंड', [0.9976400486130812, 0.0002829058917711669, 0.0020770454951475857]),\n",
              " ('अंग', [0.9932769971071047, 4.524384050348835e-06, 0.006718478508844997]),\n",
              " ('धौ', [0.9986933716070356, 4.101707600244689e-06, 0.0013025266853641474]),\n",
              " ('मंदाकिनी',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('आँगुल', [1.0, 0.0, 0.0]),\n",
              " ('अँगुरिया', [1.0, 0.0, 0.0]),\n",
              " ('नभ्य', [1.0, 0.0, 0.0]),\n",
              " ('सुरनदी',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('बिस्वांसी', [1.0, 0.0, 0.0]),\n",
              " ('जाह्नवी',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('भार', [1.0, 0.0, 0.0]),\n",
              " ('वित्त', [0.9979663162712601, 4.156154458408551e-06, 0.0020295275742815136]),\n",
              " ('स्फुर्लिंग', [1.0, 0.0, 0.0]),\n",
              " ('वैभव', [0.9979663162712601, 4.156154458408551e-06, 0.0020295275742815136]),\n",
              " ('सुरसरि',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('केन्द्र',\n",
              "  [0.9845885842511124, 6.181448665886287e-09, 0.015411409567438937]),\n",
              " ('पतिंगा', [0.9986933698954862, 4.102327511860622e-06, 0.00130252777700199]),\n",
              " ('धरा', [0.9986929076844738, 4.101567405486798e-06, 0.0013029907481207146]),\n",
              " ('अंगुल', [1.0, 0.0, 0.0]),\n",
              " ('अर्थ', [0.9979665550721598, 4.15613651841069e-06, 0.002029288791321765]),\n",
              " ('धुरा', [1.0, 0.0, 0.0]),\n",
              " ('ठोस', [0.9986934349713754, 4.108652776650011e-06, 0.0013024563758479014]),\n",
              " ('उंगली', [1.0, 0.0, 0.0]),\n",
              " ('विभव', [0.9979663162712601, 4.156154458408551e-06, 0.0020295275742815136]),\n",
              " ('ज़बरदस्त',\n",
              "  [0.9986934349711267, 4.108653299314855e-06, 0.0013024563755739307]),\n",
              " ('खूटी', [1.0, 0.0, 0.0]),\n",
              " ('धरती', [0.9986928441641014, 4.101572155447504e-06, 0.0013030542637431789]),\n",
              " ('जबर्दस्त',\n",
              "  [0.9986934349710815, 4.108653394346355e-06, 0.001302456375524117]),\n",
              " ('शीर्ष', [0.9979046515734304, 4.160786906512877e-06, 0.002091187639662999]),\n",
              " ('जूड़', [1.0, 0.0, 0.0]),\n",
              " ('खण्ड', [0.9976400486130812, 0.00028290589177117157, 0.00207704549514762]),\n",
              " ('उँगली', [1.0, 0.0, 0.0]),\n",
              " ('ऊपरी भाग', [1.0, 0.0, 0.0]),\n",
              " ('चिनगारी', [1.0, 0.0, 0.0]),\n",
              " ('पतंगा', [0.998693369895486, 4.1023275118612996e-06, 0.0013025277770022051]),\n",
              " ('शीर्ष-बिंदु', [1.0, 0.0, 0.0]),\n",
              " ('आँगुरी', [1.0, 0.0, 0.0]),\n",
              " ('जूआ', [0.998693371683395, 4.101707724811828e-06, 0.001302526608880207]),\n",
              " ('मध्य', [0.9984539133048632, 4.100036855356719e-06, 0.0015419866582814005]),\n",
              " ('धन-दौलत',\n",
              "  [0.9979663162712601, 4.156154458408551e-06, 0.0020295275742815136]),\n",
              " ('युग', [0.9986932079391166, 4.101701151491927e-06, 0.0013026903597318192]),\n",
              " ('पक्का', [0.9986908580959983, 4.109097108166233e-06, 0.0013050328068934885]),\n",
              " ('धूर', [0.9986933039088507, 4.10169673875358e-06, 0.0013025943944105422]),\n",
              " ('पैसा', [0.9979663162712601, 4.156154458408551e-06, 0.0020295275742815136]),\n",
              " ('अग्रु', [0.8114115019315207, 0.0, 0.18858849806847938]),\n",
              " ('अक्ष', [0.9669932955131512, 0.0, 0.03300670448684889]),\n",
              " ('जबरजस्त', [0.9986934349708102, 4.108653964545226e-06, 0.00130245637522523]),\n",
              " ('केंद्र', [0.984588583259556, 6.181453279664217e-09, 0.015411410558990674]),\n",
              " ('हिस्सा', [0.997639709626861, 0.00028299563273488746, 0.002077294740404143]),\n",
              " ('बीच', [0.9859153846100419, 0.0, 0.014084615389958121]),\n",
              " ('धुरी', [1.0, 0.0, 0.0]),\n",
              " ('वसुधा', [0.9986929076855361, 4.101567405332116e-06, 0.0013029907470585784]),\n",
              " ('पुरजा', [0.997596554068493, 0.00028207816276663633, 0.0021213677687403833]),\n",
              " ('जुआ', [0.998693371683395, 4.1017077248118376e-06, 0.0013025266088802097]),\n",
              " ('शिरोभाग', [1.0, 0.0, 0.0]),\n",
              " ('चिंगारी', [1.0, 0.0, 0.0]),\n",
              " ('अंश', [0.9976397014282811, 0.0002829983461641918, 0.0020773002255547795]),\n",
              " ('अँगुली', [1.0, 0.0, 0.0]),\n",
              " ('नागदन्त',\n",
              "  [0.9905209938029421, 2.4242214182236836e-05, 0.009454763982875621]),\n",
              " ('धरणि', [0.9986929076855361, 4.101567405332116e-06, 0.0013029907470585784]),\n",
              " ('माची', [1.0, 0.0, 0.0]),\n",
              " ('पृथ्वी',\n",
              "  [0.9986929076855361, 4.101567405332115e-06, 0.0013029907470585784]),\n",
              " ('दौलत', [0.9979663162712645, 4.1561544584082266e-06, 0.002029527574277103]),\n",
              " ('भाग', [0.9986929077576844, 4.101566593101635e-06, 0.0013029906757224647]),\n",
              " ('विभाग', [0.9976397007508344, 0.00028299807008150003, 0.002077301179084111]),\n",
              " ('स्फुलिंग', [1.0, 0.0, 0.0]),\n",
              " ('मन्दाकिनी',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('बोझ', [1.0, 0.0, 0.0]),\n",
              " ('चिन्गारी', [1.0, 0.0, 0.0]),\n",
              " ('भागीरथी',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('घोड़िया',\n",
              "  [0.9976135003866994, 2.914727424480241e-05, 0.0023573523390558264]),\n",
              " ('अग्निकण', [1.0, 0.0, 0.0]),\n",
              " ('मज़बूत',\n",
              "  [0.9986934347630323, 4.108774076786135e-06, 0.0013024564628909214]),\n",
              " ('देवकुल्या',\n",
              "  [0.9986929076857433, 4.101567404991942e-06, 0.0013029907468517627]),\n",
              " ('भू', [0.9986929076855361, 4.101567405332116e-06, 0.0013029907470585784]),\n",
              " ('शीर्ष भाग', [1.0, 0.0, 0.0]),\n",
              " ('टुकड़ा',\n",
              "  [0.9976400564619888, 0.0002829037261266631, 0.0020770398118845376]),\n",
              " ('खूँटी', [1.0, 0.0, 0.0])]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WGZxHoor3o_P",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "97906905-3ccc-4879-f14d-bcee3da3c2d8"
      },
      "source": [
        "final_seed_list[\"पक्का\"]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.9986908580959983, 4.109097108166233e-06, 0.0013050328068934885]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o1W9Ik7QO1v-",
        "outputId": "e3200013-2b0c-407e-def6-5062df9d0277"
      },
      "source": [
        "final_seed_list[\"शरारती\"]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.0, 0.9990815154994259, 0.0009184845005740528]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B9-R6eXfPN0b",
        "outputId": "329133c9-9e81-4797-91c4-cd83f10a13c7"
      },
      "source": [
        "final_seed_list[\"निजी\"]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.0, 0.0, 1.0]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hsjx_aFs4BbN"
      },
      "source": [
        "list(final_seed_list.items())[20000:20200]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ylFnZcb84kRn"
      },
      "source": [
        "# To dump this dictionary in the form of a json file\n",
        "import json\n",
        "\n",
        "with open('hindi.txt', 'w') as file:\n",
        "     file.write(json.dumps(final_seed_list))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yLkE2y_yk3G5"
      },
      "source": [
        "## Validation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YNbQt6DllSb7",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 38
        },
        "outputId": "85026273-cdc8-46db-d2f6-efdcae0e859a"
      },
      "source": [
        "from google.colab import files\n",
        "\n",
        "uploaded = files.upload()\n",
        "\n",
        "for fn in uploaded.keys():\n",
        "  print('User uploaded file \"{name}\" with length {length} bytes'.format(\n",
        "      name=fn, length=len(uploaded[fn])))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-87740505-b833-47c7-bfd5-2a4a364f9797\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-87740505-b833-47c7-bfd5-2a4a364f9797\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xZuQHLR6I9zk"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a-Vj9s_drZY0"
      },
      "source": [
        "data = pd.read_csv(\"HSWN_WN.txt\", delimiter=' ')\n",
        "\n",
        "fields = ['POS_TAG', 'ID', 'POS', 'NEG', 'LIST_OF_WORDS']\n",
        "\n",
        "reference_words_senti_dict = {}\n",
        "for i in data.index:\n",
        "    cur_line_words = data[fields[4]][i].split(',')\n",
        "    # Problem here as when words are repeated, we will only be storing the last value in the dictionary\n",
        "    for word in cur_line_words:\n",
        "        reference_words_senti_dict[word] = (data[fields[2]][i], data[fields[3]][i], (1 - data[fields[2]][i] - data[fields[3]][i]))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F8MW4ofetu5p"
      },
      "source": [
        "Now with the senti wordnet developed and obtained as a dictionary, let us form the senti-wordnet"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3QYsU8ZyrZUu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "43c90a24-048d-4e51-bd43-df9abaa34ac0"
      },
      "source": [
        "confusion_matrix = [[0, 0], [0, 0]]\n",
        "\n",
        "for word in final_seed_list :\n",
        "  maximum_polarity_index_predicted = np.argmax(final_seed_list[word][0:2])\n",
        "  try :\n",
        "    maximum_polarity_index_actual = np.argmax(reference_words_senti_dict[word][0:2])\n",
        "    confusion_matrix[maximum_polarity_index_actual][maximum_polarity_index_predicted] += 1\n",
        "  except :\n",
        "    continue\n",
        "\n",
        "confusion_matrix"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[4008, 48], [1124, 17]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VU9D1b8drZQ2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8fece5d7-fcb6-497c-c33a-8a799dd9f486"
      },
      "source": [
        "accuracy = (confusion_matrix[0][0] + confusion_matrix[1][1]) / np.sum(confusion_matrix)\n",
        "print(accuracy)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.774485279969213\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SVOTk4W_rZMk",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "3c01c82e-c140-445d-d959-faf3bd4fe177"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>POS_TAG</th>\n",
              "      <th>ID</th>\n",
              "      <th>POS</th>\n",
              "      <th>NEG</th>\n",
              "      <th>LIST_OF_WORDS</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>a</td>\n",
              "      <td>10363</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>अनौपचारिक</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>a</td>\n",
              "      <td>2627</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.750</td>\n",
              "      <td>मृत</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>a</td>\n",
              "      <td>11476</td>\n",
              "      <td>0.125</td>\n",
              "      <td>0.000</td>\n",
              "      <td>परवर्ती</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>a</td>\n",
              "      <td>28106</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.375</td>\n",
              "      <td>अच्छा,बढ़िया</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>a</td>\n",
              "      <td>1156</td>\n",
              "      <td>0.875</td>\n",
              "      <td>0.000</td>\n",
              "      <td>सौभाग्यशाली,खुशकिस्मत,खुशनसीब,तक़दीर_वाला,नसीब...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  POS_TAG     ID  ...    NEG                                      LIST_OF_WORDS\n",
              "0       a  10363  ...  0.000                                          अनौपचारिक\n",
              "1       a   2627  ...  0.750                                                मृत\n",
              "2       a  11476  ...  0.000                                            परवर्ती\n",
              "3       a  28106  ...  0.375                                       अच्छा,बढ़िया\n",
              "4       a   1156  ...  0.000  सौभाग्यशाली,खुशकिस्मत,खुशनसीब,तक़दीर_वाला,नसीब...\n",
              "\n",
              "[5 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FJrPsStOLcI3"
      },
      "source": [
        "# Machine Translation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_LcuJLITVVe9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "69fd1451-d46f-43c8-cb3a-9246a11fab38"
      },
      "source": [
        "!pip install googletrans\n",
        "!pip install translate\n",
        "#!pip uninstall googletrans \n",
        "#!git clone https://github.com/BoseCorp/py-googletrans.git \n",
        "#!python ./py-googletrans/setup.py install"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting googletrans\n",
            "  Downloading https://files.pythonhosted.org/packages/71/3a/3b19effdd4c03958b90f40fe01c93de6d5280e03843cc5adf6956bfc9512/googletrans-3.0.0.tar.gz\n",
            "Collecting httpx==0.13.3\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/54/b4/698b284c6aed4d7c2b4fe3ba5df1fcf6093612423797e76fbb24890dd22f/httpx-0.13.3-py3-none-any.whl (55kB)\n",
            "\u001b[K     |████████████████████████████████| 61kB 3.1MB/s \n",
            "\u001b[?25hCollecting rfc3986<2,>=1.3\n",
            "  Downloading https://files.pythonhosted.org/packages/78/be/7b8b99fd74ff5684225f50dd0e865393d2265656ef3b4ba9eaaaffe622b8/rfc3986-1.4.0-py2.py3-none-any.whl\n",
            "Collecting httpcore==0.9.*\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/dd/d5/e4ff9318693ac6101a2095e580908b591838c6f33df8d3ee8dd953ba96a8/httpcore-0.9.1-py3-none-any.whl (42kB)\n",
            "\u001b[K     |████████████████████████████████| 51kB 4.9MB/s \n",
            "\u001b[?25hCollecting sniffio\n",
            "  Downloading https://files.pythonhosted.org/packages/52/b0/7b2e028b63d092804b6794595871f936aafa5e9322dcaaad50ebf67445b3/sniffio-1.2.0-py3-none-any.whl\n",
            "Collecting hstspreload\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d3/3c/cdeaf9ab0404853e77c45d9e8021d0d2c01f70a1bb26e460090926fe2a5e/hstspreload-2020.11.21-py3-none-any.whl (981kB)\n",
            "\u001b[K     |████████████████████████████████| 983kB 9.6MB/s \n",
            "\u001b[?25hRequirement already satisfied: chardet==3.* in /usr/local/lib/python3.6/dist-packages (from httpx==0.13.3->googletrans) (3.0.4)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.6/dist-packages (from httpx==0.13.3->googletrans) (2020.11.8)\n",
            "Requirement already satisfied: idna==2.* in /usr/local/lib/python3.6/dist-packages (from httpx==0.13.3->googletrans) (2.10)\n",
            "Collecting h2==3.*\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/25/de/da019bcc539eeab02f6d45836f23858ac467f584bfec7a526ef200242afe/h2-3.2.0-py2.py3-none-any.whl (65kB)\n",
            "\u001b[K     |████████████████████████████████| 71kB 5.5MB/s \n",
            "\u001b[?25hCollecting h11<0.10,>=0.8\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/5a/fd/3dad730b0f95e78aeeb742f96fa7bbecbdd56a58e405d3da440d5bfb90c6/h11-0.9.0-py2.py3-none-any.whl (53kB)\n",
            "\u001b[K     |████████████████████████████████| 61kB 4.6MB/s \n",
            "\u001b[?25hCollecting contextvars>=2.1; python_version < \"3.7\"\n",
            "  Downloading https://files.pythonhosted.org/packages/83/96/55b82d9f13763be9d672622e1b8106c85acb83edd7cc2fa5bc67cd9877e9/contextvars-2.4.tar.gz\n",
            "Collecting hpack<4,>=3.0\n",
            "  Downloading https://files.pythonhosted.org/packages/8a/cc/e53517f4a1e13f74776ca93271caef378dadec14d71c61c949d759d3db69/hpack-3.0.0-py2.py3-none-any.whl\n",
            "Collecting hyperframe<6,>=5.2.0\n",
            "  Downloading https://files.pythonhosted.org/packages/19/0c/bf88182bcb5dce3094e2f3e4fe20db28a9928cb7bd5b08024030e4b140db/hyperframe-5.2.0-py2.py3-none-any.whl\n",
            "Collecting immutables>=0.9\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/99/e0/ea6fd4697120327d26773b5a84853f897a68e33d3f9376b00a8ff96e4f63/immutables-0.14-cp36-cp36m-manylinux1_x86_64.whl (98kB)\n",
            "\u001b[K     |████████████████████████████████| 102kB 7.8MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: googletrans, contextvars\n",
            "  Building wheel for googletrans (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for googletrans: filename=googletrans-3.0.0-cp36-none-any.whl size=15736 sha256=acbee6552456a6acdab923d8c7749f9b1a88f3b0e51c9e20bf11d3f160f8486f\n",
            "  Stored in directory: /root/.cache/pip/wheels/28/1a/a7/eaf4d7a3417a0c65796c547cff4deb6d79c7d14c2abd29273e\n",
            "  Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for contextvars: filename=contextvars-2.4-cp36-none-any.whl size=7666 sha256=028f9da0df3237dc171f3c325402e18ee28d6916e25702f449d3cc025f884691\n",
            "  Stored in directory: /root/.cache/pip/wheels/a5/7d/68/1ebae2668bda2228686e3c1cf16f2c2384cea6e9334ad5f6de\n",
            "Successfully built googletrans contextvars\n",
            "Installing collected packages: rfc3986, immutables, contextvars, sniffio, hpack, hyperframe, h2, h11, httpcore, hstspreload, httpx, googletrans\n",
            "Successfully installed contextvars-2.4 googletrans-3.0.0 h11-0.9.0 h2-3.2.0 hpack-3.0.0 hstspreload-2020.11.21 httpcore-0.9.1 httpx-0.13.3 hyperframe-5.2.0 immutables-0.14 rfc3986-1.4.0 sniffio-1.2.0\n",
            "Collecting translate\n",
            "  Downloading https://files.pythonhosted.org/packages/85/b2/2ea329a07bbc0c7227eef84ca89ffd6895e7ec237d6c0b26574d56103e53/translate-3.5.0-py2.py3-none-any.whl\n",
            "Collecting tox\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/e0/79/5915b9dad867e89bb6495456acfe5d4e2287e74dfa29c059f7b127d5480e/tox-3.20.1-py2.py3-none-any.whl (83kB)\n",
            "\u001b[K     |████████████████████████████████| 92kB 4.6MB/s \n",
            "\u001b[?25hCollecting pre-commit\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/bc/9e/8c57b0d2de963ca1ec7ac18b100f2b5f20395473e04a55391d6c3a94c08d/pre_commit-2.9.0-py2.py3-none-any.whl (184kB)\n",
            "\u001b[K     |████████████████████████████████| 194kB 9.1MB/s \n",
            "\u001b[?25hRequirement already satisfied: lxml in /usr/local/lib/python3.6/dist-packages (from translate) (4.2.6)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.6/dist-packages (from translate) (7.1.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from translate) (2.23.0)\n",
            "Requirement already satisfied: filelock>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from tox->translate) (3.0.12)\n",
            "Collecting virtualenv!=20.0.0,!=20.0.1,!=20.0.2,!=20.0.3,!=20.0.4,!=20.0.5,!=20.0.6,!=20.0.7,>=16.0.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/79/88/66ac964ab8cf87c8db839c11812292a966825af205411cb67477cb4e73d3/virtualenv-20.2.1-py2.py3-none-any.whl (4.9MB)\n",
            "\u001b[K     |████████████████████████████████| 4.9MB 9.2MB/s \n",
            "\u001b[?25hRequirement already satisfied: importlib-metadata<3,>=0.12; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from tox->translate) (2.0.0)\n",
            "Requirement already satisfied: packaging>=14 in /usr/local/lib/python3.6/dist-packages (from tox->translate) (20.4)\n",
            "Requirement already satisfied: toml>=0.9.4 in /usr/local/lib/python3.6/dist-packages (from tox->translate) (0.10.2)\n",
            "Requirement already satisfied: six>=1.14.0 in /usr/local/lib/python3.6/dist-packages (from tox->translate) (1.15.0)\n",
            "Collecting pluggy>=0.12.0\n",
            "  Downloading https://files.pythonhosted.org/packages/a0/28/85c7aa31b80d150b772fbe4a229487bc6644da9ccb7e427dd8cc60cb8a62/pluggy-0.13.1-py2.py3-none-any.whl\n",
            "Requirement already satisfied: py>=1.4.17 in /usr/local/lib/python3.6/dist-packages (from tox->translate) (1.9.0)\n",
            "Collecting cfgv>=2.0.0\n",
            "  Downloading https://files.pythonhosted.org/packages/45/cd/3878c9248e59e5e2ebd0dc741ab984b18d86e7283ae9b127b05fc287d239/cfgv-3.2.0-py2.py3-none-any.whl\n",
            "Collecting nodeenv>=0.11.1\n",
            "  Downloading https://files.pythonhosted.org/packages/ae/d0/efdf54539948315cc76e5a66b709212963101d002822c3b54369dbf9b5e0/nodeenv-1.5.0-py2.py3-none-any.whl\n",
            "Collecting pyyaml>=5.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/64/c2/b80047c7ac2478f9501676c988a5411ed5572f35d1beff9cae07d321512c/PyYAML-5.3.1.tar.gz (269kB)\n",
            "\u001b[K     |████████████████████████████████| 276kB 42.6MB/s \n",
            "\u001b[?25hRequirement already satisfied: importlib-resources; python_version < \"3.7\" in /usr/local/lib/python3.6/dist-packages (from pre-commit->translate) (3.3.0)\n",
            "Collecting identify>=1.0.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/3c/e2/165b66d25ad48d664b9a28e6aa6af388d0eeba01c7b794c54fc8646c45da/identify-1.5.10-py2.py3-none-any.whl (97kB)\n",
            "\u001b[K     |████████████████████████████████| 102kB 9.5MB/s \n",
            "\u001b[?25hRequirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->translate) (2020.11.8)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->translate) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->translate) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->translate) (2.10)\n",
            "Collecting appdirs<2,>=1.4.3\n",
            "  Downloading https://files.pythonhosted.org/packages/3b/00/2344469e2084fb287c2e0b57b72910309874c3245463acd6cf5e3db69324/appdirs-1.4.4-py2.py3-none-any.whl\n",
            "Collecting distlib<1,>=0.3.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f5/0a/490fa011d699bb5a5f3a0cf57de82237f52a6db9d40f33c53b2736c9a1f9/distlib-0.3.1-py2.py3-none-any.whl (335kB)\n",
            "\u001b[K     |████████████████████████████████| 337kB 38.8MB/s \n",
            "\u001b[?25hRequirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata<3,>=0.12; python_version < \"3.8\"->tox->translate) (3.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging>=14->tox->translate) (2.4.7)\n",
            "Building wheels for collected packages: pyyaml\n",
            "  Building wheel for pyyaml (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyyaml: filename=PyYAML-5.3.1-cp36-cp36m-linux_x86_64.whl size=44619 sha256=d916ff7aa95f81303f86ed91688b6b4c3eaa1d1ecc6abcb5b257f6e3fdf8839d\n",
            "  Stored in directory: /root/.cache/pip/wheels/a7/c1/ea/cf5bd31012e735dc1dfea3131a2d5eae7978b251083d6247bd\n",
            "Successfully built pyyaml\n",
            "\u001b[31mERROR: pytest 3.6.4 has requirement pluggy<0.8,>=0.5, but you'll have pluggy 0.13.1 which is incompatible.\u001b[0m\n",
            "\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n",
            "Installing collected packages: appdirs, distlib, virtualenv, pluggy, tox, cfgv, nodeenv, pyyaml, identify, pre-commit, translate\n",
            "  Found existing installation: pluggy 0.7.1\n",
            "    Uninstalling pluggy-0.7.1:\n",
            "      Successfully uninstalled pluggy-0.7.1\n",
            "  Found existing installation: PyYAML 3.13\n",
            "    Uninstalling PyYAML-3.13:\n",
            "      Successfully uninstalled PyYAML-3.13\n",
            "Successfully installed appdirs-1.4.4 cfgv-3.2.0 distlib-0.3.1 identify-1.5.10 nodeenv-1.5.0 pluggy-0.13.1 pre-commit-2.9.0 pyyaml-5.3.1 tox-3.20.1 translate-3.5.0 virtualenv-20.2.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jXgjvo0gQOjr"
      },
      "source": [
        "# each round translation count data \n",
        "init_count=500\n",
        "#updated t1 count after translation round 1 - initial 0\n",
        "t1_count=235\n",
        "#updated t2 count after translation round 2 - initial 0\n",
        "t2_count=143\n",
        "\n",
        "t3_count=0"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r_bgi6o8iLQR"
      },
      "source": [
        "import dataset,\n",
        "get only adjectives,\n",
        "remove duplicates"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KP89sA1EPAR2"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import googletrans\n",
        "from googletrans import Translator"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1JU-FYz2RyZD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "75ce8db4-63ba-49b0-a4dd-707732153fc5"
      },
      "source": [
        "\n",
        "all_data=pd.read_csv(\"sentiwordnet.csv\") \n",
        "print(all_data.size)\n",
        "all_data1=all_data[all_data[\"pos\"]==\"a\"]\n",
        "all_data1=all_data1.drop_duplicates(subset = [\"word_en\"])\n",
        "print(all_data1.head(10))\n",
        "ini_count = all_data1.size\n",
        "print(ini_count)\n",
        "print(all_data1.tail(10))\n",
        "print(all_data1.info())\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "407480\n",
            "   pos  ... negative\n",
            "0    a  ...    0.000\n",
            "1    a  ...    0.000\n",
            "3    a  ...    0.000\n",
            "5    a  ...   -0.375\n",
            "6    a  ...    0.000\n",
            "7    a  ...   -0.750\n",
            "8    a  ...    0.000\n",
            "9    a  ...    0.000\n",
            "12   a  ...   -0.125\n",
            "13   a  ...    0.000\n",
            "\n",
            "[10 rows x 10 columns]\n",
            "96670\n",
            "      pos  ... negative\n",
            "12214   a  ...    0.000\n",
            "12216   a  ...    0.000\n",
            "12217   a  ...    0.000\n",
            "12218   a  ...    0.000\n",
            "12219   a  ...    0.000\n",
            "12220   a  ...   -0.125\n",
            "12221   a  ...   -0.250\n",
            "12222   a  ...   -0.250\n",
            "12223   a  ...   -0.125\n",
            "12228   a  ...    0.000\n",
            "\n",
            "[10 rows x 10 columns]\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 9667 entries, 0 to 12228\n",
            "Data columns (total 10 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   pos            9667 non-null   object \n",
            " 1   word_en        9666 non-null   object \n",
            " 2   word_sp        441 non-null    object \n",
            " 3   positive       9667 non-null   float64\n",
            " 4   new negetive   9667 non-null   float64\n",
            " 5   objective      9667 non-null   float64\n",
            " 6   index          9667 non-null   int64  \n",
            " 7   synset         9667 non-null   int64  \n",
            " 8   meaning        9667 non-null   object \n",
            " 9   negative       9667 non-null   float64\n",
            "dtypes: float64(4), int64(2), object(4)\n",
            "memory usage: 830.8+ KB\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HiAo7D3diswN"
      },
      "source": [
        "translate the english words and store in dictionary where key is english word and value is hindi word . also get number of words that translator was able to translate at first go."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KCxvn1mcVsFa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "10b8039a-b757-42cd-ebf4-c42e7caa32c5"
      },
      "source": [
        "import json\n",
        "\n",
        "translator = Translator()\n",
        "translations = {}\n",
        "eng_words=[]\n",
        "# Unique elements of the column\n",
        "unique_elements = all_data1[\"word_en\"].unique()\n",
        "unique_elements = unique_elements[:500]\n",
        "t=1\n",
        "t1_count=0 # count of translated words\n",
        "for element in unique_elements:\n",
        "    element=element.strip(\" \\n\")\n",
        "    # Adding all the translations to a dictionary (translations)\n",
        "    if element:\n",
        "        tr1 = translator.translate(str(element),src=\"en\",dest=\"hi\")\n",
        "    \n",
        "        if tr1:\n",
        "            tr=tr1.text\n",
        "            print(tr)\n",
        "            tr = str(tr).strip(\"'<>() \").replace('\\'', '\\\"')\n",
        "            if tr:\n",
        "                print(element,tr)\n",
        "                tr=str(tr).strip(\" \\n\")\n",
        "                if translator.detect(tr).lang == \"en\":\n",
        "                    eng_words.append(element)\n",
        "                else:\n",
        "                    translations[str(element)] = tr\n",
        "                    t1_count+=1\n",
        "\n",
        "    print(t,end=\",\")\n",
        "    t=t+1\n",
        "print(\"words translated \",t1_count)\n",
        "print(\"words not translated in round 1 \", (500 - t1_count))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "वापस\n",
            "a_posteriori वापस\n",
            "1,संभवतः\n",
            "a_priori संभवतः\n",
            "2,छोड़ा हुआ\n",
            "abandoned छोड़ा हुआ\n",
            "3,घबराया हुआ\n",
            "abashed घबराया हुआ\n",
            "4,abatable\n",
            "abatable abatable\n",
            "5,घिनौना\n",
            "abhorrent घिनौना\n",
            "6,स्थायी\n",
            "abiding स्थायी\n",
            "7,अधम\n",
            "abject अधम\n",
            "8,ablated\n",
            "ablated ablated\n",
            "9,पंचमी विभक्ति\n",
            "ablative पंचमी विभक्ति\n",
            "10,योग्य\n",
            "able योग्य\n",
            "11,ह्रष्ट-पुष्ट\n",
            "able-bodied ह्रष्ट-पुष्ट\n",
            "12,फूलने की अवस्था में\n",
            "abloom फूलने की अवस्था में\n",
            "13,असामान्य\n",
            "abnormal असामान्य\n",
            "14,abolishable\n",
            "abolishable abolishable\n",
            "15,घिनौना\n",
            "abominable घिनौना\n",
            "16,abortifacient\n",
            "abortifacient abortifacient\n",
            "17,निष्फल\n",
            "abortive निष्फल\n",
            "18,aboulic\n",
            "aboulic aboulic\n",
            "19,abounding\n",
            "abounding abounding\n",
            "20,ऊपर\n",
            "above ऊपर\n",
            "21,उपरोक्त\n",
            "above-mentioned उपरोक्त\n",
            "22,उपर नामित\n",
            "above-named उपर नामित\n",
            "23,अपघर्षक\n",
            "abrasive अपघर्षक\n",
            "24,बराबर में\n",
            "abreast बराबर में\n",
            "25,अचानक-सुफ़ने\n",
            "abruptly-pinnate अचानक-सुफ़ने\n",
            "26,abscessed\n",
            "abscessed abscessed\n",
            "27,अनुपस्थित\n",
            "absent अनुपस्थित\n",
            "28,पूर्ण\n",
            "absolute पूर्ण\n",
            "29,बरी\n",
            "absolved बरी\n",
            "30,absolvitory\n",
            "absolvitory absolvitory\n",
            "31,अवशोषित\n",
            "absorbable अवशोषित\n",
            "32,शोषक\n",
            "absorbefacient शोषक\n",
            "33,अवशोषित\n",
            "absorbing अवशोषित\n",
            "34,abstentious\n",
            "abstentious abstentious\n",
            "35,संयमी\n",
            "abstinent संयमी\n",
            "36,भावात्मक\n",
            "abstractive भावात्मक\n",
            "37,बेतुका\n",
            "absurd बेतुका\n",
            "38,abulic\n",
            "abulic abulic\n",
            "39,प्रचुर\n",
            "abundant प्रचुर\n",
            "40,दुर्व्यवहार\n",
            "abused दुर्व्यवहार\n",
            "41,अपमानजनक\n",
            "abusive अपमानजनक\n",
            "42,शैक्षिक\n",
            "academic शैक्षिक\n",
            "43,acanthoid\n",
            "acanthoid acanthoid\n",
            "44,acanthous\n",
            "acanthous acanthous\n",
            "45,अनुपजाऊ\n",
            "acarpous अनुपजाऊ\n",
            "46,acatalectic\n",
            "acatalectic acatalectic\n",
            "47,acaudal\n",
            "acaudal acaudal\n",
            "48,acaudate\n",
            "acaudate acaudate\n",
            "49,acaulescent\n",
            "acaulescent acaulescent\n",
            "50,स्वीकार्य\n",
            "acceptable स्वीकार्य\n",
            "51,Acceptant\n",
            "acceptant Acceptant\n",
            "52,स्वीकार किए जाते हैं\n",
            "accepted स्वीकार किए जाते हैं\n",
            "53,acceptive\n",
            "acceptive acceptive\n",
            "54,सहायक\n",
            "accessary सहायक\n",
            "55,सुलभ\n",
            "accessible सुलभ\n",
            "56,accessional\n",
            "accessional accessional\n",
            "57,सहायक\n",
            "accessorial सहायक\n",
            "58,सहायक\n",
            "accessory सहायक\n",
            "59,आकस्मिक\n",
            "accidental आकस्मिक\n",
            "60,दुर्घटना संभावित\n",
            "accident-prone दुर्घटना संभावित\n",
            "61,मिलनसार\n",
            "accommodating मिलनसार\n",
            "62,उदार\n",
            "accommodative उदार\n",
            "63,accomplishable\n",
            "accomplishable accomplishable\n",
            "64,पूरा किया\n",
            "accomplished पूरा किया\n",
            "65,लयबद्ध\n",
            "accordant लयबद्ध\n",
            "66,अनुसार\n",
            "according अनुसार\n",
            "67,एक्रिशनरी\n",
            "accretionary एक्रिशनरी\n",
            "68,accretive\n",
            "accretive accretive\n",
            "69,accumbent\n",
            "accumbent accumbent\n",
            "70,संचयी\n",
            "accumulative संचयी\n",
            "71,शुद्ध\n",
            "accurate शुद्ध\n",
            "72,शापित\n",
            "accursed शापित\n",
            "73,शापित\n",
            "accurst शापित\n",
            "74,कर्म कारक\n",
            "accusative कर्म कारक\n",
            "75,दोष लगानेवाला\n",
            "accusatory दोष लगानेवाला\n",
            "76,आरोप लगा\n",
            "accusing आरोप लगा\n",
            "77,accusive\n",
            "accusive accusive\n",
            "78,आदी\n",
            "accustomed आदी\n",
            "79,इक्का\n",
            "ace इक्का\n",
            "80,अकोशिकीय\n",
            "acellular अकोशिकीय\n",
            "81,acentric\n",
            "acentric acentric\n",
            "82,खट्टा\n",
            "acerb खट्टा\n",
            "83,एसिड\n",
            "acerbic एसिड\n",
            "84,acetose\n",
            "acetose acetose\n",
            "85,खट्टा\n",
            "acetous खट्टा\n",
            "86,acheronian\n",
            "acheronian acheronian\n",
            "87,acherontic\n",
            "acherontic acherontic\n",
            "88,प्राप्त\n",
            "achievable प्राप्त\n",
            "89,दर्द\n",
            "aching दर्द\n",
            "90,achlamydeous\n",
            "achlamydeous achlamydeous\n",
            "91,achondritic\n",
            "achondritic achondritic\n",
            "92,achondroplastic\n",
            "achondroplastic achondroplastic\n",
            "93,achromatous\n",
            "achromatous achromatous\n",
            "94,achy\n",
            "achy achy\n",
            "95,अम्ल\n",
            "acid अम्ल\n",
            "96,एसिड बनाने\n",
            "acid-forming एसिड बनाने\n",
            "97,अम्लीय\n",
            "acidic अम्लीय\n",
            "98,एसिड प्यार\n",
            "acid-loving एसिड प्यार\n",
            "99,एसिड चखने\n",
            "acid-tasting एसिड चखने\n",
            "100,acknowledgeable\n",
            "acknowledgeable acknowledgeable\n",
            "101,स्वीकार किया\n",
            "acknowledged स्वीकार किया\n",
            "102,acned\n",
            "acned acned\n",
            "103,सर्दी\n",
            "acold सर्दी\n",
            "104,बलूत का फल के आकार\n",
            "acorn-shaped बलूत का फल के आकार\n",
            "105,परिचित\n",
            "acquainted परिचित\n",
            "106,संतुष्ट\n",
            "acquiescent संतुष्ट\n",
            "107,प्राप्य\n",
            "acquirable प्राप्य\n",
            "108,तीखा\n",
            "acrid तीखा\n",
            "109,क़लाबाज़ी का\n",
            "acrobatic क़लाबाज़ी का\n",
            "110,acromegalic\n",
            "acromegalic acromegalic\n",
            "111,acrophobic\n",
            "acrophobic acrophobic\n",
            "112,बोर्ड के पार\n",
            "across-the-board बोर्ड के पार\n",
            "113,actable\n",
            "actable actable\n",
            "114,अभिनय\n",
            "acting अभिनय\n",
            "115,actinomycotic\n",
            "actinomycotic actinomycotic\n",
            "116,कार्रवाई योग्य\n",
            "actionable कार्रवाई योग्य\n",
            "117,सक्रिय\n",
            "activated सक्रिय\n",
            "118,सक्रिय\n",
            "active सक्रिय\n",
            "119,वास्तविक\n",
            "actual वास्तविक\n",
            "120,नोकीला\n",
            "acuminate नोकीला\n",
            "121,तीव्र\n",
            "acute तीव्र\n",
            "122,अचक्रीय\n",
            "acyclic अचक्रीय\n",
            "123,अनौपचारिक\n",
            "ad_hoc अनौपचारिक\n",
            "124,बगैर सोचे - समझे प्रतिक्रिया व्यक्त करना\n",
            "ad_hominem बगैर सोचे - समझे प्रतिक्रिया व्यक्त करना\n",
            "125,adactylous\n",
            "adactylous adactylous\n",
            "126,Adagio\n",
            "adagio Adagio\n",
            "127,अटल\n",
            "adamant अटल\n",
            "128,कड़ा\n",
            "adamantine कड़ा\n",
            "129,adaptative\n",
            "adaptative adaptative\n",
            "130,अनुकूली\n",
            "adaptive अनुकूली\n",
            "131,addable\n",
            "addable addable\n",
            "132,Addible\n",
            "addible Addible\n",
            "133,नशे की लत\n",
            "addictive नशे की लत\n",
            "134,additive\n",
            "additive additive\n",
            "135,सड़ाया हुआ\n",
            "addled सड़ाया हुआ\n",
            "136,पता\n",
            "addressable पता\n",
            "137,संबोधित\n",
            "addressed संबोधित\n",
            "138,निपुण\n",
            "adept निपुण\n",
            "139,पर्याप्त\n",
            "adequate पर्याप्त\n",
            "140,स्थिरोष्म\n",
            "adiabatic स्थिरोष्म\n",
            "141,समायोज्य\n",
            "adjustable समायोज्य\n",
            "142,समायोजित\n",
            "adjusted समायोजित\n",
            "143,बिना तैयारी के\n",
            "ad-lib बिना तैयारी के\n",
            "144,administrable\n",
            "administrable administrable\n",
            "145,प्रशासनिक\n",
            "administrative प्रशासनिक\n",
            "146,प्रशंसनीय\n",
            "admirable प्रशंसनीय\n",
            "147,प्रशंसा की\n",
            "admired प्रशंसा की\n",
            "148,admonishing\n",
            "admonishing admonishing\n",
            "149,भर्त्सक\n",
            "admonitory भर्त्सक\n",
            "150,ग्रहणीय\n",
            "adoptable ग्रहणीय\n",
            "151,गोद लिया\n",
            "adopted गोद लिया\n",
            "152,गोद लेने योग्य\n",
            "adoptive गोद लेने योग्य\n",
            "153,प्यारी\n",
            "adorable प्यारी\n",
            "154,बहुत ही पसंदीदा\n",
            "adored बहुत ही पसंदीदा\n",
            "155,adoring\n",
            "adoring adoring\n",
            "156,विभूषित\n",
            "adorned विभूषित\n",
            "157,भटकते हुए\n",
            "adrift भटकते हुए\n",
            "158,निपुण\n",
            "adroit निपुण\n",
            "159,adsorbable\n",
            "adsorbable adsorbable\n",
            "160,adsorbate\n",
            "adsorbate adsorbate\n",
            "161,चापलूसी का\n",
            "adulatory चापलूसी का\n",
            "162,मिलावट करना\n",
            "adulterate मिलावट करना\n",
            "163,मिलावटी\n",
            "adulterated मिलावटी\n",
            "164,adulterine\n",
            "adulterine adulterine\n",
            "165,पुस्र्षगामी\n",
            "adulterous पुस्र्षगामी\n",
            "166,जला हुआ\n",
            "adust जला हुआ\n",
            "167,अग्रिम\n",
            "advance अग्रिम\n",
            "168,उन्नत\n",
            "advanced उन्नत\n",
            "169,लाभदायक\n",
            "advantageous लाभदायक\n",
            "170,adventive\n",
            "adventive adventive\n",
            "171,advertent\n",
            "advertent advertent\n",
            "172,उचित\n",
            "advisable उचित\n",
            "173,सलाह दी\n",
            "advised सलाह दी\n",
            "174,सलाहकार\n",
            "advisory सलाहकार\n",
            "175,adynamic\n",
            "adynamic adynamic\n",
            "176,aeonian\n",
            "aeonian aeonian\n",
            "177,गैस से भरा हुआ\n",
            "aerated गैस से भरा हुआ\n",
            "178,एरोबिक\n",
            "aerobic एरोबिक\n",
            "179,सौंदर्य\n",
            "aesthetic सौंदर्य\n",
            "180,aesthetical\n",
            "aesthetical aesthetical\n",
            "181,aestival\n",
            "aestival aestival\n",
            "182,aetiologic\n",
            "aetiologic aetiologic\n",
            "183,aetiological\n",
            "aetiological aetiological\n",
            "184,afeard\n",
            "afeard afeard\n",
            "185,afeared\n",
            "afeared afeared\n",
            "186,मिलनसार\n",
            "affable मिलनसार\n",
            "187,लग जाना\n",
            "affected लग जाना\n",
            "188,स्नेही\n",
            "affectionate स्नेही\n",
            "189,affirmable\n",
            "affirmable affirmable\n",
            "190,सकारात्मक\n",
            "affirmative सकारात्मक\n",
            "191,affirmatory\n",
            "affirmatory affirmatory\n",
            "192,चिपका\n",
            "affixed चिपका\n",
            "193,afflictive\n",
            "afflictive afflictive\n",
            "194,धनी\n",
            "affluent धनी\n",
            "195,aflicker\n",
            "aflicker aflicker\n",
            "196,बचाए\n",
            "afloat बचाए\n",
            "197,डरा हुआ\n",
            "afraid डरा हुआ\n",
            "198,अयुग्मक\n",
            "agamic अयुग्मक\n",
            "199,agamogenetic\n",
            "agamogenetic agamogenetic\n",
            "200,agamous\n",
            "agamous agamous\n",
            "201,मुंह खोले हुए\n",
            "agape मुंह खोले हुए\n",
            "202,वृद्ध\n",
            "aged वृद्ध\n",
            "203,वृद्ध न होनेवाला\n",
            "ageless वृद्ध न होनेवाला\n",
            "204,सदियों पुरानी\n",
            "age-old सदियों पुरानी\n",
            "205,ढेरी\n",
            "agglomerate ढेरी\n",
            "206,agglomerated\n",
            "agglomerated agglomerated\n",
            "207,agglomerative\n",
            "agglomerative agglomerative\n",
            "208,बहुत बिगड़\n",
            "aggravated बहुत बिगड़\n",
            "209,उत्तेजक\n",
            "aggravating उत्तेजक\n",
            "210,आक्रामक\n",
            "aggressive आक्रामक\n",
            "211,भौचक्का\n",
            "aghast भौचक्का\n",
            "212,चुस्त\n",
            "agile चुस्त\n",
            "213,उत्तेजित\n",
            "agitated उत्तेजित\n",
            "214,agleam\n",
            "agleam agleam\n",
            "215,दमकता हुआ\n",
            "aglow दमकता हुआ\n",
            "216,अज्ञेयवाद का\n",
            "agnostic अज्ञेयवाद का\n",
            "217,agnostical\n",
            "agnostical agnostical\n",
            "218,लौटने में\n",
            "agog लौटने में\n",
            "219,अंतकाल\n",
            "agonal अंतकाल\n",
            "220,कष्टदायी\n",
            "agonised कष्टदायी\n",
            "221,मल्लयुद्ध-संबंधी\n",
            "agonistic मल्लयुद्ध-संबंधी\n",
            "222,agonistical\n",
            "agonistical agonistical\n",
            "223,कष्टदायी\n",
            "agonized कष्टदायी\n",
            "224,एगोराफोबिक\n",
            "agoraphobic एगोराफोबिक\n",
            "225,agranulocytic\n",
            "agranulocytic agranulocytic\n",
            "226,सहमत\n",
            "agreeable सहमत\n",
            "227,अनैतिहासिक\n",
            "ahistorical अनैतिहासिक\n",
            "228,बीमार\n",
            "ailing बीमार\n",
            "229,लक्ष्यहीन\n",
            "aimless लक्ष्यहीन\n",
            "230,air_sick\n",
            "air_sick air_sick\n",
            "231,हवा में सुखाया हुआ\n",
            "air-dried हवा में सुखाया हुआ\n",
            "232,शुष्क हवा\n",
            "air-dry शुष्क हवा\n",
            "233,प्रसारित\n",
            "aired प्रसारित\n",
            "234,हवा से भरे\n",
            "air-filled हवा से भरे\n",
            "235,airheaded\n",
            "airheaded airheaded\n",
            "236,airsick\n",
            "airsick airsick\n",
            "237,वायु-रोधक\n",
            "airtight वायु-रोधक\n",
            "238,हवा-बंद\n",
            "air-tight हवा-बंद\n",
            "239,उड़ने योग्य\n",
            "airworthy उड़ने योग्य\n",
            "240,हवादार\n",
            "airy हवादार\n",
            "241,अधखुला\n",
            "ajar अधखुला\n",
            "242,लगभग ठोस होने तक पकाना\n",
            "al_dente लगभग ठोस होने तक पकाना\n",
            "243,alacritous\n",
            "alacritous alacritous\n",
            "244,डैना-संबंधी\n",
            "alar डैना-संबंधी\n",
            "245,चिंतित\n",
            "alarmed चिंतित\n",
            "246,खतरनाक\n",
            "alarming खतरनाक\n",
            "247,alary\n",
            "alary alary\n",
            "248,albinal\n",
            "albinal albinal\n",
            "249,albinic\n",
            "albinic albinic\n",
            "250,ऐलबिनिस्टिक\n",
            "albinistic ऐलबिनिस्टिक\n",
            "251,albinotic\n",
            "albinotic albinotic\n",
            "252,शराब में घुलनशील\n",
            "alcohol-soluble शराब में घुलनशील\n",
            "253,पाँसे\n",
            "aleatory पाँसे\n",
            "254,चेतावनी\n",
            "alert चेतावनी\n",
            "255,algolagnic\n",
            "algolagnic algolagnic\n",
            "256,algophobic\n",
            "algophobic algophobic\n",
            "257,विदेशी\n",
            "alien विदेशी\n",
            "258,अलग-थलग\n",
            "alienated अलग-थलग\n",
            "259,अलगाव की भावना\n",
            "alienating अलगाव की भावना\n",
            "260,आकार का\n",
            "aliform आकार का\n",
            "261,एक जैसे\n",
            "alike एक जैसे\n",
            "262,alimental\n",
            "alimental alimental\n",
            "263,पाचन\n",
            "alimentary पाचन\n",
            "264,ज़िंदा\n",
            "alive ज़िंदा\n",
            "265,क्षारीय प्यार\n",
            "alkaline-loving क्षारीय प्यार\n",
            "266,सब\n",
            "all सब\n",
            "267,सब खतम\n",
            "all_over सब खतम\n",
            "268,ठीक है\n",
            "all_right ठीक है\n",
            "269,allantoid\n",
            "allantoid allantoid\n",
            "270,allargando\n",
            "allargando allargando\n",
            "271,सभी भक्षण\n",
            "all-devouring सभी भक्षण\n",
            "272,आरोप लगाया\n",
            "alleged आरोप लगाया\n",
            "273,Allegiant\n",
            "allegiant Allegiant\n",
            "274,सर्वव्यापी\n",
            "all-embracing सर्वव्यापी\n",
            "275,all-encompassing\n",
            "all-encompassing all-encompassing\n",
            "276,एलर्जी\n",
            "allergic एलर्जी\n",
            "277,कम किया\n",
            "alleviated कम किया\n",
            "278,alleviative\n",
            "alleviative alleviative\n",
            "279,alleviatory\n",
            "alleviatory alleviatory\n",
            "280,alliaceous\n",
            "alliaceous alliaceous\n",
            "281,alligatored\n",
            "alligatored alligatored\n",
            "282,सभी समावेशी\n",
            "all-inclusive सभी समावेशी\n",
            "283,सब जानते हुए भी\n",
            "all-knowing सब जानते हुए भी\n",
            "284,सभी या कोई नहीं\n",
            "all-or-none सभी या कोई नहीं\n",
            "285,सभी या कुछ भी नहीं\n",
            "all-or-nothing सभी या कुछ भी नहीं\n",
            "286,allotropic\n",
            "allotropic allotropic\n",
            "287,allotropical\n",
            "allotropical allotropical\n",
            "288,सब बाहर जाएं\n",
            "all-out सब बाहर जाएं\n",
            "289,alloyed\n",
            "alloyed alloyed\n",
            "290,सर्वशक्तिमान\n",
            "all-powerful सर्वशक्तिमान\n",
            "291,सभी उद्देश्य\n",
            "all-purpose सभी उद्देश्य\n",
            "292,alluring\n",
            "alluring alluring\n",
            "293,सभी विजयी\n",
            "all-victorious सभी विजयी\n",
            "294,सभी मौसम\n",
            "all-weather सभी मौसम\n",
            "295,सर्वशक्तिमान\n",
            "almighty सर्वशक्तिमान\n",
            "296,बादाम आंखों\n",
            "almond-eyed बादाम आंखों\n",
            "297,बादाम के सुगंधित\n",
            "almond-scented बादाम के सुगंधित\n",
            "298,almond-shaped\n",
            "almond-shaped almond-shaped\n",
            "299,alone\n",
            "alone alone\n",
            "300,aloof\n",
            "aloof aloof\n",
            "301,alpestrine\n",
            "alpestrine alpestrine\n",
            "302,अल्फा\n",
            "alpha अल्फा\n",
            "303,परिवर्तन के योग्य\n",
            "alterable परिवर्तन के योग्य\n",
            "304,बदलने की शक्तिवाला\n",
            "alterative बदलने की शक्तिवाला\n",
            "305,बदल\n",
            "altered बदल\n",
            "306,वैकल्पिक\n",
            "alternate वैकल्पिक\n",
            "307,विकल्प\n",
            "alternative विकल्प\n",
            "308,Altissimo\n",
            "altissimo Altissimo\n",
            "309,altitudinous\n",
            "altitudinous altitudinous\n",
            "310,परोपकारी\n",
            "altruistic परोपकारी\n",
            "311,amalgamative\n",
            "amalgamative amalgamative\n",
            "312,न मुरझानेवाला\n",
            "amaranthine न मुरझानेवाला\n",
            "313,amative\n",
            "amative amative\n",
            "314,amaurotic\n",
            "amaurotic amaurotic\n",
            "315,ambagious\n",
            "ambagious ambagious\n",
            "316,ambidextrous\n",
            "ambidextrous ambidextrous\n",
            "317,ambient\n",
            "ambient ambient\n",
            "318,ambiguous\n",
            "ambiguous ambiguous\n",
            "319,ambitionless\n",
            "ambitionless ambitionless\n",
            "320,ambivalent\n",
            "ambivalent ambivalent\n",
            "321,ambiversive\n",
            "ambiversive ambiversive\n",
            "322,ambrosial\n",
            "ambrosial ambrosial\n",
            "323,ambrosian\n",
            "ambrosian ambrosian\n",
            "324,ameban\n",
            "ameban ameban\n",
            "325,amebic\n",
            "amebic amebic\n",
            "326,ameboid\n",
            "ameboid ameboid\n",
            "327,amebous\n",
            "amebous amebous\n",
            "328,amenable\n",
            "amenable amenable\n",
            "329,amendable\n",
            "amendable amendable\n",
            "330,amended\n",
            "amended amended\n",
            "331,amerciable\n",
            "amerciable amerciable\n",
            "332,amethyst\n",
            "amethyst amethyst\n",
            "333,ametropic\n",
            "ametropic ametropic\n",
            "334,amiable\n",
            "amiable amiable\n",
            "335,amicable\n",
            "amicable amicable\n",
            "336,amiss\n",
            "amiss amiss\n",
            "337,ammoniated\n",
            "ammoniated ammoniated\n",
            "338,amnesiac\n",
            "amnesiac amnesiac\n",
            "339,amnesic\n",
            "amnesic amnesic\n",
            "340,amoeban\n",
            "amoeban amoeban\n",
            "341,amoebic\n",
            "amoebic amoebic\n",
            "342,amoeboid\n",
            "amoeboid amoeboid\n",
            "343,amoebous\n",
            "amoebous amoebous\n",
            "344,amoristic\n",
            "amoristic amoristic\n",
            "345,amorous\n",
            "amorous amorous\n",
            "346,amort\n",
            "amort amort\n",
            "347,amphiprostylar\n",
            "amphiprostylar amphiprostylar\n",
            "348,amphiprostyle\n",
            "amphiprostyle amphiprostyle\n",
            "349,amphiprotic\n",
            "amphiprotic amphiprotic\n",
            "350,amphistylar\n",
            "amphistylar amphistylar\n",
            "351,amphoteric\n",
            "amphoteric amphoteric\n",
            "352,ample\n",
            "ample ample\n",
            "353,amused\n",
            "amused amused\n",
            "354,amusing\n",
            "amusing amusing\n",
            "355,amusive\n",
            "amusive amusive\n",
            "356,amygdaliform\n",
            "amygdaliform amygdaliform\n",
            "357,amygdaline\n",
            "amygdaline amygdaline\n",
            "358,amygdaloid\n",
            "amygdaloid amygdaloid\n",
            "359,amygdaloidal\n",
            "amygdaloidal amygdaloidal\n",
            "360,anabolic\n",
            "anabolic anabolic\n",
            "361,anaclitic\n",
            "anaclitic anaclitic\n",
            "362,anaemic\n",
            "anaemic anaemic\n",
            "363,anaerobic\n",
            "anaerobic anaerobic\n",
            "364,anaerobiotic\n",
            "anaerobiotic anaerobiotic\n",
            "365,anagogic\n",
            "anagogic anagogic\n",
            "366,anagogical\n",
            "anagogical anagogical\n",
            "367,analogical\n",
            "analogical analogical\n",
            "368,analogous\n",
            "analogous analogous\n",
            "369,analphabetic\n",
            "analphabetic analphabetic\n",
            "370,analytic\n",
            "analytic analytic\n",
            "371,analytical\n",
            "analytical analytical\n",
            "372,analyzable\n",
            "analyzable analyzable\n",
            "373,analyzed\n",
            "analyzed analyzed\n",
            "374,anapaestic\n",
            "anapaestic anapaestic\n",
            "375,anapestic\n",
            "anapestic anapestic\n",
            "376,anarchic\n",
            "anarchic anarchic\n",
            "377,anarchical\n",
            "anarchical anarchical\n",
            "378,anasarcous\n",
            "anasarcous anasarcous\n",
            "379,anastigmatic\n",
            "anastigmatic anastigmatic\n",
            "380,ancient\n",
            "ancient ancient\n",
            "381,ane\n",
            "ane ane\n",
            "382,anecdotal\n",
            "anecdotal anecdotal\n",
            "383,anechoic\n",
            "anechoic anechoic\n",
            "384,anemic\n",
            "anemic anemic\n",
            "385,anencephalic\n",
            "anencephalic anencephalic\n",
            "386,anencephalous\n",
            "anencephalous anencephalous\n",
            "387,aneroid\n",
            "aneroid aneroid\n",
            "388,anestrous\n",
            "anestrous anestrous\n",
            "389,aneuploid\n",
            "aneuploid aneuploid\n",
            "390,anfractuous\n",
            "anfractuous anfractuous\n",
            "391,angelic\n",
            "angelic angelic\n",
            "392,angelical\n",
            "angelical angelical\n",
            "393,anginal\n",
            "anginal anginal\n",
            "394,anginose\n",
            "anginose anginose\n",
            "395,anginous\n",
            "anginous anginous\n",
            "396,angry\n",
            "angry angry\n",
            "397,anguine\n",
            "anguine anguine\n",
            "398,anguished\n",
            "anguished anguished\n",
            "399,angular\n",
            "angular angular\n",
            "400,angulate\n",
            "angulate angulate\n",
            "401,anile\n",
            "anile anile\n",
            "402,animal\n",
            "animal animal\n",
            "403,animated\n",
            "animated animated\n",
            "404,anise-scented\n",
            "anise-scented anise-scented\n",
            "405,anisometropic\n",
            "anisometropic anisometropic\n",
            "406,anisotropic\n",
            "anisotropic anisotropic\n",
            "407,annoyed\n",
            "annoyed annoyed\n",
            "408,annoying\n",
            "annoying annoying\n",
            "409,anomic\n",
            "anomic anomic\n",
            "410,anon.\n",
            "anon. anon.\n",
            "411,anonymous\n",
            "anonymous anonymous\n",
            "412,anorectic\n",
            "anorectic anorectic\n",
            "413,anorexic\n",
            "anorexic anorexic\n",
            "414,anorexigenic\n",
            "anorexigenic anorexigenic\n",
            "415,anosmic\n",
            "anosmic anosmic\n",
            "416,another\n",
            "another another\n",
            "417,anoxemic\n",
            "anoxemic anoxemic\n",
            "418,anoxic\n",
            "anoxic anoxic\n",
            "419,answerable\n",
            "answerable answerable\n",
            "420,answering\n",
            "answering answering\n",
            "421,antacid\n",
            "antacid antacid\n",
            "422,antagonistic\n",
            "antagonistic antagonistic\n",
            "423,antenatal\n",
            "antenatal antenatal\n",
            "424,antepartum\n",
            "antepartum antepartum\n",
            "425,anterograde\n",
            "anterograde anterograde\n",
            "426,anthelminthic\n",
            "anthelminthic anthelminthic\n",
            "427,anthelmintic\n",
            "anthelmintic anthelmintic\n",
            "428,antheral\n",
            "antheral antheral\n",
            "429,anthropomorphic\n",
            "anthropomorphic anthropomorphic\n",
            "430,anthropomorphous\n",
            "anthropomorphous anthropomorphous\n",
            "431,anti\n",
            "anti anti\n",
            "432,antiauthoritarian\n",
            "antiauthoritarian antiauthoritarian\n",
            "433,antibacterial\n",
            "antibacterial antibacterial\n",
            "434,antic\n",
            "antic antic\n",
            "435,anticancer\n",
            "anticancer anticancer\n",
            "436,anticipant\n",
            "anticipant anticipant\n",
            "437,anticipated\n",
            "anticipated anticipated\n",
            "438,anticipative\n",
            "anticipative anticipative\n",
            "439,anticlimactic\n",
            "anticlimactic anticlimactic\n",
            "440,antifertility\n",
            "antifertility antifertility\n",
            "441,antifungal\n",
            "antifungal antifungal\n",
            "442,anti-intellectual\n",
            "anti-intellectual anti-intellectual\n",
            "443,antimagnetic\n",
            "antimagnetic antimagnetic\n",
            "444,antimicrobial\n",
            "antimicrobial antimicrobial\n",
            "445,antimicrobic\n",
            "antimicrobic antimicrobic\n",
            "446,antineoplastic\n",
            "antineoplastic antineoplastic\n",
            "447,antiparallel\n",
            "antiparallel antiparallel\n",
            "448,antipersonnel\n",
            "antipersonnel antipersonnel\n",
            "449,antiphlogistic\n",
            "antiphlogistic antiphlogistic\n",
            "450,antipyretic\n",
            "antipyretic antipyretic\n",
            "451,antique\n",
            "antique antique\n",
            "452,antisemitic\n",
            "antisemitic antisemitic\n",
            "453,anti-semitic\n",
            "anti-semitic anti-semitic\n",
            "454,antisocial\n",
            "antisocial antisocial\n",
            "455,antitank\n",
            "antitank antitank\n",
            "456,antithetic\n",
            "antithetic antithetic\n",
            "457,antithetical\n",
            "antithetical antithetical\n",
            "458,antithyroid\n",
            "antithyroid antithyroid\n",
            "459,antitumor\n",
            "antitumor antitumor\n",
            "460,antitumour\n",
            "antitumour antitumour\n",
            "461,antiviral\n",
            "antiviral antiviral\n",
            "462,antler-like\n",
            "antler-like antler-like\n",
            "463,antsy\n",
            "antsy antsy\n",
            "464,anuretic\n",
            "anuretic anuretic\n",
            "465,anuric\n",
            "anuric anuric\n",
            "466,anurous\n",
            "anurous anurous\n",
            "467,anxiolytic\n",
            "anxiolytic anxiolytic\n",
            "468,anxious\n",
            "anxious anxious\n",
            "469,a-ok\n",
            "a-ok a-ok\n",
            "470,a-okay\n",
            "a-okay a-okay\n",
            "471,a-one\n",
            "a-one a-one\n",
            "472,apart\n",
            "apart apart\n",
            "473,apelike\n",
            "apelike apelike\n",
            "474,aperient\n",
            "aperient aperient\n",
            "475,aphakic\n",
            "aphakic aphakic\n",
            "476,aphasic\n",
            "aphasic aphasic\n",
            "477,aphonic\n",
            "aphonic aphonic\n",
            "478,aphoristic\n",
            "aphoristic aphoristic\n",
            "479,aphrodisiac\n",
            "aphrodisiac aphrodisiac\n",
            "480,aphrodisiacal\n",
            "aphrodisiacal aphrodisiacal\n",
            "481,apiculate\n",
            "apiculate apiculate\n",
            "482,apish\n",
            "apish apish\n",
            "483,aplanatic\n",
            "aplanatic aplanatic\n",
            "484,apocalyptic\n",
            "apocalyptic apocalyptic\n",
            "485,apocalyptical\n",
            "apocalyptical apocalyptical\n",
            "486,apochromatic\n",
            "apochromatic apochromatic\n",
            "487,apocryphal\n",
            "apocryphal apocryphal\n",
            "488,apodal\n",
            "apodal apodal\n",
            "489,apodous\n",
            "apodous apodous\n",
            "490,apolitical\n",
            "apolitical apolitical\n",
            "491,apologetic\n",
            "apologetic apologetic\n",
            "492,apomictic\n",
            "apomictic apomictic\n",
            "493,apostate\n",
            "apostate apostate\n",
            "494,apothegmatic\n",
            "apothegmatic apothegmatic\n",
            "495,apotropaic\n",
            "apotropaic apotropaic\n",
            "496,appalachian\n",
            "appalachian appalachian\n",
            "497,appalled\n",
            "appalled appalled\n",
            "498,appalling\n",
            "appalling appalling\n",
            "499,apparent\n",
            "apparent apparent\n",
            "500,words translated  235\n",
            "words not translated in round 1  96435\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9YiQCx398HSO",
        "outputId": "0460cf03-2d03-46b8-d030-54edd7700127"
      },
      "source": [
        "\n",
        "print(\"words not translated in round 1 \", (500 - t1_count))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "words not translated in round 1  265\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KzDci9quWNnk"
      },
      "source": [
        "### storing one round translation data .\n",
        "update the t1 count at start of the section."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CcIJFkK6-EbV"
      },
      "source": [
        "#saving translation 1\n",
        "import pickle \n",
        "with open(\"translations.txt\",\"wb\") as t:\n",
        "  pickle.dump(translations, t)\n",
        "  \n",
        "with open(\"eng_words.txt\",\"wb\") as t:\n",
        "  pickle.dump(eng_words, t)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ix8T6EZ5WNnk"
      },
      "source": [
        "## change session here \n",
        "\n",
        "run the cell imoprting nltk and the one containg stored t1 count \n",
        "### importing data for next translation round"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l9PmwhOAB8cx",
        "outputId": "62c9765c-f662-4c15-beeb-f82010738a72"
      },
      "source": [
        "import pickle\n",
        "with open(\"translations.txt\",\"rb\") as t:\n",
        "  translations=pickle.load(t)\n",
        "print(translations)\n",
        "\n",
        "with open(\"eng_words.txt\",\"rb\") as t:\n",
        "  eng_words=pickle.load(t)\n",
        "print(eng_words)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'a_posteriori': 'वापस', 'a_priori': 'संभवतः', 'abandoned': 'छोड़ा हुआ', 'abashed': 'घबराया हुआ', 'abatable': 'abatable', 'abhorrent': 'घिनौना', 'abiding': 'स्थायी', 'abject': 'अधम', 'ablative': 'पंचमी विभक्ति', 'able': 'योग्य', 'able-bodied': 'ह्रष्ट-पुष्ट', 'abloom': 'फूलने की अवस्था में', 'abnormal': 'असामान्य', 'abominable': 'घिनौना', 'abortive': 'निष्फल', 'above': 'ऊपर', 'above-mentioned': 'उपरोक्त', 'above-named': 'उपर नामित', 'abrasive': 'अपघर्षक', 'abreast': 'बराबर में', 'abruptly-pinnate': 'अचानक-सुफ़ने', 'absent': 'अनुपस्थित', 'absolute': 'पूर्ण', 'absolved': 'बरी', 'absolvitory': 'absolvitory', 'absorbable': 'अवशोषित', 'absorbefacient': 'शोषक', 'absorbing': 'अवशोषित', 'abstentious': 'abstentious', 'abstinent': 'संयमी', 'abstractive': 'भावात्मक', 'absurd': 'बेतुका', 'abulic': 'abulic', 'abundant': 'प्रचुर', 'abused': 'दुर्व्यवहार', 'abusive': 'अपमानजनक', 'academic': 'शैक्षिक', 'acarpous': 'अनुपजाऊ', 'acaudal': 'acaudal', 'acaudate': 'acaudate', 'acceptable': 'स्वीकार्य', 'acceptant': 'Acceptant', 'accepted': 'स्वीकार किए जाते हैं', 'accessary': 'सहायक', 'accessible': 'सुलभ', 'accessional': 'accessional', 'accessorial': 'सहायक', 'accessory': 'सहायक', 'accidental': 'आकस्मिक', 'accident-prone': 'दुर्घटना संभावित', 'accommodating': 'मिलनसार', 'accommodative': 'उदार', 'accomplished': 'पूरा किया', 'accordant': 'लयबद्ध', 'according': 'अनुसार', 'accretionary': 'एक्रिशनरी', 'accumbent': 'accumbent', 'accumulative': 'संचयी', 'accurate': 'शुद्ध', 'accursed': 'शापित', 'accurst': 'शापित', 'accusative': 'कर्म कारक', 'accusatory': 'दोष लगानेवाला', 'accusing': 'आरोप लगा', 'accustomed': 'आदी', 'ace': 'इक्का', 'acellular': 'अकोशिकीय', 'acerb': 'खट्टा', 'acerbic': 'एसिड', 'acetous': 'खट्टा', 'achievable': 'प्राप्त', 'aching': 'दर्द', 'acid': 'अम्ल', 'acid-forming': 'एसिड बनाने', 'acidic': 'अम्लीय', 'acid-loving': 'एसिड प्यार', 'acid-tasting': 'एसिड चखने', 'acknowledged': 'स्वीकार किया', 'acold': 'सर्दी', 'acorn-shaped': 'बलूत का फल के आकार', 'acquainted': 'परिचित', 'acquiescent': 'संतुष्ट', 'acquirable': 'प्राप्य', 'acrid': 'तीखा', 'acrobatic': 'क़लाबाज़ी का', 'across-the-board': 'बोर्ड के पार', 'acting': 'अभिनय', 'actionable': 'कार्रवाई योग्य', 'activated': 'सक्रिय', 'active': 'सक्रिय', 'actual': 'वास्तविक', 'acuminate': 'नोकीला', 'acute': 'तीव्र', 'acyclic': 'अचक्रीय', 'ad_hoc': 'अनौपचारिक', 'ad_hominem': 'बगैर सोचे - समझे प्रतिक्रिया व्यक्त करना', 'adagio': 'Adagio', 'adamant': 'अटल', 'adamantine': 'कड़ा', 'adaptive': 'अनुकूली', 'addictive': 'नशे की लत', 'addled': 'सड़ाया हुआ', 'addressable': 'पता', 'addressed': 'संबोधित', 'adept': 'निपुण', 'adequate': 'पर्याप्त', 'adiabatic': 'स्थिरोष्म', 'adjustable': 'समायोज्य', 'adjusted': 'समायोजित', 'ad-lib': 'बिना तैयारी के', 'administrative': 'प्रशासनिक', 'admirable': 'प्रशंसनीय', 'admired': 'प्रशंसा की', 'admonitory': 'भर्त्सक', 'adoptable': 'ग्रहणीय', 'adopted': 'गोद लिया', 'adoptive': 'गोद लेने योग्य', 'adorable': 'प्यारी', 'adored': 'बहुत ही पसंदीदा', 'adorned': 'विभूषित', 'adrift': 'भटकते हुए', 'adroit': 'निपुण', 'adulatory': 'चापलूसी का', 'adulterate': 'मिलावट करना', 'adulterated': 'मिलावटी', 'adulterine': 'adulterine', 'adulterous': 'पुस्र्षगामी', 'adust': 'जला हुआ', 'advance': 'अग्रिम', 'advanced': 'उन्नत', 'advantageous': 'लाभदायक', 'advisable': 'उचित', 'advised': 'सलाह दी', 'advisory': 'सलाहकार', 'aerated': 'गैस से भरा हुआ', 'aerobic': 'एरोबिक', 'aesthetic': 'सौंदर्य', 'afeard': 'afeard', 'affable': 'मिलनसार', 'affected': 'लग जाना', 'affectionate': 'स्नेही', 'affirmable': 'affirmable', 'affirmative': 'सकारात्मक', 'affirmatory': 'affirmatory', 'affixed': 'चिपका', 'affluent': 'धनी', 'aflicker': 'aflicker', 'afloat': 'बचाए', 'afraid': 'डरा हुआ', 'agamic': 'अयुग्मक', 'agamous': 'agamous', 'agape': 'मुंह खोले हुए', 'aged': 'वृद्ध', 'ageless': 'वृद्ध न होनेवाला', 'age-old': 'सदियों पुरानी', 'agglomerate': 'ढेरी', 'aggravated': 'बहुत बिगड़', 'aggravating': 'उत्तेजक', 'aggressive': 'आक्रामक', 'aghast': 'भौचक्का', 'agile': 'चुस्त', 'agitated': 'उत्तेजित', 'aglow': 'दमकता हुआ', 'agnostic': 'अज्ञेयवाद का', 'agog': 'लौटने में', 'agonal': 'अंतकाल', 'agonised': 'कष्टदायी', 'agonistic': 'मल्लयुद्ध-संबंधी', 'agonistical': 'agonistical', 'agonized': 'कष्टदायी', 'agoraphobic': 'एगोराफोबिक', 'agreeable': 'सहमत', 'ahistorical': 'अनैतिहासिक', 'ailing': 'बीमार', 'aimless': 'लक्ष्यहीन', 'air-dried': 'हवा में सुखाया हुआ', 'air-dry': 'शुष्क हवा', 'aired': 'प्रसारित', 'air-filled': 'हवा से भरे', 'airtight': 'वायु-रोधक', 'air-tight': 'हवा-बंद', 'airworthy': 'उड़ने योग्य', 'airy': 'हवादार', 'ajar': 'अधखुला', 'al_dente': 'लगभग ठोस होने तक पकाना', 'alacritous': 'alacritous', 'alar': 'डैना-संबंधी', 'alarmed': 'चिंतित', 'alarming': 'खतरनाक', 'albinal': 'albinal', 'albinic': 'albinic', 'albinistic': 'ऐलबिनिस्टिक', 'albinotic': 'albinotic', 'alcohol-soluble': 'शराब में घुलनशील', 'aleatory': 'पाँसे', 'alert': 'चेतावनी', 'alien': 'विदेशी', 'alienated': 'अलग-थलग', 'alienating': 'अलगाव की भावना', 'aliform': 'आकार का', 'alike': 'एक जैसे', 'alimental': 'alimental', 'alimentary': 'पाचन', 'alive': 'ज़िंदा', 'alkaline-loving': 'क्षारीय प्यार', 'all': 'सब', 'all_over': 'सब खतम', 'all_right': 'ठीक है', 'allantoid': 'allantoid', 'allargando': 'allargando', 'all-devouring': 'सभी भक्षण', 'alleged': 'आरोप लगाया', 'all-embracing': 'सर्वव्यापी', 'allergic': 'एलर्जी', 'alleviated': 'कम किया', 'all-or-none': 'सभी या कोई नहीं', 'allotropical': 'allotropical', 'all-out': 'सब बाहर जाएं', 'all-powerful': 'सर्वशक्तिमान', 'all-purpose': 'सभी उद्देश्य', 'all-victorious': 'सभी विजयी', 'all-weather': 'सभी मौसम', 'almighty': 'सर्वशक्तिमान', 'almond-eyed': 'बादाम आंखों', 'almond-scented': 'बादाम के सुगंधित', 'alpestrine': 'alpestrine', 'alpha': 'अल्फा', 'alterable': 'परिवर्तन के योग्य', 'alternate': 'वैकल्पिक', 'alternative': 'विकल्प', 'altissimo': 'Altissimo', 'altitudinous': 'altitudinous', 'altruistic': 'परोपकारी', 'amalgamative': 'amalgamative', 'amaranthine': 'न मुरझानेवाला', 'all-encompassing': 'अखिल', 'all-inclusive': 'सभी समावेशी', 'all-knowing': 'सब जानते हुए भी', 'all-or-nothing': 'सभी या कुछ भी नहीं', 'allotropic': 'बहुरूपी', 'alluring': 'मनोहर', 'almond-shaped': 'बादाम के आकार का', 'alone': 'अकेला', 'aloof': 'अलग', 'alterative': 'बदलने की शक्तिवाला', 'altered': 'बदल', 'amative': 'प्रेमशील', 'amaurotic': 'amaurotic', 'ambagious': 'ambagious', 'ambidextrous': 'कपटी', 'ambient': 'व्यापक', 'ambiguous': 'अस्पष्ट', 'ambivalent': 'उभयभावी', 'ambiversive': 'ambiversive', 'ambrosial': 'दिव्य', 'ambrosian': 'अम्ब्रोसियन', 'ameban': 'ameban', 'amebic': 'अमीबी', 'amebous': 'amebous', 'amenable': 'वश्य', 'amendable': 'शोधने योग्य', 'amended': 'संशोधन', 'amerciable': 'amerciable', 'amethyst': 'बिल्लौर', 'amiable': 'सुशील', 'amicable': 'मैत्रीपूर्ण', 'amiss': 'अनुचित', 'ammoniated': 'अमोनिया', 'amoeban': 'amoeban', 'amoebic': 'अमीबा', 'amoeboid': 'अमीबीय', 'amoristic': 'amoristic', 'amorous': 'रसिक', 'amort': 'amort', 'amphistylar': 'amphistylar', 'amphoteric': 'उभयधर्मी', 'ample': 'प्रचुर', 'amused': 'खुश', 'amusing': 'मनोरंजक', 'anabolic': 'उपचय', 'anaemic': 'रक्तहीनता से पीड़ित', 'anaerobic': 'अवायवीय', 'analogical': 'अलंकारिक', 'analogous': 'अनुरूप', 'analphabetic': 'analphabetic', 'analytic': 'विश्लेषणात्मक', 'analytical': 'विश्लेषणात्मक', 'analyzed': 'विश्लेषण किया', 'anapaestic': 'anapaestic', 'anapestic': 'anapestic', 'anarchic': 'अराजक', 'anarchical': 'अराजक', 'anastigmatic': 'anastigmatic', 'ancient': 'प्राचीन', 'ane': 'ane', 'anecdotal': 'वास्तविक', 'anechoic': 'अप्रतिध्वनिक', 'anemic': 'रक्तहीनता से पीड़ित', 'anencephalic': 'अमस्तिष्क', 'anencephalous': 'anencephalous', 'aneroid': 'निर्द्रव', 'anfractuous': 'चक्करदार', 'angelic': 'दिव्य', 'angelical': 'दिव्य', 'anginal': 'गण्डमाला संबंथी', 'anginose': 'anginose', 'anginous': 'anginous', 'angry': 'गुस्सा', 'anguine': 'सर्पवत', 'anguished': 'दुखी', 'angular': 'कोणीय', 'angulate': 'कोनेदार', 'anile': 'बुढ़िया के समान', 'animal': 'जानवर', 'animated': 'एनिमेटेड', 'anise-scented': 'चक्र फूल-सुगंधित', 'anisotropic': 'अनिसोट्रोपिक', 'annoyed': 'नाराज हो', 'annoying': 'कष्टप्रद', 'anonymous': 'गुमनाम', 'anorectic': 'भूख कम करने वाला', 'another': 'एक और', 'anoxic': 'ऑक्सीजन में कमी', 'answerable': 'जवाबदेह', 'answering': 'जवाब', 'antacid': 'एंटासिड', 'antagonistic': 'विरोधी', 'antenatal': 'उत्पत्ति के पूर्व का', 'antepartum': 'प्रसव पूर्व', 'anterograde': 'अग्रगामी', 'anthelminthic': 'कृमिनाशक', 'anthelmintic': 'कृमिनाशक', 'anthropomorphic': 'मानवरूपी', 'anthropomorphous': 'मानवमिति', 'anti': 'विरोधी', 'antibacterial': 'जीवाणुरोधी', 'antic': 'विलक्षण', 'anticancer': 'कैंसर विरोधी', 'anticipant': 'पहले से सोच रखनेवाला', 'anticipated': 'प्रत्याशित', 'antifungal': 'ऐंटिफंगल', 'anti-intellectual': 'विरोधी बौद्धिक', 'antimicrobial': 'रोगाणुरोधी', 'antipersonnel': 'तुकड़ा का', 'antiphlogistic': 'सूजन घटानेवाली', 'antipyretic': 'ज्वर हटानेवाल', 'antique': 'एंटीक', 'antisemitic': 'सामी विरोधी', 'anti-semitic': 'सामी विरोधी', 'antisocial': 'सामाजिक सिद्धान्तों के विस्र्द्ध', 'antitank': 'टैंक रोधक', 'antithetic': 'विपर्ययात्मक', 'antithetical': 'विरोधात्मक', 'antitumor': 'अर्बुदरोधी', 'antitumour': 'अर्बुदरोधी', 'antiviral': 'एंटी वाइरल', 'antler-like': 'antler की तरह', 'anxious': 'चिंतित', 'a-ok': 'ठीक', 'a-okay': 'एक ठीक', 'a-one': 'एक', 'apart': 'अलग', 'aperient': 'मल को ढीला करनेवाली औषधी', 'aphasic': 'वाक्यरोध संबंधी', 'aphoristic': 'सूत्र-रूप में', 'aphrodisiac': 'कामोद्दीपक', 'apish': 'बंदर सा', 'apocalyptic': 'सर्वनाशक', 'apocalyptical': 'दीर्घकालीन', 'apocryphal': 'शंकायुक्त', 'apodous': 'apodous', 'apolitical': 'अराजनैतिक', 'apologetic': 'क्षमाशील', 'apostate': 'स्वधर्मत्यागी', 'apothegmatic': 'apothegmatic', 'appalled': 'चकित', 'appalling': 'भय उत्पन्न करनेवाला', 'apparent': 'स्पष्ट'}\n",
            "['ablated', 'abolishable', 'abortifacient', 'aboulic', 'abounding', 'abscessed', 'acanthoid', 'acanthous', 'acatalectic', 'acaulescent', 'acceptive', 'accomplishable', 'accretive', 'accusive', 'acentric', 'acetose', 'acheronian', 'acherontic', 'achlamydeous', 'achondritic', 'achondroplastic', 'achromatous', 'achy', 'acknowledgeable', 'acned', 'acromegalic', 'acrophobic', 'actable', 'actinomycotic', 'adactylous', 'adaptative', 'addable', 'addible', 'additive', 'administrable', 'admonishing', 'adoring', 'adsorbable', 'adsorbate', 'adventive', 'advertent', 'adynamic', 'aeonian', 'aesthetical', 'aestival', 'aetiologic', 'aetiological', 'afeared', 'afflictive', 'agamogenetic', 'agglomerated', 'agglomerative', 'agleam', 'agnostical', 'agranulocytic', 'air_sick', 'airheaded', 'airsick', 'alary', 'algolagnic', 'algophobic', 'allegiant', 'all-encompassing', 'alleviative', 'alleviatory', 'alliaceous', 'alligatored', 'all-inclusive', 'all-knowing', 'all-or-nothing', 'allotropic', 'alloyed', 'alluring', 'almond-shaped', 'alone', 'aloof', 'alterative', 'altered', 'amative', 'amaurotic', 'ambagious', 'ambidextrous', 'ambient', 'ambiguous', 'ambitionless', 'ambivalent', 'ambiversive', 'ambrosial', 'ambrosian', 'ameban', 'amebic', 'ameboid', 'amebous', 'amenable', 'amendable', 'amended', 'amerciable', 'amethyst', 'ametropic', 'amiable', 'amicable', 'amiss', 'ammoniated', 'amnesiac', 'amnesic', 'amoeban', 'amoebic', 'amoeboid', 'amoebous', 'amoristic', 'amorous', 'amort', 'amphiprostylar', 'amphiprostyle', 'amphiprotic', 'amphistylar', 'amphoteric', 'ample', 'amused', 'amusing', 'amusive', 'amygdaliform', 'amygdaline', 'amygdaloid', 'amygdaloidal', 'anabolic', 'anaclitic', 'anaemic', 'anaerobic', 'anaerobiotic', 'anagogic', 'anagogical', 'analogical', 'analogous', 'analphabetic', 'analytic', 'analytical', 'analyzable', 'analyzed', 'anapaestic', 'anapestic', 'anarchic', 'anarchical', 'anasarcous', 'anastigmatic', 'ancient', 'ane', 'anecdotal', 'anechoic', 'anemic', 'anencephalic', 'anencephalous', 'aneroid', 'anestrous', 'aneuploid', 'anfractuous', 'angelic', 'angelical', 'anginal', 'anginose', 'anginous', 'angry', 'anguine', 'anguished', 'angular', 'angulate', 'anile', 'animal', 'animated', 'anise-scented', 'anisometropic', 'anisotropic', 'annoyed', 'annoying', 'anomic', 'anon.', 'anonymous', 'anorectic', 'anorexic', 'anorexigenic', 'anosmic', 'another', 'anoxemic', 'anoxic', 'answerable', 'answering', 'antacid', 'antagonistic', 'antenatal', 'antepartum', 'anterograde', 'anthelminthic', 'anthelmintic', 'antheral', 'anthropomorphic', 'anthropomorphous', 'anti', 'antiauthoritarian', 'antibacterial', 'antic', 'anticancer', 'anticipant', 'anticipated', 'anticipative', 'anticlimactic', 'antifertility', 'antifungal', 'anti-intellectual', 'antimagnetic', 'antimicrobial', 'antimicrobic', 'antineoplastic', 'antiparallel', 'antipersonnel', 'antiphlogistic', 'antipyretic', 'antique', 'antisemitic', 'anti-semitic', 'antisocial', 'antitank', 'antithetic', 'antithetical', 'antithyroid', 'antitumor', 'antitumour', 'antiviral', 'antler-like', 'antsy', 'anuretic', 'anuric', 'anurous', 'anxiolytic', 'anxious', 'a-ok', 'a-okay', 'a-one', 'apart', 'apelike', 'aperient', 'aphakic', 'aphasic', 'aphonic', 'aphoristic', 'aphrodisiac', 'aphrodisiacal', 'apiculate', 'apish', 'aplanatic', 'apocalyptic', 'apocalyptical', 'apochromatic', 'apocryphal', 'apodal', 'apodous', 'apolitical', 'apologetic', 'apomictic', 'apostate', 'apothegmatic', 'apotropaic', 'appalachian', 'appalled', 'appalling', 'apparent']\n",
            "['ablated', 'abolishable', 'abortifacient', 'aboulic', 'abounding', 'abscessed', 'acanthoid', 'acanthous', 'acatalectic', 'acaulescent', 'acceptive', 'accomplishable', 'accretive', 'accusive', 'acentric', 'acetose', 'acheronian', 'acherontic', 'achlamydeous', 'achondritic', 'achondroplastic', 'achromatous', 'achy', 'acknowledgeable', 'acned', 'acromegalic', 'acrophobic', 'actable', 'actinomycotic', 'adactylous', 'adaptative', 'addable', 'addible', 'additive', 'administrable', 'admonishing', 'adoring', 'adsorbable', 'adsorbate', 'adventive', 'advertent', 'adynamic', 'aeonian', 'aesthetical', 'aestival', 'aetiologic', 'aetiological', 'afeared', 'afflictive', 'agamogenetic', 'agglomerated', 'agglomerative', 'agleam', 'agnostical', 'agranulocytic', 'air_sick', 'airheaded', 'airsick', 'alary', 'algolagnic', 'algophobic', 'allegiant', 'alleviative', 'alleviatory', 'alliaceous', 'alligatored', 'alloyed', 'ambitionless', 'ameboid', 'ametropic', 'amnesiac', 'amnesic', 'amoebous', 'amphiprostylar', 'amphiprostyle', 'amphiprotic', 'amusive', 'amygdaliform', 'amygdaline', 'amygdaloid', 'amygdaloidal', 'anaclitic', 'anaerobiotic', 'anagogic', 'anagogical', 'analyzable', 'anasarcous', 'anestrous', 'aneuploid', 'anisometropic', 'anomic', 'anon.', 'anorexic', 'anorexigenic', 'anosmic', 'anoxemic', 'antheral', 'antiauthoritarian', 'anticipative', 'anticlimactic', 'antifertility', 'antimagnetic', 'antimicrobic', 'antineoplastic', 'antiparallel', 'antithyroid', 'antsy', 'anuretic', 'anuric', 'anurous', 'anxiolytic', 'apelike', 'aphakic', 'aphonic', 'aphrodisiacal', 'apiculate', 'aplanatic', 'apochromatic', 'apodal', 'apomictic', 'apotropaic', 'appalachian']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ngny-xfDk1DO"
      },
      "source": [
        "translations round 2"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qEDscTOYk82c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "01ac9619-48f3-4b80-bd50-35cea66f4554"
      },
      "source": [
        "translator = Translator()\n",
        "t2_count=0\n",
        "eng_words2=[]\n",
        "t=1\n",
        "for element in eng_words:\n",
        "    element=str(element).strip(\" \\n\")\n",
        "    # Adding all the translations to a dictionary (translations)\n",
        "    if element:\n",
        "        tr1=translator.translate(element,src=\"en\",dest=\"hi\")\n",
        "        if tr1:\n",
        "            tr=tr1.text\n",
        "            tr = str(tr).strip(\"'<>() \").replace('\\'', '\\\"')\n",
        "            print(element,tr)\n",
        "            if translator.detect(tr).lang == \"en\":\n",
        "                eng_words2.append(element)\n",
        "            else:\n",
        "                translations[str(element)] = tr\n",
        "                t2_count+=1\n",
        "    print(t,end=\",\")\n",
        "    t=t+1\n",
        "print(\"words translated \",t2_count)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ablated ablated\n",
            "1,abolishable abolishable\n",
            "2,abortifacient abortifacient\n",
            "3,aboulic aboulic\n",
            "4,abounding abounding\n",
            "5,abscessed abscessed\n",
            "6,acanthoid acanthoid\n",
            "7,acanthous acanthous\n",
            "8,acatalectic acatalectic\n",
            "9,acaulescent acaulescent\n",
            "10,acceptive acceptive\n",
            "11,accomplishable accomplishable\n",
            "12,accretive accretive\n",
            "13,accusive accusive\n",
            "14,acentric acentric\n",
            "15,acetose acetose\n",
            "16,acheronian acheronian\n",
            "17,acherontic acherontic\n",
            "18,achlamydeous achlamydeous\n",
            "19,achondritic achondritic\n",
            "20,achondroplastic achondroplastic\n",
            "21,achromatous achromatous\n",
            "22,achy achy\n",
            "23,acknowledgeable acknowledgeable\n",
            "24,acned acned\n",
            "25,acromegalic acromegalic\n",
            "26,acrophobic acrophobic\n",
            "27,actable actable\n",
            "28,actinomycotic actinomycotic\n",
            "29,adactylous adactylous\n",
            "30,adaptative adaptative\n",
            "31,addable addable\n",
            "32,addible Addible\n",
            "33,additive additive\n",
            "34,administrable administrable\n",
            "35,admonishing admonishing\n",
            "36,adoring adoring\n",
            "37,adsorbable adsorbable\n",
            "38,adsorbate adsorbate\n",
            "39,adventive adventive\n",
            "40,advertent advertent\n",
            "41,adynamic adynamic\n",
            "42,aeonian aeonian\n",
            "43,aesthetical aesthetical\n",
            "44,aestival aestival\n",
            "45,aetiologic aetiologic\n",
            "46,aetiological aetiological\n",
            "47,afeared afeared\n",
            "48,afflictive afflictive\n",
            "49,agamogenetic agamogenetic\n",
            "50,agglomerated agglomerated\n",
            "51,agglomerative agglomerative\n",
            "52,agleam agleam\n",
            "53,agnostical agnostical\n",
            "54,agranulocytic agranulocytic\n",
            "55,air_sick air_sick\n",
            "56,airheaded airheaded\n",
            "57,airsick airsick\n",
            "58,alary alary\n",
            "59,algolagnic algolagnic\n",
            "60,algophobic algophobic\n",
            "61,allegiant Allegiant\n",
            "62,all-encompassing अखिल\n",
            "63,alleviative alleviative\n",
            "64,alleviatory alleviatory\n",
            "65,alliaceous alliaceous\n",
            "66,alligatored alligatored\n",
            "67,all-inclusive सभी समावेशी\n",
            "68,all-knowing सब जानते हुए भी\n",
            "69,all-or-nothing सभी या कुछ भी नहीं\n",
            "70,allotropic बहुरूपी\n",
            "71,alloyed alloyed\n",
            "72,alluring मनोहर\n",
            "73,almond-shaped बादाम के आकार का\n",
            "74,alone अकेला\n",
            "75,aloof अलग\n",
            "76,alterative बदलने की शक्तिवाला\n",
            "77,altered बदल\n",
            "78,amative प्रेमशील\n",
            "79,amaurotic amaurotic\n",
            "80,ambagious ambagious\n",
            "81,ambidextrous कपटी\n",
            "82,ambient व्यापक\n",
            "83,ambiguous अस्पष्ट\n",
            "84,ambitionless ambitionless\n",
            "85,ambivalent उभयभावी\n",
            "86,ambiversive ambiversive\n",
            "87,ambrosial दिव्य\n",
            "88,ambrosian अम्ब्रोसियन\n",
            "89,ameban ameban\n",
            "90,amebic अमीबी\n",
            "91,ameboid ameboid\n",
            "92,amebous amebous\n",
            "93,amenable वश्य\n",
            "94,amendable शोधने योग्य\n",
            "95,amended संशोधन\n",
            "96,amerciable amerciable\n",
            "97,amethyst बिल्लौर\n",
            "98,ametropic ametropic\n",
            "99,amiable सुशील\n",
            "100,amicable मैत्रीपूर्ण\n",
            "101,amiss अनुचित\n",
            "102,ammoniated अमोनिया\n",
            "103,amnesiac amnesiac\n",
            "104,amnesic amnesic\n",
            "105,amoeban amoeban\n",
            "106,amoebic अमीबा\n",
            "107,amoeboid अमीबीय\n",
            "108,amoebous amoebous\n",
            "109,amoristic amoristic\n",
            "110,amorous रसिक\n",
            "111,amort amort\n",
            "112,amphiprostylar amphiprostyle\n",
            "113,amphiprostyle amphiprostyle\n",
            "114,amphiprotic amphiprotic\n",
            "115,amphistylar amphistylar\n",
            "116,amphoteric उभयधर्मी\n",
            "117,ample प्रचुर\n",
            "118,amused खुश\n",
            "119,amusing मनोरंजक\n",
            "120,amusive amusive\n",
            "121,amygdaliform amygdaliform\n",
            "122,amygdaline amygdaline\n",
            "123,amygdaloid amygdaloid\n",
            "124,amygdaloidal amygdaloidal\n",
            "125,anabolic उपचय\n",
            "126,anaclitic anaclitic\n",
            "127,anaemic रक्तहीनता से पीड़ित\n",
            "128,anaerobic अवायवीय\n",
            "129,anaerobiotic anaerobiotic\n",
            "130,anagogic anagogic\n",
            "131,anagogical anagogical\n",
            "132,analogical अलंकारिक\n",
            "133,analogous अनुरूप\n",
            "134,analphabetic analphabetic\n",
            "135,analytic विश्लेषणात्मक\n",
            "136,analytical विश्लेषणात्मक\n",
            "137,analyzable analyzable\n",
            "138,analyzed विश्लेषण किया\n",
            "139,anapaestic anapaestic\n",
            "140,anapestic anapestic\n",
            "141,anarchic अराजक\n",
            "142,anarchical अराजक\n",
            "143,anasarcous anasarcous\n",
            "144,anastigmatic anastigmatic\n",
            "145,ancient प्राचीन\n",
            "146,ane ane\n",
            "147,anecdotal वास्तविक\n",
            "148,anechoic अप्रतिध्वनिक\n",
            "149,anemic रक्तहीनता से पीड़ित\n",
            "150,anencephalic अमस्तिष्क\n",
            "151,anencephalous anencephalous\n",
            "152,aneroid निर्द्रव\n",
            "153,anestrous anestrous\n",
            "154,aneuploid aneuploid\n",
            "155,anfractuous चक्करदार\n",
            "156,angelic दिव्य\n",
            "157,angelical दिव्य\n",
            "158,anginal गण्डमाला संबंथी\n",
            "159,anginose anginose\n",
            "160,anginous anginous\n",
            "161,angry गुस्सा\n",
            "162,anguine सर्पवत\n",
            "163,anguished दुखी\n",
            "164,angular कोणीय\n",
            "165,angulate कोनेदार\n",
            "166,anile बुढ़िया के समान\n",
            "167,animal जानवर\n",
            "168,animated एनिमेटेड\n",
            "169,anise-scented चक्र फूल-सुगंधित\n",
            "170,anisometropic anisometropic\n",
            "171,anisotropic अनिसोट्रोपिक\n",
            "172,annoyed नाराज हो\n",
            "173,annoying कष्टप्रद\n",
            "174,anomic anomic\n",
            "175,anon. anon।\n",
            "176,anonymous गुमनाम\n",
            "177,anorectic भूख कम करने वाला\n",
            "178,anorexic anorexic\n",
            "179,anorexigenic anorexigenic\n",
            "180,anosmic anosmic\n",
            "181,another एक और\n",
            "182,anoxemic anoxemic\n",
            "183,anoxic ऑक्सीजन में कमी\n",
            "184,answerable जवाबदेह\n",
            "185,answering जवाब\n",
            "186,antacid एंटासिड\n",
            "187,antagonistic विरोधी\n",
            "188,antenatal उत्पत्ति के पूर्व का\n",
            "189,antepartum प्रसव पूर्व\n",
            "190,anterograde अग्रगामी\n",
            "191,anthelminthic कृमिनाशक\n",
            "192,anthelmintic कृमिनाशक\n",
            "193,antheral antheral\n",
            "194,anthropomorphic मानवरूपी\n",
            "195,anthropomorphous मानवमिति\n",
            "196,anti विरोधी\n",
            "197,antiauthoritarian antiauthoritarian\n",
            "198,antibacterial जीवाणुरोधी\n",
            "199,antic विलक्षण\n",
            "200,anticancer कैंसर विरोधी\n",
            "201,anticipant पहले से सोच रखनेवाला\n",
            "202,anticipated प्रत्याशित\n",
            "203,anticipative anticipative\n",
            "204,anticlimactic anticlimactic\n",
            "205,antifertility antifertility\n",
            "206,antifungal ऐंटिफंगल\n",
            "207,anti-intellectual विरोधी बौद्धिक\n",
            "208,antimagnetic antimagnetic\n",
            "209,antimicrobial रोगाणुरोधी\n",
            "210,antimicrobic antimicrobic\n",
            "211,antineoplastic antineoplastic\n",
            "212,antiparallel antiparallel\n",
            "213,antipersonnel तुकड़ा का\n",
            "214,antiphlogistic सूजन घटानेवाली\n",
            "215,antipyretic ज्वर हटानेवाल\n",
            "216,antique एंटीक\n",
            "217,antisemitic सामी विरोधी\n",
            "218,anti-semitic सामी विरोधी\n",
            "219,antisocial सामाजिक सिद्धान्तों के विस्र्द्ध\n",
            "220,antitank टैंक रोधक\n",
            "221,antithetic विपर्ययात्मक\n",
            "222,antithetical विरोधात्मक\n",
            "223,antithyroid antithyroid\n",
            "224,antitumor अर्बुदरोधी\n",
            "225,antitumour अर्बुदरोधी\n",
            "226,antiviral एंटी वाइरल\n",
            "227,antler-like antler की तरह\n",
            "228,antsy antsy\n",
            "229,anuretic anuretic\n",
            "230,anuric anuric\n",
            "231,anurous anurous\n",
            "232,anxiolytic anxiolytic\n",
            "233,anxious चिंतित\n",
            "234,a-ok ठीक\n",
            "235,a-okay एक ठीक\n",
            "236,a-one एक\n",
            "237,apart अलग\n",
            "238,apelike apelike\n",
            "239,aperient मल को ढीला करनेवाली औषधी\n",
            "240,aphakic aphakic\n",
            "241,aphasic वाक्यरोध संबंधी\n",
            "242,aphonic aphonic\n",
            "243,aphoristic सूत्र-रूप में\n",
            "244,aphrodisiac कामोद्दीपक\n",
            "245,aphrodisiacal aphrodisiacal\n",
            "246,apiculate Apiculate\n",
            "247,apish बंदर सा\n",
            "248,aplanatic aplanatic\n",
            "249,apocalyptic सर्वनाशक\n",
            "250,apocalyptical दीर्घकालीन\n",
            "251,apochromatic apochromatic\n",
            "252,apocryphal शंकायुक्त\n",
            "253,apodal apodal\n",
            "254,apodous apodous\n",
            "255,apolitical अराजनैतिक\n",
            "256,apologetic क्षमाशील\n",
            "257,apomictic apomictic\n",
            "258,apostate स्वधर्मत्यागी\n",
            "259,apothegmatic apothegmatic\n",
            "260,apotropaic apotropaic\n",
            "261,appalachian Appalachian\n",
            "262,appalled चकित\n",
            "263,appalling भय उत्पन्न करनेवाला\n",
            "264,apparent स्पष्ट\n",
            "265,words translated  143\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-15-878267a046be>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     20\u001b[0m     \u001b[0mt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"words translated \"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mt2_count\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"words not translated in round 2 \"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt1_count\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mt2_count\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 't1_count' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cRK0z6UCP9Fr",
        "outputId": "33e500ab-1d7a-40bb-a2bb-826325f1994b"
      },
      "source": [
        "print(\"words not translated in round 2 \", 500-t1_count-t2_count)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "words not translated in round 2  122\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "source": [
        " ### storing for round 2 \n",
        "\n",
        " update t2_count at start of the section "
      ],
      "cell_type": "markdown",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "import pickle \n",
        "with open(\"translations_r2.txt\",\"wb\") as t:\n",
        "  pickle.dump(translations, t)\n",
        "\n",
        "with open(\"eng_words2.txt\",\"wb\") as t:\n",
        "  pickle.dump(eng_words2, t)"
      ]
    },
    {
      "source": [
        "## session change here \n",
        "\n",
        "\n",
        "run nltk import cell on top and cell containing t2,t1 count \n",
        "\n",
        "\n",
        "### importing data for round 3"
      ],
      "cell_type": "markdown",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "import pickle\n",
        "with open(\"translations_r2.txt\",\"rb\") as t:\n",
        "  translations=pickle.load(t)\n",
        "print(translations)\n",
        "\n",
        "with open(\"eng_words2.txt\",\"rb\") as t:\n",
        "  eng_words2=pickle.load(t)\n",
        "print(eng_words2)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lbZQpppxmCNN"
      },
      "source": [
        "translations round 3"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xQaivbh7mE4s",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fe63dc28-ac1f-494c-8660-f0f5f244faa6"
      },
      "source": [
        "translator = Translator()\n",
        "t3_count=0\n",
        "eng_words3=[]\n",
        "n_word=[]\n",
        "t=1\n",
        "for element in eng_words2:\n",
        "    element=str(element).strip(\" \\n\")\n",
        "    # Adding all the translations to a dictionary (translations)\n",
        "    if element:\n",
        "        # Adding all the translations to a dictionary (translations)\n",
        "        tr1=translator.translate(str(element),src=\"en\",dest=\"hi\")\n",
        "        if tr1:\n",
        "            tr=tr1.text\n",
        "            tr = str(tr).strip(\"'<>() \").replace('\\'', '\\\"')\n",
        "            print(element,tr)\n",
        "            if translator.detect(str(tr)).lang == \"en\":\n",
        "                eng_words3.append(element)\n",
        "            else:\n",
        "                translations[str(element)] = tr\n",
        "                t3_count+=1\n",
        "        else:\n",
        "            n_word.append(element)\n",
        "    print(t,end=\",\")\n",
        "    t=t+1\n",
        "print(\"words translated \",t3_count)\n",
        "print(\"words not translated in round 2 \", 500-t2_count-t1_count)\n",
        "print(\"words that can not be translated\")\n",
        "for i in eng_words3:\n",
        "    print(i)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ablated ablated\n",
            "1,abolishable abolishable\n",
            "2,abortifacient abortifacient\n",
            "3,aboulic aboulic\n",
            "4,abounding abounding\n",
            "5,abscessed abscessed\n",
            "6,acanthoid acanthoid\n",
            "7,acanthous acanthous\n",
            "8,acatalectic acatalectic\n",
            "9,acaulescent acaulescent\n",
            "10,acceptive acceptive\n",
            "11,accomplishable accomplishable\n",
            "12,accretive accretive\n",
            "13,accusive accusive\n",
            "14,acentric acentric\n",
            "15,acetose acetose\n",
            "16,acheronian acheronian\n",
            "17,acherontic acherontic\n",
            "18,achlamydeous achlamydeous\n",
            "19,achondritic achondritic\n",
            "20,achondroplastic achondroplastic\n",
            "21,achromatous achromatous\n",
            "22,achy achy\n",
            "23,acknowledgeable acknowledgeable\n",
            "24,acned acned\n",
            "25,acromegalic acromegalic\n",
            "26,acrophobic acrophobic\n",
            "27,actable actable\n",
            "28,actinomycotic actinomycotic\n",
            "29,adactylous adactylous\n",
            "30,adaptative adaptative\n",
            "31,addable addable\n",
            "32,addible Addible\n",
            "33,additive additive\n",
            "34,administrable administrable\n",
            "35,admonishing admonishing\n",
            "36,adoring adoring\n",
            "37,adsorbable adsorbable\n",
            "38,adsorbate adsorbate\n",
            "39,adventive adventive\n",
            "40,advertent advertent\n",
            "41,adynamic adynamic\n",
            "42,aeonian aeonian\n",
            "43,aesthetical aesthetical\n",
            "44,aestival aestival\n",
            "45,aetiologic aetiologic\n",
            "46,aetiological aetiological\n",
            "47,afeared afeared\n",
            "48,afflictive afflictive\n",
            "49,agamogenetic agamogenetic\n",
            "50,agglomerated agglomerated\n",
            "51,agglomerative agglomerative\n",
            "52,agleam agleam\n",
            "53,agnostical agnostical\n",
            "54,agranulocytic agranulocytic\n",
            "55,air_sick air_sick\n",
            "56,airheaded airheaded\n",
            "57,airsick airsick\n",
            "58,alary alary\n",
            "59,algolagnic algolagnic\n",
            "60,algophobic algophobic\n",
            "61,allegiant Allegiant\n",
            "62,alleviative alleviative\n",
            "63,alleviatory alleviatory\n",
            "64,alliaceous alliaceous\n",
            "65,alligatored alligatored\n",
            "66,alloyed alloyed\n",
            "67,ambitionless ambitionless\n",
            "68,ameboid ameboid\n",
            "69,ametropic ametropic\n",
            "70,amnesiac amnesiac\n",
            "71,amnesic amnesic\n",
            "72,amoebous amoebous\n",
            "73,amphiprostylar amphiprostylar\n",
            "74,amphiprostyle amphiprostyle\n",
            "75,amphiprotic amphiprotic\n",
            "76,amusive amusive\n",
            "77,amygdaliform amygdaliform\n",
            "78,amygdaline amygdaline\n",
            "79,amygdaloid amygdaloid\n",
            "80,amygdaloidal amygdaloidal\n",
            "81,anaclitic anaclitic\n",
            "82,anaerobiotic anaerobiotic\n",
            "83,anagogic anagogic\n",
            "84,anagogical anagogical\n",
            "85,analyzable analyzable\n",
            "86,anasarcous anasarcous\n",
            "87,anestrous anestrous\n",
            "88,aneuploid aneuploid\n",
            "89,anisometropic anisometropic\n",
            "90,anomic anomic\n",
            "91,anon. anon।\n",
            "92,anorexic anorexic\n",
            "93,anorexigenic anorexigenic\n",
            "94,anosmic anosmic\n",
            "95,anoxemic anoxemic\n",
            "96,antheral antheral\n",
            "97,antiauthoritarian antiauthoritarian\n",
            "98,anticipative anticipative\n",
            "99,anticlimactic anticlimactic\n",
            "100,antifertility antifertility\n",
            "101,antimagnetic antimagnetic\n",
            "102,antimicrobic antimicrobic\n",
            "103,antineoplastic antineoplastic\n",
            "104,antiparallel antiparallel\n",
            "105,antithyroid antithyroid\n",
            "106,antsy antsy\n",
            "107,anuretic anuretic\n",
            "108,anuric anuric\n",
            "109,anurous anurous\n",
            "110,anxiolytic anxiolytic\n",
            "111,apelike apelike\n",
            "112,aphakic aphakic\n",
            "113,aphonic aphonic\n",
            "114,aphrodisiacal aphrodisiacal\n",
            "115,apiculate Apiculate\n",
            "116,aplanatic aplanatic\n",
            "117,apochromatic apochromatic\n",
            "118,apodal apodal\n",
            "119,apomictic apomictic\n",
            "120,apotropaic apotropaic\n",
            "121,appalachian Appalachian\n",
            "122,words translated  0\n",
            "words not translated in round 2  122\n",
            "words that can not be translated\n",
            "ablated\n",
            "abolishable\n",
            "abortifacient\n",
            "aboulic\n",
            "abounding\n",
            "abscessed\n",
            "acanthoid\n",
            "acanthous\n",
            "acatalectic\n",
            "acaulescent\n",
            "acceptive\n",
            "accomplishable\n",
            "accretive\n",
            "accusive\n",
            "acentric\n",
            "acetose\n",
            "acheronian\n",
            "acherontic\n",
            "achlamydeous\n",
            "achondritic\n",
            "achondroplastic\n",
            "achromatous\n",
            "achy\n",
            "acknowledgeable\n",
            "acned\n",
            "acromegalic\n",
            "acrophobic\n",
            "actable\n",
            "actinomycotic\n",
            "adactylous\n",
            "adaptative\n",
            "addable\n",
            "addible\n",
            "additive\n",
            "administrable\n",
            "admonishing\n",
            "adoring\n",
            "adsorbable\n",
            "adsorbate\n",
            "adventive\n",
            "advertent\n",
            "adynamic\n",
            "aeonian\n",
            "aesthetical\n",
            "aestival\n",
            "aetiologic\n",
            "aetiological\n",
            "afeared\n",
            "afflictive\n",
            "agamogenetic\n",
            "agglomerated\n",
            "agglomerative\n",
            "agleam\n",
            "agnostical\n",
            "agranulocytic\n",
            "air_sick\n",
            "airheaded\n",
            "airsick\n",
            "alary\n",
            "algolagnic\n",
            "algophobic\n",
            "allegiant\n",
            "alleviative\n",
            "alleviatory\n",
            "alliaceous\n",
            "alligatored\n",
            "alloyed\n",
            "ambitionless\n",
            "ameboid\n",
            "ametropic\n",
            "amnesiac\n",
            "amnesic\n",
            "amoebous\n",
            "amphiprostylar\n",
            "amphiprostyle\n",
            "amphiprotic\n",
            "amusive\n",
            "amygdaliform\n",
            "amygdaline\n",
            "amygdaloid\n",
            "amygdaloidal\n",
            "anaclitic\n",
            "anaerobiotic\n",
            "anagogic\n",
            "anagogical\n",
            "analyzable\n",
            "anasarcous\n",
            "anestrous\n",
            "aneuploid\n",
            "anisometropic\n",
            "anomic\n",
            "anon.\n",
            "anorexic\n",
            "anorexigenic\n",
            "anosmic\n",
            "anoxemic\n",
            "antheral\n",
            "antiauthoritarian\n",
            "anticipative\n",
            "anticlimactic\n",
            "antifertility\n",
            "antimagnetic\n",
            "antimicrobic\n",
            "antineoplastic\n",
            "antiparallel\n",
            "antithyroid\n",
            "antsy\n",
            "anuretic\n",
            "anuric\n",
            "anurous\n",
            "anxiolytic\n",
            "apelike\n",
            "aphakic\n",
            "aphonic\n",
            "aphrodisiacal\n",
            "apiculate\n",
            "aplanatic\n",
            "apochromatic\n",
            "apodal\n",
            "apomictic\n",
            "apotropaic\n",
            "appalachian\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "71CmN6rynIO2"
      },
      "source": [
        "replaceing the english words with hindi words in dataframe. storing the non replacable words in a txt file. removing the english words that can not be converted and storing it in a csv file. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "exvq1jTRe3VN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "90cdfb85-5cf5-42a2-8c63-a8002d8edc20"
      },
      "source": [
        "call_data=all_data1\n",
        "#call_data=call_data[:500]\n",
        "#print(call_data.info())\n",
        "call_data.replace(translations,inplace= True)\n",
        "print(\"done replacing\")\n",
        "\n",
        "with open(\"output.txt\",\"a\") as o:\n",
        "  o.write(str(eng_words3))\n",
        "print(\"done storing non replacable english words in a file \")\n",
        "\n",
        "for word in eng_words3:\n",
        "    index_names = call_data[ call_data[\"word_en\"] == word ].index \n",
        "    # drop these row indexes   \n",
        "    call_data.drop(index_names, inplace = True) \n",
        "\n",
        "for word in n_word:\n",
        "    index_names = call_data[ call_data[\"word_en\"] == word ].index \n",
        "    # drop these row indexes   \n",
        "    call_data.drop(index_names, inplace = True) \n",
        "  \n",
        "print(\"done droping english words\")\n",
        "call_data.info()\n",
        "call_data.to_csv(r\"new_sentiwordnet.csv\")\n",
        "print(\"csv file made\")\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "done replacing\n",
            "done storing non replacable english words in a file \n",
            "done droping english words\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 9545 entries, 0 to 12228\n",
            "Data columns (total 10 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   pos            9545 non-null   object \n",
            " 1   word_en        9544 non-null   object \n",
            " 2   word_sp        428 non-null    object \n",
            " 3   positive       9545 non-null   float64\n",
            " 4   new negetive   9545 non-null   float64\n",
            " 5   objective      9545 non-null   float64\n",
            " 6   index          9545 non-null   int64  \n",
            " 7   synset         9545 non-null   int64  \n",
            " 8   meaning        9545 non-null   object \n",
            " 9   negative       9545 non-null   float64\n",
            "dtypes: float64(4), int64(2), object(4)\n",
            "memory usage: 820.3+ KB\n",
            "csv file made\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7PeUgkgAWNnl"
      },
      "source": [
        "## validation "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xaABIL5WWNnl",
        "outputId": "76393dc8-7b7b-4b30-e9ae-80eeabf036d2"
      },
      "source": [
        "import nltk\n",
        "nltk.download('sentiwordnet')\n",
        "from nltk.corpus import sentiwordnet as swn\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package sentiwordnet to\n",
            "[nltk_data]     C:\\Users\\aarus\\AppData\\Roaming\\nltk_data...\n",
            "[nltk_data]   Unzipping corpora\\sentiwordnet.zip.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "tags": [],
        "id": "0vYLKUqtWNnl",
        "outputId": "6f565218-b717-4d0b-fa66-1c8e3f0b00f5"
      },
      "source": [
        "data1 = pd.read_csv(\"new_sentiwordnet.csv\")\n",
        "final_seed_list={}\n",
        "word_found=0\n",
        "word_lost=0\n",
        "for n in translations:\n",
        "    d=data1[data1[\"word_en\"]==translations[n]]\n",
        "    final_seed_list[translations[n]]=list([d[\"positive\"].values[0],d[\"new_negetive \"].values[0],d[\"objective\"].values[0]])\n",
        "print(final_seed_list)\n",
        "data = pd.read_csv(\"HSWN_WN (1).txt\", delimiter=' ')\n",
        "fields = ['POS_TAG', 'ID', 'POS', 'NEG', 'LIST_OF_WORDS']\n",
        "reference_words_senti_dict = {}\n",
        "word_found=24\n",
        "for i in data.index:\n",
        "    cur_line_words = data[fields[4]][i].split(',')\n",
        "    # Problem here as when words are repeated, we will only be storing the last value in the dictionary\n",
        "    for word in cur_line_words:\n",
        "        reference_words_senti_dict[word] = (data[fields[2]][i], data[fields[3]][i], (1 - data[fields[2]][i] - data[fields[3]][i]))\n",
        "confusion_matrix = [[0, 0], [0, 0]]\n",
        "\n",
        "for word in final_seed_list :\n",
        "  maximum_polarity_index_predicted = np.argmax(final_seed_list[word][0:2])\n",
        "  try :\n",
        "    maximum_polarity_index_actual = np.argmax(reference_words_senti_dict[word][0:2])\n",
        "    word_lost+=1\n",
        "    confusion_matrix[maximum_polarity_index_actual][maximum_polarity_index_predicted] += 1\n",
        "  except :\n",
        "    word_found+=1\n",
        "    \n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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औषधी': [0.0, 0.625, 0.375], 'वाक्यरोध संबंधी': [0.0, 0.375, 0.625], 'सूत्र-रूप में': [0.375, 0.0, 0.625], 'कामोद्दीपक': [0.625, 0.0, 0.375], 'बंदर सा': [0.0, 0.5, 0.5], 'सर्वनाशक': [0.0, 0.125, 0.875], 'दीर्घकालीन': [0.0, 0.125, 0.875], 'शंकायुक्त': [0.125, 0.0, 0.875], 'apodous': [0.0, 0.125, 0.875], 'अराजनैतिक': [0.25, 0.0, 0.75], 'क्षमाशील': [0.0, 0.625, 0.375], 'स्वधर्मत्यागी': [0.0, 0.625, 0.375], 'apothegmatic': [0.375, 0.0, 0.625], 'चकित': [0.25, 0.0, 0.75], 'भय उत्पन्न करनेवाला': [0.0, 0.5, 0.5], 'स्पष्ट': [0.625, 0.0, 0.375]}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GIIp8M3EWNnl",
        "outputId": "c8b1c9d7-216a-4411-caf5-e6b768127903"
      },
      "source": [
        "print(\"words not found\",word_lost)\n",
        "print(\"words found\",word_found)\n",
        "print(len(translations))\n",
        "confusion_matrix"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "words not found 67\n",
            "words found 311\n",
            "378\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[96, 79], [63, 77]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "STIqllbGWNnm",
        "outputId": "26c5999b-75cf-445b-e5d1-708b573dea94"
      },
      "source": [
        "accuracy = (confusion_matrix[0][0] + confusion_matrix[1][1]) / np.sum(confusion_matrix)\n",
        "print(accuracy)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.5492063492063493\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8xs-zNWM56tb"
      },
      "source": [
        "this is a test cell below \n",
        "check different translator modules \n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nLiqOFXB56tb",
        "outputId": "fc9f751d-f254-4c2e-91ef-38a81de0e5fb"
      },
      "source": [
        "from translate import Translator\n",
        "translator = Translator(to_lang=\"hi\")\n",
        "translations = {}\n",
        "eng_words=[]\n",
        "# Unique elements of the column\n",
        "unique_elements = list(all_data1[\"word_en\"].unique())\n",
        "#print(unique_elements)\n",
        "'''\n",
        "for element in unique_elements:\n",
        "    tr1 = translator.translate(str(element),src=\"en\",dest=\"hi\")\n",
        "    if tr1:\n",
        "        tr=tr1.text\n",
        "        print(element,tr)\n",
        "        if translator.detect(str(tr)).lang == \"en\":\n",
        "            eng_words.append(element)\n",
        "        else:\n",
        "            translations[str(element)] = tr\n",
        "            t1_count+=1\n",
        "\n",
        "'''\n",
        "print(unique_elements[:100])\n",
        "#for i in range(97):\n",
        "for i in unique_elements[:100]:\n",
        "    i=str(i).strip(\"'<>() \").replace('\\'', '\\\"')\n",
        "    print(i)\n",
        "#translator = Translator()\n",
        "#\n",
        "result=[]\n",
        "for i in unique_elements[:100]:\n",
        "    result=translator.translate(i)\n",
        "    print(result)\n",
        "for i in range(len(result)):\n",
        "    print(f'{unique_elements[i]} -> {result[i]}')\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['a_posteriori', 'a_priori', 'abandoned', 'abashed', 'abatable', 'abhorrent', 'abiding', 'abject', 'ablated', 'ablative', 'able', 'able-bodied', 'abloom', 'abnormal', 'abolishable', 'abominable', 'abortifacient', 'abortive', 'aboulic', 'abounding', 'above', 'above-mentioned', 'above-named', 'abrasive', 'abreast', 'abruptly-pinnate', 'abscessed', 'absent', 'absolute', 'absolved', 'absolvitory', 'absorbable', 'absorbefacient', 'absorbing', 'abstentious', 'abstinent', 'abstractive', 'absurd', 'abulic', 'abundant', 'abused', 'abusive', 'academic', 'acanthoid', 'acanthous', 'acarpous', 'acatalectic', 'acaudal', 'acaudate', 'acaulescent', 'acceptable', 'acceptant', 'accepted', 'acceptive', 'accessary', 'accessible', 'accessional', 'accessorial', 'accessory', 'accidental', 'accident-prone', 'accommodating', 'accommodative', 'accomplishable', 'accomplished', 'accordant', 'according', 'accretionary', 'accretive', 'accumbent', 'accumulative', 'accurate', 'accursed', 'accurst', 'accusative', 'accusatory', 'accusing', 'accusive', 'accustomed', 'ace', 'acellular', 'acentric', 'acerb', 'acerbic', 'acetose', 'acetous', 'acheronian', 'acherontic', 'achievable', 'aching', 'achlamydeous', 'achondritic', 'achondroplastic', 'achromatous', 'achy', 'acid', 'acid-forming', 'acidic', 'acid-loving', 'acid-tasting']\n",
            "a_posteriori\n",
            "a_priori\n",
            "abandoned\n",
            "abashed\n",
            "abatable\n",
            "abhorrent\n",
            "abiding\n",
            "abject\n",
            "ablated\n",
            "ablative\n",
            "able\n",
            "able-bodied\n",
            "abloom\n",
            "abnormal\n",
            "abolishable\n",
            "abominable\n",
            "abortifacient\n",
            "abortive\n",
            "aboulic\n",
            "abounding\n",
            "above\n",
            "above-mentioned\n",
            "above-named\n",
            "abrasive\n",
            "abreast\n",
            "abruptly-pinnate\n",
            "abscessed\n",
            "absent\n",
            "absolute\n",
            "absolved\n",
            "absolvitory\n",
            "absorbable\n",
            "absorbefacient\n",
            "absorbing\n",
            "abstentious\n",
            "abstinent\n",
            "abstractive\n",
            "absurd\n",
            "abulic\n",
            "abundant\n",
            "abused\n",
            "abusive\n",
            "academic\n",
            "acanthoid\n",
            "acanthous\n",
            "acarpous\n",
            "acatalectic\n",
            "acaudal\n",
            "acaudate\n",
            "acaulescent\n",
            "acceptable\n",
            "acceptant\n",
            "accepted\n",
            "acceptive\n",
            "accessary\n",
            "accessible\n",
            "accessional\n",
            "accessorial\n",
            "accessory\n",
            "accidental\n",
            "accident-prone\n",
            "accommodating\n",
            "accommodative\n",
            "accomplishable\n",
            "accomplished\n",
            "accordant\n",
            "according\n",
            "accretionary\n",
            "accretive\n",
            "accumbent\n",
            "accumulative\n",
            "accurate\n",
            "accursed\n",
            "accurst\n",
            "accusative\n",
            "accusatory\n",
            "accusing\n",
            "accusive\n",
            "accustomed\n",
            "ace\n",
            "acellular\n",
            "acentric\n",
            "acerb\n",
            "acerbic\n",
            "acetose\n",
            "acetous\n",
            "acheronian\n",
            "acherontic\n",
            "achievable\n",
            "aching\n",
            "achlamydeous\n",
            "achondritic\n",
            "achondroplastic\n",
            "achromatous\n",
            "achy\n",
            "acid\n",
            "acid-forming\n",
            "acidic\n",
            "acid-loving\n",
            "acid-tasting\n",
            "MYMEMORY WARNING: YOU USED ALL AVAILABLE FREE TRANSLATIONS FOR TODAY. NEXT AVAILABLE IN  15 HOURS 24 MINUTES 34 SECONDSVISIT HTTPS://MYMEMORY.TRANSLATED.NET/DOC/USAGELIMITS.PHP TO TRANSLATE MORE\n",
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            "a_posteriori -> M\n",
            "a_priori -> Y\n",
            "abandoned -> M\n",
            "abashed -> E\n",
            "abatable -> M\n",
            "abhorrent -> O\n",
            "abiding -> R\n",
            "abject -> Y\n",
            "ablated ->  \n",
            "ablative -> W\n",
            "able -> A\n",
            "able-bodied -> R\n",
            "abloom -> N\n",
            "abnormal -> I\n",
            "abolishable -> N\n",
            "abominable -> G\n",
            "abortifacient -> :\n",
            "abortive ->  \n",
            "aboulic -> Y\n",
            "abounding -> O\n",
            "above -> U\n",
            "above-mentioned ->  \n",
            "above-named -> U\n",
            "abrasive -> S\n",
            "abreast -> E\n",
            "abruptly-pinnate -> D\n",
            "abscessed ->  \n",
            "absent -> A\n",
            "absolute -> L\n",
            "absolved -> L\n",
            "absolvitory ->  \n",
            "absorbable -> A\n",
            "absorbefacient -> V\n",
            "absorbing -> A\n",
            "abstentious -> I\n",
            "abstinent -> L\n",
            "abstractive -> A\n",
            "absurd -> B\n",
            "abulic -> L\n",
            "abundant -> E\n",
            "abused ->  \n",
            "abusive -> F\n",
            "academic -> R\n",
            "acanthoid -> E\n",
            "acanthous -> E\n",
            "acarpous ->  \n",
            "acatalectic -> T\n",
            "acaudal -> R\n",
            "acaudate -> A\n",
            "acaulescent -> N\n",
            "acceptable -> S\n",
            "acceptant -> L\n",
            "accepted -> A\n",
            "acceptive -> T\n",
            "accessary -> I\n",
            "accessible -> O\n",
            "accessional -> N\n",
            "accessorial -> S\n",
            "accessory ->  \n",
            "accidental -> F\n",
            "accident-prone -> O\n",
            "accommodating -> R\n",
            "accommodative ->  \n",
            "accomplishable -> T\n",
            "accomplished -> O\n",
            "accordant -> D\n",
            "according -> A\n",
            "accretionary -> Y\n",
            "accretive -> .\n",
            "accumbent ->  \n",
            "accumulative -> N\n",
            "accurate -> E\n",
            "accursed -> X\n",
            "accurst -> T\n",
            "accusative ->  \n",
            "accusatory -> A\n",
            "accusing -> V\n",
            "accusive -> A\n",
            "accustomed -> I\n",
            "ace -> L\n",
            "acellular -> A\n",
            "acentric -> B\n",
            "acerb -> L\n",
            "acerbic -> E\n",
            "acetose ->  \n",
            "acetous -> I\n",
            "acheronian -> N\n",
            "acherontic ->  \n",
            "achievable ->  \n",
            "aching -> 1\n",
            "achlamydeous -> 5\n",
            "achondritic ->  \n",
            "achondroplastic -> H\n",
            "achromatous -> O\n",
            "achy -> U\n",
            "acid -> R\n",
            "acid-forming -> S\n",
            "acidic ->  \n",
            "acid-loving -> 2\n",
            "acid-tasting -> 3\n",
            "acknowledgeable ->  \n",
            "acknowledged -> M\n",
            "acned -> I\n",
            "acold -> N\n",
            "acorn-shaped -> U\n",
            "acquainted -> T\n",
            "acquiescent -> E\n",
            "acquirable -> S\n",
            "acrid ->  \n",
            "acrobatic -> 2\n",
            "acromegalic -> 8\n",
            "acrophobic ->  \n",
            "across-the-board -> S\n",
            "actable -> E\n",
            "acting -> C\n",
            "actinomycotic -> O\n",
            "actionable -> N\n",
            "activated -> D\n",
            "active -> S\n",
            "actual -> V\n",
            "acuminate -> I\n",
            "acute -> S\n",
            "acyclic -> I\n",
            "ad_hoc -> T\n",
            "ad_hominem ->  \n",
            "adactylous -> H\n",
            "adagio -> T\n",
            "adamant -> T\n",
            "adamantine -> P\n",
            "adaptative -> S\n",
            "adaptive -> :\n",
            "addable -> /\n",
            "addible -> /\n",
            "addictive -> M\n",
            "additive -> Y\n",
            "addled -> M\n",
            "addressable -> E\n",
            "addressed -> M\n",
            "adept -> O\n",
            "adequate -> R\n",
            "adiabatic -> Y\n",
            "adjustable -> .\n",
            "adjusted -> T\n",
            "ad-lib -> R\n",
            "administrable -> A\n",
            "administrative -> N\n",
            "admirable -> S\n",
            "admired -> L\n",
            "admonishing -> A\n",
            "admonitory -> T\n",
            "adoptable -> E\n",
            "adopted -> D\n",
            "adoptive -> .\n",
            "adorable -> N\n",
            "adored -> E\n",
            "adoring -> T\n",
            "adorned -> /\n",
            "adrift -> D\n",
            "adroit -> O\n",
            "adsorbable -> C\n",
            "adsorbate -> /\n",
            "adulatory -> U\n",
            "adulterate -> S\n",
            "adulterated -> A\n",
            "adulterine -> G\n",
            "adulterous -> E\n",
            "adust -> L\n",
            "advance -> I\n",
            "advanced -> M\n",
            "advantageous -> I\n",
            "adventive -> T\n",
            "advertent -> S\n",
            "advisable -> .\n",
            "advised -> P\n",
            "advisory -> H\n",
            "adynamic -> P\n",
            "aeonian ->  \n",
            "aerated -> T\n",
            "aerobic -> O\n",
            "aesthetic ->  \n",
            "aesthetical -> T\n",
            "aestival -> R\n",
            "aetiologic -> A\n",
            "aetiological -> N\n",
            "afeard -> S\n",
            "afeared -> L\n",
            "affable -> A\n",
            "affected -> T\n",
            "affectionate -> E\n",
            "affirmable ->  \n",
            "affirmative -> M\n",
            "affirmatory -> O\n",
            "affixed -> R\n",
            "afflictive -> E\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FcjcB55cnGM6"
      },
      "source": [
        "# Dictionary based translations"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8wpDSugN9LCe",
        "outputId": "c6ac3558-916a-475a-dd8b-52dd63e9b5d2"
      },
      "source": [
        "import re\n",
        "with open(\"shabdanjali.utf8\",\"r\") as file:\n",
        "  c = 0\n",
        "  translated = {}\n",
        "  prevword = \"a\"\n",
        "  prev_pos_tag = '\"Adj\"'\n",
        "  allowed_postags = ['\"Adj\"', '\"Adv\"']\n",
        "  while True:\n",
        "    sentence = file.readline()\n",
        "    if len(sentence) == 0:\n",
        "      break\n",
        "    elif sentence.startswith('\"'):\n",
        "      words = sentence.split(\",\")\n",
        "      prevword = words[0][1:(len(words[0])-1)]\n",
        "      prev_pos_tag = words[1]\n",
        "      if (words[1] in allowed_postags):\n",
        "        word_h = re.split('\"|/|\\d+.',words[2])\n",
        "        for i in word_h:\n",
        "          if len(i) != 0 and i != \"\\n\":\n",
        "            word_hindi = re.split('\\{|\\[',i)\n",
        "            word_hindi_1 = word_hindi[0].split(\"_\")\n",
        "            s_word = \" \".join(word_hindi_1)\n",
        "            if s_word != \" \":\n",
        "              if s_word in translated:\n",
        "                translated[s_word].append(prevword)\n",
        "              else:\n",
        "                translated[s_word] = [prevword]\n",
        "    elif sentence[0] == \"-\" and (prev_pos_tag in allowed_postags):\n",
        "      word_h = re.split('\"|/|\\d+.',sentence[2:])\n",
        "      for i in word_h:\n",
        "        if len(i) != 0 and i != \"\\n\":\n",
        "          word_hindi = re.split('\\{|\\[',i)\n",
        "          word_hindi_1 = word_hindi[0].split(\"_\")\n",
        "          s_word = \" \".join(word_hindi_1)\n",
        "          if s_word != \" \":\n",
        "            if s_word in translated:\n",
        "              translated[s_word].append(prevword)\n",
        "            else:\n",
        "              translated[s_word] = [prevword]\n",
        "        \n",
        "  print(len(translated))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "6157\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ol2W82BIqA4V",
        "outputId": "432b23be-db22-4eba-d56f-3dbbc8e59904"
      },
      "source": [
        "list(translated.items())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('पीछे', ['aback', 'after']),\n",
              " ('हतप्रभ', ['aback']),\n",
              " ('छोड़ा हुआ', ['abandoned']),\n",
              " ('लज्जित', ['abashed', 'ashamed']),\n",
              " ('लज्जित रूप से', ['abashedly']),\n",
              " ('उदर सम्बन्धी', ['abdominal']),\n",
              " ('उदर सम्बन्धी रूप से', ['abdominally']),\n",
              " ('असामान्य',\n",
              "  ['aberrant', 'abnormal', 'fancy', 'peculiar', 'uncommon', 'unusual']),\n",
              " ('असामान्य रूप से', ['aberrantly', 'abnormally', 'extraordinarily']),\n",
              " ('घृणित',\n",
              "  ['abhorrent',\n",
              "   'abominable',\n",
              "   'accursed',\n",
              "   'contemptible',\n",
              "   'despicable',\n",
              "   'hateful',\n",
              "   'heinous',\n",
              "   'repellent',\n",
              "   'vile']),\n",
              " ('घृणित रूप से', ['abhorrently', 'abominablely', 'accursedly']),\n",
              " ('स्थाई', ['abiding']),\n",
              " ('अति', ['abject', 'abjectly']),\n",
              " ('बहुत ज्यादा', ['abject', 'dearly', 'numerous', 'plentifully']),\n",
              " ('बहुत ज्यादा रूप से', ['abjectly']),\n",
              " ('जला हुआ', ['ablaze']),\n",
              " ('समर्थ', ['able', 'capable', 'competent', 'strong']),\n",
              " ('चतुर', ['able', 'astute', 'clever', 'devious']),\n",
              " ('समर्थ रूप से', ['ably']),\n",
              " ('सवार', ['aboard']),\n",
              " ('आदिम', ['aboriginal', 'primal', 'pristine']),\n",
              " ('आदिम रूप से', ['aboriginally']),\n",
              " ('निष्फल',\n",
              "  ['abortive', 'ineffective', 'unavailing', 'unproductive', 'unprofitable']),\n",
              " ('निष्फल रूप से', ['abortively']),\n",
              " ('चारो ओर', ['about', 'around']),\n",
              " ('इधर उधर', ['about']),\n",
              " ('लगभग',\n",
              "  ['about',\n",
              "   'almost',\n",
              "   'approximate',\n",
              "   'around',\n",
              "   'near',\n",
              "   'nigh',\n",
              "   'roughly',\n",
              "   'virtual',\n",
              "   'virtually']),\n",
              " ('बहुत हो गया', ['about']),\n",
              " ('ऊँचा', ['above', 'aloft', 'high-pitched', 'strong', 'upland']),\n",
              " ('ऊपर का', ['above', 'upward']),\n",
              " ('चोट पहुँचाने वाला', ['abrasive']),\n",
              " ('रगड़ के', ['abrasively']),\n",
              " ('बराबर में', ['abreast']),\n",
              " ('संक्षिप्त', ['abridged', 'brief', 'succinct', 'synoptic']),\n",
              " ('संक्षिप्त रूप से', ['abridgedly']),\n",
              " ('विदेश में', ['abroad']),\n",
              " ('प्रचलित', ['abroad', 'prevalent', 'rife']),\n",
              " ('आकस्मिक',\n",
              "  ['abrupt',\n",
              "   'accidental',\n",
              "   'adventitious',\n",
              "   'casual',\n",
              "   'contingent',\n",
              "   'fortuitous']),\n",
              " ('रूखा',\n",
              "  ['abrupt',\n",
              "   'bluff',\n",
              "   'brusque',\n",
              "   'cool',\n",
              "   'frosty',\n",
              "   'Indelicate',\n",
              "   'morose',\n",
              "   'rough',\n",
              "   'standoffish',\n",
              "   'terse']),\n",
              " ('असम्बद्ध', ['abrupt', 'unattached']),\n",
              " ('आकस्मिक रुप से', ['abruptly']),\n",
              " ('अनुपस्थित', ['absent']),\n",
              " ('भुलक्कड़', ['absent-minded', 'forgetful']),\n",
              " ('अनमना', ['absent-minded']),\n",
              " ('खोया-खोया', ['absent-minded']),\n",
              " ('अनुपस्थित रूप से', ['absently']),\n",
              " ('पूर्णतया', ['absolute', 'sheer']),\n",
              " ('पूर्णतः', ['absolutely', 'out-and-out', 'perfectly', 'real', 'strict']),\n",
              " ('लीन', ['absorbed']),\n",
              " ('सोखा हुआ', ['absorbed']),\n",
              " ('दिलचस्प', ['absorbing', 'piquant']),\n",
              " ('दिलचस्प रूप से', ['absorbingly']),\n",
              " ('संयमी', ['abstemious', 'austere', 'poised', 'sober']),\n",
              " ('संयमी रूप से', ['abstemiously']),\n",
              " ('अमूर्त', ['abstract', 'abstractly']),\n",
              " ('निराकार', ['abstract']),\n",
              " ('गूढ़', ['abstract', 'esoteric', 'mystic', 'occult']),\n",
              " ('अन्यमनस्क', ['abstracted']),\n",
              " ('जटिल',\n",
              "  ['abstruse',\n",
              "   'abstrusely',\n",
              "   'complex',\n",
              "   'inextricable',\n",
              "   'knotty',\n",
              "   'perplexing']),\n",
              " ('कठिन',\n",
              "  ['abstruse',\n",
              "   'cold',\n",
              "   'difficult',\n",
              "   'hard',\n",
              "   'laborious',\n",
              "   'obscure',\n",
              "   'sclerotic',\n",
              "   'severe',\n",
              "   'stiff',\n",
              "   'uphill']),\n",
              " ('कठिन रूप से', ['abstrusely']),\n",
              " ('निरर्थक', ['absurd', 'absurdly', 'nugatory', 'unmeaning']),\n",
              " ('बेतुका', ['absurd', 'outlandish', 'steep']),\n",
              " ('मूर्ख',\n",
              "  ['absurd',\n",
              "   'batty',\n",
              "   'crass',\n",
              "   'foolish',\n",
              "   'potty',\n",
              "   'stupid',\n",
              "   'thick-headed',\n",
              "   'unwise']),\n",
              " ('बुद्धिरूद्ध', ['absurd']),\n",
              " ('बेतुके रूप से', ['absurdly']),\n",
              " ('बहुत सारा', ['abundant', 'abundantly']),\n",
              " ('प्रचुर', ['abundant', 'abundantly', 'rich', 'unstinted', 'unstinting']),\n",
              " ('ढेर', ['abundant']),\n",
              " ('ढेरों में', ['abundantly']),\n",
              " ('निन्दक कुत्सावादी', ['abusive']),\n",
              " ('निन्दक कुत्सावादी रूप से', ['abusively']),\n",
              " ('बहुत खराब', ['abysmal', 'lousy', 'shocking']),\n",
              " ('बहुत खराब रूप से', ['abysmally']),\n",
              " ('शैक्षिक', ['academic', 'scholastic']),\n",
              " ('सैद्धांतिक', ['academic']),\n",
              " ('शैक्षिक रूप से', ['academically']),\n",
              " ('स्वीकार्य', ['acceptable', 'palatable', 'passable']),\n",
              " ('स्वीकार्य रूप से', ['acceptably']),\n",
              " ('अभिगम्य', ['accessible']),\n",
              " ('संयोगवश', ['accidentally', 'circumstantial', 'coincidental']),\n",
              " ('सहयोग देना', ['accommodating']),\n",
              " ('सहयोगी रूप से', ['accommodatingly']),\n",
              " ('निपुण',\n",
              "  ['accomplished',\n",
              "   'adroit',\n",
              "   'deft',\n",
              "   'dexterous',\n",
              "   'expert',\n",
              "   'handy',\n",
              "   'skilful',\n",
              "   'versed']),\n",
              " ('तदनुसार', ['accordingly']),\n",
              " ('उत्तरदायी',\n",
              "  ['accountable', 'answerable', 'respondent', 'responsible', 'responsive']),\n",
              " ('उत्तरदायी रूप से', ['accountably']),\n",
              " ('संचयी', ['accumulative']),\n",
              " ('संचयी रूप से', ['accumulatively']),\n",
              " ('सही',\n",
              "  ['accurate', 'aright', 'correct', 'pinpoint', 'right', 'suitable', 'true']),\n",
              " ('सही ढंग से', ['accurately']),\n",
              " ('अभियोगात्मक रूप से', ['accusatorily']),\n",
              " ('अभियोगात्मक', ['accusatory']),\n",
              " ('दोष लगाते हुए', ['accusing']),\n",
              " ('आरोप लगाते हुए', ['accusingly']),\n",
              " ('अभ्यस्त', ['accustomed', 'habitual', 'inveterate', 'wont']),\n",
              " ('बहुत अच्छा', ['ace', 'golden', 'pink', 'tremendous']),\n",
              " ('तीखा', ['acerbic', 'pungent', 'strong']),\n",
              " ('खटास भरा', ['acetic']),\n",
              " ('खटास भरे रूप से', ['acetically']),\n",
              " ('प्राप्तव्य रूप से', ['achievably']),\n",
              " ('प्राप्तव्य', ['achievable']),\n",
              " ('अम्लीय', ['acidic']),\n",
              " ('खट्टा', ['acidic', 'sour', 'tart']),\n",
              " ('अम्लवत्', ['acidulous']),\n",
              " ('स्वभाव में तीखा', ['acidulous']),\n",
              " ('ध्वनि संबंधी', ['acoustic']),\n",
              " ('ध्वनि संबंधी रूप से', ['acoustically']),\n",
              " ('परिचित', ['acquainted', 'familiar']),\n",
              " ('सहमत होना', ['acquiescent']),\n",
              " ('सहमत होते हुए', ['acquiescently']),\n",
              " ('अर्जनशील', ['acquisitive']),\n",
              " ('अर्जनशील रूप से', ['acquisitively']),\n",
              " ('उग्र स्वभाव', ['acrid']),\n",
              " ('बदबू', ['acrid']),\n",
              " ('कटु रूप से', ['acrimoniously']),\n",
              " ('कटु', ['acrimonious', 'mordant', 'scathing']),\n",
              " ('नटीय', ['acrobatic']),\n",
              " ('नटीय रूप से', ['acrobatically']),\n",
              " ('आरपार', ['across']),\n",
              " ('उस पार', ['across']),\n",
              " ('कोई एक दिशा में', ['across']),\n",
              " ('एक्रिलिक', ['acrylic']),\n",
              " ('कार्यकारी', ['acting']),\n",
              " ('कानूनी कार्यवाही करने योग्य', ['action', 'actionable']),\n",
              " ('सक्रिय', ['active', 'lively', 'spirited']),\n",
              " ('सक्रिय रूप से', ['actively']),\n",
              " ('वास्तविक', ['actual', 'defacto', 'genuine', 'net', 'real', 'tangible']),\n",
              " ('वास्तव में', ['actually', 'indeed', 'indeed']),\n",
              " ('वस्तुत', ['actually', 'defacto', 'literally']),\n",
              " ('बीमांकिकी', ['actuarial']),\n",
              " ('तीक्ष्ण', ['acute', 'incisive', 'intense', 'keen', 'mordant', 'shrill']),\n",
              " ('कुशाग्र', ['acute', 'keen', 'penetrative']),\n",
              " ('विकट', ['acute']),\n",
              " ('तीव्रता से', ['acutely']),\n",
              " ('धीरे-धीरे एवं शोभनीय', ['adagio']),\n",
              " ('अडिग', ['adamant']),\n",
              " ('अडिग रूप से', ['adamantly']),\n",
              " ('अनुकूलनीय', ['adaptable']),\n",
              " ('वशीभूत', ['addicted']),\n",
              " ('लत लगाने वाली वस्तु', ['addictive']),\n",
              " ('लत लगाने वाली वस्तु रूप से', ['addictively']),\n",
              " ('इसके अतिरिक्त', ['additionally', 'furthermore', 'more_over']),\n",
              " ('अतिरिक्त',\n",
              "  ['additional', 'peripheral', 'redundant', 'superfluous', 'surplus']),\n",
              " ('व्याकुल', ['addled', 'fitful', 'perplexed', 'sick', 'uneasy']),\n",
              " ('गिल्टी वाला', ['adenoidal']),\n",
              " ('माहिर', ['adept']),\n",
              " ('माहिर रूप से', ['adeptly']),\n",
              " ('पर्याप्त',\n",
              "  ['adequate', 'appreciable', 'enough', 'sensible', 'snugly', 'sufficient']),\n",
              " ('योग्य',\n",
              "  ['adequate',\n",
              "   'advisable',\n",
              "   'deserving',\n",
              "   'eligible',\n",
              "   'expedient',\n",
              "   'merited',\n",
              "   'worthy']),\n",
              " ('पर्याप्त रूप में', ['adequately']),\n",
              " ('चिपचिपा', ['adhesive', 'clammy', 'gummy', 'sticky']),\n",
              " ('तदर्थ', ['ad_hoc']),\n",
              " ('अनौपचारिक रूप से', ['ad_hoc']),\n",
              " ('बिना अन्त के', ['ad_infinitum']),\n",
              " ('पार्श्वस्थ', ['adjacent']),\n",
              " ('पार्श्वस्थ रूप से', ['adjacently']),\n",
              " ('विशेषणीय', ['adjectival']),\n",
              " ('विशेषण के रुप मे प्रयोग किया हुआ', ['adjectivally']),\n",
              " ('समायोज्य', ['adjustable']),\n",
              " ('बिना तैयारी के', ['ad_lib']),\n",
              " ('प्रशासनिक', ['administrative']),\n",
              " ('शासन सम्बन्धित', ['administrative']),\n",
              " ('प्रशासनिक रूप से', ['administratively']),\n",
              " ('प्रशंसनीय', ['admirable', 'commendable', 'laudable', 'praiseworthy']),\n",
              " ('उत्तम रीति से', ['admirably']),\n",
              " ('प्रशंसा युक्त', ['admiring']),\n",
              " ('प्रशंसापूर्वक', ['admiringly']),\n",
              " ('स्वीकार करने योग्य', ['admissible']),\n",
              " ('स्वीकार करते हुए', ['admittedly']),\n",
              " ('चेतावनी देते हुए', ['admonitorily']),\n",
              " ('चेतावनी देने वाला', ['admonitory']),\n",
              " ('किशोरकालीन', ['adolescent']),\n",
              " ('दत्तक', ['adoptive']),\n",
              " ('प्यारा', ['adorable', 'lovable']),\n",
              " ('प्यारी तरह से', ['adorably']),\n",
              " ('प्यारभरा', ['adoring']),\n",
              " ('प्यारभरे रूप से', ['adoringly']),\n",
              " ('अधिवृक्क', ['adrenal']),\n",
              " ('अधिवृक्क रूप से', ['adrenally']),\n",
              " ('तैरता हुआ', ['adrift', 'afloat', 'buoyant']),\n",
              " ('डावाँडोल', ['adrift']),\n",
              " ('कुशलता से', ['adroitly']),\n",
              " ('चापलूसीपूर्ण', ['adulatory']),\n",
              " ('वयस्क', ['adult']),\n",
              " ('व्यभिचारी रूप से', ['adulterously']),\n",
              " ('व्यभिचारी', ['adulterous', 'incestuous', 'licentious']),\n",
              " ('पूर्व', ['advance', 'former']),\n",
              " ('उन्नत', ['advanced', 'exalted']),\n",
              " ('उच्च श्रेणी के', ['advanced']),\n",
              " ('नया', ['advanced', 'new', 'newly']),\n",
              " ('अभी तक सामान्य रुप से स्वीकृति ना मिला हुआ', ['advanced']),\n",
              " ('बढ़ा हुआ', ['advanced']),\n",
              " ('फायदेमन्द', ['advantageous']),\n",
              " ('फायदेमन्द रूप से', ['advantageously']),\n",
              " ('आकस्मिक रूप से', ['adventitiously']),\n",
              " ('साहसिक', ['adventurous', 'sporting']),\n",
              " ('साहसिक रूप से', ['adventurously']),\n",
              " ('प्रतिकूल',\n",
              "  ['adverse',\n",
              "   'antipathetic',\n",
              "   'counter',\n",
              "   'cross',\n",
              "   'unfavourable',\n",
              "   'unwelcoming']),\n",
              " ('प्रतिकूल रूप से', ['adversely']),\n",
              " ('उचित',\n",
              "  ['advisable',\n",
              "   'advisably',\n",
              "   'apposite',\n",
              "   'appropriate',\n",
              "   'decent',\n",
              "   'equitable',\n",
              "   'fit',\n",
              "   'just',\n",
              "   'justifiable',\n",
              "   'proper',\n",
              "   'seemly']),\n",
              " ('योग्य रूप से', ['advisably', 'deservedly']),\n",
              " ('विचार करके', ['advisedly']),\n",
              " ('सलाहकारी रूप से', ['advisorily']),\n",
              " ('सलाहकारी', ['advisory']),\n",
              " ('आकाशीय', ['aerial', 'aerially', 'celestial']),\n",
              " ('विमान से', ['aerial', 'aerially']),\n",
              " ('हवा में से किया गया', ['aerial']),\n",
              " ('हवाई', ['aerial']),\n",
              " ('हवा में से की हुई तरह से', ['aerially']),\n",
              " ('हवाई कलाबाज़ीवाला', ['aerobatic']),\n",
              " ('वैमानिकी रूप से', ['aeronautically']),\n",
              " ('वैमानिक रूप से', ['aeronautically']),\n",
              " ('वैमानिक', ['aeronautic']),\n",
              " ('वैमानिकी', ['aeronautical']),\n",
              " ('सौंदर्य परख', ['aesthetic']),\n",
              " ('सौंदर्यप्रेमी', ['aesthetic']),\n",
              " ('सुरुचिपूर्ण', ['aesthetic', 'elegant']),\n",
              " ('सौंदर्य परख रूप से', ['aesthetically']),\n",
              " ('दूर से', ['afar']),\n",
              " ('दूर पर', ['afar']),\n",
              " ('मिलनसार', ['affable', 'amiable', 'approachable', 'cool', 'sociable']),\n",
              " ('सुशील', ['affable', 'gentle', 'well_bred']),\n",
              " ('सुशीलता से', ['affably']),\n",
              " ('मिलनसारी से', ['affably']),\n",
              " ('बनावटी रूप से', ['affectedly']),\n",
              " ('प्रभावपूर्ण', ['affecting', 'persuasive']),\n",
              " ('बनावटी',\n",
              "  ['affected', 'mock', 'pretentious', 'snide', 'synthetic', 'unnatural']),\n",
              " ('प्रभावपूर्ण रूप से', ['affectingly']),\n",
              " ('स्नेही', ['affectionate']),\n",
              " ('स्नेह से', ['affectionately']),\n",
              " ('स्वीकारात्मक', ['affirmative']),\n",
              " ('स्वीकारात्मक रूप से', ['affirmatively']),\n",
              " ('संतप्त', ['afflicted']),\n",
              " ('समृद्ध', ['affluent', 'affluently', 'prosperous']),\n",
              " ('धनी', ['affluent', 'well-to-do']),\n",
              " ('धनी रूप से', ['affluently']),\n",
              " ('भयाकुल', ['affrighted']),\n",
              " ('अपमानित', ['affronted']),\n",
              " ('दूर', ['afield', 'aloof', 'away', 'far', 'far', 'farther', 'outlying']),\n",
              " ('प्रज्वलित', ['aflame']),\n",
              " ('बहता हुआ', ['afloat', 'buoyant', 'runny']),\n",
              " ('ज़ारी', ['afoot']),\n",
              " ('पूर्वोकपै', ['aforementioned']),\n",
              " ('भयभीत', ['afraid', 'afraid', 'alarmed', 'frightened', 'horror-stricken']),\n",
              " ('डरा हुआ', ['afraid', 'cowed', 'fearful', 'scared', 'terrefied']),\n",
              " ('नए सिरे से', ['afresh']),\n",
              " ('अफ्रीकी', ['African']),\n",
              " ('घुघँराले बाल', ['afro']),\n",
              " ('जहाज़ के पिछले भाग के पास', ['aft']),\n",
              " ('बाद में', ['after', 'afterwards']),\n",
              " ('बाद का', ['after', 'supplementary']),\n",
              " ('तत्पश्चात', ['afterwards', 'then']),\n",
              " ('फिर से', ['again']),\n",
              " ('एक बार फिर', ['again']),\n",
              " ('दुबारा', ['again']),\n",
              " ('पुन', ['again']),\n",
              " ('लेकिन फिर', ['again']),\n",
              " ('मुँह बाए', ['agape']),\n",
              " ('वृद्ध', ['aged', 'old']),\n",
              " ('उत्तेजक',\n",
              "  ['aggravating', 'climactic', 'provocative', 'raunchy', 'sizzling']),\n",
              " ('उत्तेजक रूप से', ['aggravatingly']),\n",
              " ('कुल', ['aggregate', 'all-in']),\n",
              " ('आक्रामक', ['aggressive', 'militant', 'militaristic']),\n",
              " ('आक्रामक रूप से', ['aggressively']),\n",
              " ('व्यथित', ['aggrieved']),\n",
              " ('व्यथित रूप से', ['aggrievedly']),\n",
              " ('हक्का बक्का', ['aghast']),\n",
              " ('हक्का बक्का हुए', ['aghastly']),\n",
              " ('फुर्तीला',\n",
              "  ['agile',\n",
              "   'alive',\n",
              "   'brisk',\n",
              "   'lively',\n",
              "   'nimble',\n",
              "   'quick',\n",
              "   'spry',\n",
              "   'spry',\n",
              "   'vivacious']),\n",
              " ('पहले', ['ago', 'back', 'firstly', 'once']),\n",
              " ('उत्सुक', ['agog', 'anxious', 'eager', 'keen']),\n",
              " ('बहुत दुखी', ['agonizing']),\n",
              " ('बहुत अधिक', ['agonizingly', 'considerable', 'much_more', 'prohibitively']),\n",
              " ('भीड़ के डर से पीडित व्यक्ति', ['agoraphobic']),\n",
              " ('भूमि विषयक', ['agrarian']),\n",
              " ('रुचिकर', ['agreeable']),\n",
              " ('सहमत', ['agreeable']),\n",
              " ('सहमति से', ['agreeably']),\n",
              " ('कृषी सम्बन्धी', ['agricultural']),\n",
              " ('कृषी सम्बन्धी रूप से', ['agriculturally']),\n",
              " ('भूग्रस्त', ['aground']),\n",
              " ('आगे', ['ahead', 'fore', 'forth', 'onward']),\n",
              " ('रोगी', ['ailing', 'diseased']),\n",
              " ('लक्ष्य रहित', ['aimless']),\n",
              " ('लक्ष्य रहित रूप से', ['aimlessly']),\n",
              " ('वातानुकूलित', ['air-conditioned']),\n",
              " ('वायु-शीतित', ['air-cooled']),\n",
              " ('हवाई-से-हवाई', ['air-to-air']),\n",
              " ('वायुवाहित', ['airborne']),\n",
              " ('घुटन भरा', ['airless']),\n",
              " ('हवाई सफर से बीमार', ['airsick']),\n",
              " ('वायु रोधक', ['airtight']),\n",
              " ('उडने योग्य', ['airworthy']),\n",
              " ('हवादार', ['airy', 'windy']),\n",
              " ('बेपरवाही से', ['airily', 'carelessly', 'negligently']),\n",
              " ('अव्यवहारिक', ['airy-fairy', 'impracticable']),\n",
              " ('अधखुला', ['ajar']),\n",
              " ('सदृश', ['akin', 'kindred', 'same']),\n",
              " ('कमर पर हाथ रखे हुए', ['akimbo']),\n",
              " ('व्यंजन सूची से', ['a_la_carte']),\n",
              " ('फैशन प्रिय', ['a_la_mode']),\n",
              " ('सतर्क', ['alarmed', 'alert', 'heedful']),\n",
              " ('भयप्रद', ['alarming']),\n",
              " ('खतरनाक ढंग से', ['alarmingly']),\n",
              " ('शराबी', ['alcoholic', 'pie_eyed']),\n",
              " ('सतर्क रूप से', ['alertly']),\n",
              " ('ताजी हवा मे', ['alfresco']),\n",
              " ('शैवाल युक्त', ['algal']),\n",
              " ('पराया', ['alien']),\n",
              " ('पराये रूप से', ['alienly']),\n",
              " ('उज्ज्वल', ['alight', 'bright', 'lustrous']),\n",
              " ('समान रूप से',\n",
              "  ['alike', 'equally', 'evenly', 'the_same', 'similarly', 'so']),\n",
              " ('समान', ['alike', 'close', 'consistent', 'equal', 'same', 'similar']),\n",
              " ('जीवित', ['alive', 'existent', 'live', 'living']),\n",
              " ('के विषय में सचेत', ['alive']),\n",
              " ('जीवित रूप से', ['alively']),\n",
              " ('क्षारीय', ['alkaline', 'alkalinely']),\n",
              " ('सब', ['all']),\n",
              " ('सारा', ['all']),\n",
              " ('पूर्ण रुप से', ['all']),\n",
              " ('चौतरफा', ['all-round']),\n",
              " ('सबको मिलाकर', ['all-embracing']),\n",
              " ('भरसक', ['all_out']),\n",
              " ('बहु प्रयोजन', ['all-purpose']),\n",
              " ('जिसमें बहुत सारे प्रख्यात अभिनेता', ['all-star']),\n",
              " ('अभिनेत्रियाँ हो', ['all-star']),\n",
              " ('आरोपित', ['alleged']),\n",
              " ('कथित रूप से', ['allegedly']),\n",
              " ('रूपक सम्बन्धी रूप से', ['allegorically']),\n",
              " ('रूपक सम्बन्धी', ['allegorical']),\n",
              " ('त्वरित गति', ['allegro']),\n",
              " ('एलर्जी से सम्बन्धित', ['allergic']),\n",
              " ('अति नफ़रत होना', ['allergic']),\n",
              " ('अत्यधिक',\n",
              "  ['all-fired',\n",
              "   'extravagant',\n",
              "   'extremely',\n",
              "   'inordinate',\n",
              "   'over-much',\n",
              "   'overwhelming',\n",
              "   'so',\n",
              "   'steep']),\n",
              " ('सहबद्ध', ['allied']),\n",
              " ('सहबध्द रूप से', ['alliedly']),\n",
              " ('अनुज्ञेय', ['allowable', 'permissible']),\n",
              " ('मोहक', ['alluring', 'charming', 'winsome']),\n",
              " ('मोहक रूप से', ['alluringly', 'charmingly']),\n",
              " ('सर्वशक्तिमान रूप से', ['almightily']),\n",
              " ('सर्वशक्तिमान', ['almighty']),\n",
              " ('अधिकतर', ['almost']),\n",
              " ('अकेला',\n",
              "  ['alone',\n",
              "   'desolate',\n",
              "   'forlorn',\n",
              "   'lone',\n",
              "   'only',\n",
              "   'single_handed',\n",
              "   'sole',\n",
              "   'solitary',\n",
              "   'unaccompanied']),\n",
              " ('आगे बढना', ['along']),\n",
              " ('अलग', ['aloof', 'different', 'separate', 'separately']),\n",
              " ('ज़ोर से', ['aloud', 'forte', 'fortissimo']),\n",
              " ('वर्णमालानुसार', ['alphabetical']),\n",
              " ('वर्णमाला के क्रम से', ['alphabetically']),\n",
              " ('यूरोप का पर्वतीय क्षेत्र', ['alpine']),\n",
              " ('पहले से', ['already', 'beforehand', 'prior']),\n",
              " ('',\n",
              "  ['alright',\n",
              "   'congruent',\n",
              "   'never',\n",
              "   'no',\n",
              "   'overboard',\n",
              "   'terrific',\n",
              "   'thereabout',\n",
              "   'whacked']),\n",
              " ('बिल्कुल सही', ['alright']),\n",
              " ('भी', ['also', 'even', 'even', 'so', 'too']),\n",
              " ('एकान्तरत', ['alternate']),\n",
              " ('बारी-बारी से', ['alternately']),\n",
              " ('वैकल्पिक', ['alternative', 'optional']),\n",
              " ('विकल्पत', ['alternatively']),\n",
              " ('जिसमें दूसरा उच्चतम स्वर हो', ['alto']),\n",
              " ('पूर्णरुप से', ['altogether']),\n",
              " ('कुल मिलाकर', ['altogether']),\n",
              " ('परोपकारी', ['altruistic']),\n",
              " ('वर्त्स्य', ['alveolar']),\n",
              " ('हमेशा?', ['always']),\n",
              " ('अप्रवीण', ['amateurish', 'inexpert']),\n",
              " ('अचम्भित', ['amazed', 'jiggered']),\n",
              " ('आश्चर्यजनक', ['amazing', 'prodigious', 'stupendous', 'surprising']),\n",
              " ('आश्चर्यजनक रूप से', ['amazingly']),\n",
              " ('चारो ओर से घेरने वाला', ['ambient', 'ambiently']),\n",
              " ('व्यापक', ['ambient', 'extensive', 'large']),\n",
              " ('व्यापक रूप से', ['ambiently', 'extensively', 'globally']),\n",
              " ('द्वयार्थी', ['ambiguous', 'equivocal']),\n",
              " ('द्वयार्थी रूप से', ['ambiguously']),\n",
              " ('महत्वाकांक्षी', ['ambitious']),\n",
              " ('महत्वाकांक्षी रूप से', ['ambitiously']),\n",
              " ('मिले जुले भाववाला', ['ambivalent']),\n",
              " ('मिले जुले भाव से', ['ambivalently']),\n",
              " ('तथास्तु', ['amen']),\n",
              " ('ऐसा ही हो', ['amen']),\n",
              " ('जवाबदेही', ['amenable', 'amenably']),\n",
              " ('आज्ञाकारी', ['amenable', 'amenably', 'obedient', 'submissive']),\n",
              " ('वश्य', ['amenable']),\n",
              " ('वश्य रूप से', ['amenably']),\n",
              " ('अमरीकी', ['American']),\n",
              " ('मिलनसार रूप से', ['amiably']),\n",
              " ('मित्रवत्', ['amicable', 'matey', 'neighbourly']),\n",
              " ('मित्रवत् रूप से', ['amicably']),\n",
              " ('जहाज के मध्य में', ['amidships']),\n",
              " ('गलत', ['amiss', 'amiss', 'erroneous', 'mistaken', 'wrong', 'wrongful']),\n",
              " ('पागल की तरह', ['amok']),\n",
              " ('दुराचारी', ['amoral', 'amorally', 'vicious']),\n",
              " ('अधर्मी', ['amoral', 'impious', 'unjust']),\n",
              " ('अधर्मी रूप से', ['amorally']),\n",
              " ('कामी', ['amorous', 'amorously']),\n",
              " ('अनाकार', ['amorphous']),\n",
              " ('जल तथा स्थल पर चलने योग्य', ['amphibious']),\n",
              " ('पर्याप्त रूप से', ['ample', 'amply', 'appreciably']),\n",
              " ('बहुत बड़ा',\n",
              "  ['ample',\n",
              "   'colossal',\n",
              "   'giant',\n",
              "   'gigantic',\n",
              "   'jumbo',\n",
              "   'macro',\n",
              "   'mega',\n",
              "   'super',\n",
              "   'titanic']),\n",
              " ('खुश हुए', ['amused']),\n",
              " ('विनोदी', ['amusing', 'humorous']),\n",
              " ('मनोरंजक', ['amusing']),\n",
              " ('मनोरंजक रूप से', ['amusingly']),\n",
              " ('कमजोर', ['anaemic', 'vulnerable', 'wishy-washy']),\n",
              " ('रक्ताभाव से पीड़ित', ['anaemic']),\n",
              " ('वात निरपेक्ष जीवाणु', ['anaerobic']),\n",
              " ('गुदा-सम्बन्धी', ['anal']),\n",
              " ('अनुरूप', ['analogous', 'becoming', 'compatible']),\n",
              " ('सादृश्य', ['analogues']),\n",
              " ('तुल्यरूप', ['analogues']),\n",
              " ('वैश्लेषिक', ['analytic']),\n",
              " ('शारीरिक',\n",
              "  ['anatomical', 'bodily', 'carnal', 'corporal', 'physical', 'physically']),\n",
              " ('संरचनात्मक', ['anatomical']),\n",
              " ('पैतृक', ['ancestral', 'paternal']),\n",
              " ('बपौती', ['ancestral']),\n",
              " ('प्राचीन', ['ancient', 'classical', 'olden', 'primitive']),\n",
              " ('सहायक', ['ancillary', 'auxiliary', 'conducive', 'helpful', 'instrumental']),\n",
              " ('अनुशंगिक', ['ancillary']),\n",
              " ('उभयलिंगी', ['androgynous']),\n",
              " ('किस्सा संबंधी', ['anecdotal']),\n",
              " ('नये प्रकार से', ['anew']),\n",
              " ('देवदूत के समान', ['angelic']),\n",
              " ('इँगलैँड के गिरिजाघर से सम्बन्धी', ['Anglican']),\n",
              " ('गिरजाघर सम्बन्धी', ['Anglican']),\n",
              " ('आँग्ल-अमेरीकी', ['anglo-american']),\n",
              " ('क्रोधित', ['angry']),\n",
              " ('क्रोध से', ['angrily', 'indignantly']),\n",
              " ('मनोवेदना से भरा', ['anguished']),\n",
              " ('दुर्बल', ['angular', 'effete', 'feeble']),\n",
              " ('इकहरा', ['angular']),\n",
              " ('कठोर अक्खड़', ['angular']),\n",
              " ('कोणीय', ['angular']),\n",
              " ('पाशविक', ['animal', 'fenal']),\n",
              " ('जंगली',\n",
              "  ['animal', 'fenal', 'savage', 'uncivilized', 'untamed', 'wild', 'wooded']),\n",
              " ('जोशपूर्ण', ['animated']),\n",
              " ('वार्षिक', ['annual', 'yearly']),\n",
              " ('वार्षिक में', ['annually']),\n",
              " ('वर्षभर में एक बार', ['annualized']),\n",
              " ('नीरस',\n",
              "  ['anodyne',\n",
              "   'bald',\n",
              "   'bland',\n",
              "   'boring',\n",
              "   'humdrum',\n",
              "   'lifeless',\n",
              "   'literal',\n",
              "   'pedestrian',\n",
              "   'ponderous',\n",
              "   'prosaic',\n",
              "   'prosy',\n",
              "   'slavish',\n",
              "   'tame',\n",
              "   'vapid',\n",
              "   'weak',\n",
              "   'wearisome']),\n",
              " ('पीडा नाशक', ['anodyne']),\n",
              " ('अनियमित', ['anomalous', 'irregular']),\n",
              " ('नियम विरुद्ध', ['anomalous', 'foul', 'illegal']),\n",
              " ('जल्दी', ['anon', 'early', 'early', 'pronto']),\n",
              " ('गुमनाम', ['anonymous', 'nameless']),\n",
              " ('भूख न लगने की बीमारी', ['anorexic']),\n",
              " ('एक और', ['another']),\n",
              " ('दूसरा', ['another', 'second']),\n",
              " ('विरोधात्मक', ['antagonistic']),\n",
              " ('दक्षिणी ध्रुवी', ['antarctic']),\n",
              " ('पुराना',\n",
              "  ['antediluvian',\n",
              "   'antiquated',\n",
              "   'antique',\n",
              "   'former',\n",
              "   'obsolescent',\n",
              "   'old',\n",
              "   'outdated',\n",
              "   'played_out',\n",
              "   'second_hand',\n",
              "   'stale',\n",
              "   'trite']),\n",
              " ('दकियानूसी', ['antediluvian']),\n",
              " ('प्रसव पूर्व का', ['antenatal']),\n",
              " ('मानवकार', ['anthropoid']),\n",
              " ('मानवशासत्रीय', ['anthropological']),\n",
              " ('हवामार', ['anti-_aircraft']),\n",
              " ('विमानभेदी', ['anti-_aircraft']),\n",
              " ('जनता विरोधी', ['anti-people']),\n",
              " ('पूर्वानुमान करता हुआ', ['anticipative']),\n",
              " ('विरोधी', ['antipathetic']),\n",
              " ('पुरातनिक', ['antiquarian']),\n",
              " ('पुरातन', ['antique', 'archaic', 'hoary']),\n",
              " ('यहूदी विरोधी भावना', ['anti-semitic']),\n",
              " ('असामाजिक', ['antisocial']),\n",
              " ('समाज के नियमों के प्रतिकूल', ['antisocial']),\n",
              " ('तोपनाशक', ['anti-tank']),\n",
              " ('न्यास विरोधी', ['antitrust']),\n",
              " ('चिन्तित', ['anxious', 'uptight']),\n",
              " ('चिन्ता करनेवाला', ['anxious']),\n",
              " ('चिन्ताजनक', ['anxious']),\n",
              " ('उद्वेग से', ['anxiously']),\n",
              " ('किसी भी स्थिति में', ['any']),\n",
              " ('कोई भी', ['any']),\n",
              " ('किसी प्रकार से', ['anyhow', 'someway']),\n",
              " ('कोई भी स्थान', ['anyplace']),\n",
              " ('कैसे भी', ['anyway']),\n",
              " ('कहीं भी', ['anywhere']),\n",
              " ('शीघ्रता से', ['apace', 'rapidly']),\n",
              " ('पृथक', ['apart', 'discreet', 'distinct', 'separate']),\n",
              " ('उदासीन',\n",
              "  ['apathetic',\n",
              "   'cool',\n",
              "   'dispirited',\n",
              "   'dispiriting',\n",
              "   'feckless',\n",
              "   'incurious',\n",
              "   'lukewarm']),\n",
              " ('प्रत्येक', ['apiece']),\n",
              " ('अप्रमाणिक', ['apocryphal', 'inauthentic']),\n",
              " ('क्षमाप्रार्थी', ['apologetic']),\n",
              " ('भयंकर',\n",
              "  ['appalling', 'black', 'ghastly', 'hardbitten', 'horrendous', 'redoutable']),\n",
              " ('भयंकर रूप से', ['appallingly']),\n",
              " ('स्पष्ट',\n",
              "  ['apparent',\n",
              "   'articulate',\n",
              "   'bare',\n",
              "   'bold',\n",
              "   'broad',\n",
              "   'clear',\n",
              "   'clear',\n",
              "   'crisp',\n",
              "   'distinct',\n",
              "   'evident',\n",
              "   'explicit',\n",
              "   'express',\n",
              "   'naked',\n",
              "   'obvious']),\n",
              " ('ऊपरी तौर से', ['apparently']),\n",
              " ('आभास से', ['apparently']),\n",
              " ('आकर्षक',\n",
              "  ['appealing',\n",
              "   'attractive',\n",
              "   'flamboyant',\n",
              "   'prepossessing',\n",
              "   'snappy',\n",
              "   'stately']),\n",
              " ('याचना करते हुए', ['appealing', 'appealingly']),\n",
              " ('पुनर्विचार सम्बन्धी', ['appellate']),\n",
              " ('स्वादिष्ट',\n",
              "  ['appetizing',\n",
              "   'delicious',\n",
              "   'epicurean',\n",
              "   'palatable',\n",
              "   'savoury',\n",
              "   'scrumptious',\n",
              "   'tasty',\n",
              "   'tooth-some',\n",
              "   'yummy']),\n",
              " ('लागू होना', ['applicable']),\n",
              " ('व्यावहारिक',\n",
              "  ['applied', 'business-like', 'practical', 'pragmatic', 'usual', 'workable']),\n",
              " ('नियत', ['appointed', 'categorical', 'finite']),\n",
              " ('गुणानुरागी', ['appreciative']),\n",
              " ('आशंकित', ['apprehensive', 'leery']),\n",
              " ('डरपूर्वक', ['apprehensively']),\n",
              " ('सुगम्य', ['approachable']),\n",
              " ('उचित रूप से', ['appropriately', 'squarely']),\n",
              " ('तकरीबन रूप से', ['approximately']),\n",
              " ('प्रागनुभव', ['apriori']),\n",
              " ('अभिप्रायानुसार', ['apropos']),\n",
              " ('सन्दर्भित', ['apropos']),\n",
              " ('उपयुक्त', ['apt', 'fit', 'likely', 'relevant']),\n",
              " ('प्रवण', ['apt']),\n",
              " ('जलचर', ['aquatic']),\n",
              " ('जलीय', ['aqueous', 'watery']),\n",
              " ('गरूड़ीय', ['aquiline']),\n",
              " ('कम्पित', ['aquiver', 'trembly']),\n",
              " ('अरबी', ['Arabian']),\n",
              " ('कृषि योग्य', ['arable']),\n",
              " ('मनमाना', ['arbitrary']),\n",
              " ('मनमाने रूप से', ['arbitarily']),\n",
              " ('वृक्षवासी', ['arboreal']),\n",
              " ('वक्र', ['arch', 'crooked']),\n",
              " ('प्रधान',\n",
              "  ['arch-',\n",
              "   'cardinal',\n",
              "   'dominant',\n",
              "   'essential',\n",
              "   'foremost',\n",
              "   'pivotal',\n",
              "   'premier',\n",
              "   'prima']),\n",
              " ('पुरातत्व', ['archaeological']),\n",
              " ('आधाररूपीय', ['archetypal']),\n",
              " ('वास्तुकला संबधी', ['architectural']),\n",
              " ('वास्तुकला अनुसार', ['architecturally']),\n",
              " ('उत्तरी ध्रुवी', ['arctic']),\n",
              " ('उत्कट', ['ardent', 'intense']),\n",
              " ('श्रमसाध्य', ['arduous', 'hard_won', 'laborious']),\n",
              " ('आलोच्य', ['arguable']),\n",
              " ('तर्क योग्य', ['arguable']),\n",
              " ('विवादप्रिय', ['argumentative']),\n",
              " ('तार्किक', ['argumentative', 'logical']),\n",
              " ('शुष्क', ['arid', 'dry', 'wizened']),\n",
              " ('अंकगणितीय', ['arithmetical']),\n",
              " ('अनुभवहीन', ['armchair', 'callow', 'inexperienced', 'naive']),\n",
              " ('कवचवाला', ['armoured']),\n",
              " ('कवचित वाहन', ['armoured']),\n",
              " ('कवचित', ['armour_plated']),\n",
              " ('सुरभित', ['aromatic']),\n",
              " ('सुगन्धित', ['aromatic', 'fragrant', 'redolent']),\n",
              " ('घेरेवाला', ['around']),\n",
              " ('अहंकारी', ['arrogant', 'cocky', 'egotistic', 'lofty']),\n",
              " ('घमण्डी', ['arrogant', 'snooty', 'supercilious']),\n",
              " ('अभिमानी', ['arrogant', 'cavalier', 'hoity-toity']),\n",
              " ('चालाक',\n",
              "  ['artful',\n",
              "   'canny',\n",
              "   'cunning',\n",
              "   'designing',\n",
              "   'devious',\n",
              "   'foxy',\n",
              "   'slick',\n",
              "   'tricky']),\n",
              " ('कुशलतापूर्वक', ['artful', 'delicately']),\n",
              " ('जुड़ा हुआ', ['articulated', 'supplementary']),\n",
              " ('कृत्रिम', ['artificial', 'forced', 'prosthetic', 'set', 'stagy']),\n",
              " ('कलात्मक', ['artistic']),\n",
              " ('कला प्रेमी', ['artistic']),\n",
              " ('बेढंगा', ['artless', 'clumsy', 'cumbersome']),\n",
              " ('रोगाणुरहित', ['asepesis']),\n",
              " ('अलैंगिक', ['asexual']),\n",
              " ('पीला', ['ashen', 'sallow', 'sickly', 'wan', 'yellow']),\n",
              " ('विवर्ण', ['ashen', 'pallid', 'sickly']),\n",
              " ('तट पर', ['ashore']),\n",
              " ('धूसर', ['ashy']),\n",
              " ('एशिया संबंधी', ['Asiatic']),\n",
              " ('रद्द करना', ['aside']),\n",
              " ('अलग रखना', ['aside']),\n",
              " ('बहुत मूर्खतापूर्ण', ['asinine']),\n",
              " ('संदेह से', ['askance']),\n",
              " ('टेढा', ['askew']),\n",
              " ('तिरछा', ['askew', 'cross', 'italic', 'oblique', 'sidelong', 'transverse']),\n",
              " ('सोता हुआ', ['asleep']),\n",
              " ('सुशुप्त', ['asleep', 'dormant']),\n",
              " ('प्रार्थी', ['aspirant']),\n",
              " ('उम्मीदवार', ['aspirant']),\n",
              " ('हठ धर्मी', ['assertive']),\n",
              " ('दृढ़ता से',\n",
              "  ['assertively',\n",
              "   'staunchly',\n",
              "   'strenuously',\n",
              "   'strictly',\n",
              "   'strongly',\n",
              "   'sturdily',\n",
              "   'unwaveringly']),\n",
              " ('श्रमशील', ['assiduous']),\n",
              " ('मेहनत से', ['assiduously']),\n",
              " ('सहयोगी', ['associate']),\n",
              " ('उप-', ['associate', 'deputy']),\n",
              " ('मिलाजुला', ['assorted']),\n",
              " ('आश्वस्त रूप से', ['assuredly']),\n",
              " ('पीछे के भाग मे', ['astern']),\n",
              " ('जहाज के पीछे के भाग मे', ['astern']),\n",
              " ('श्वासरोगीय', ['asthmatic']),\n",
              " ('खलबली', ['astir']),\n",
              " ('गुमराह', ['astray', 'errant']),\n",
              " ('पाँव फैलाकर', ['astride']),\n",
              " ('कठोर',\n",
              "  ['astringent',\n",
              "   'bitter',\n",
              "   'bloodless',\n",
              "   'brutal',\n",
              "   'callous',\n",
              "   'caustic',\n",
              "   'hard',\n",
              "   'implacable',\n",
              "   'merciless',\n",
              "   'severe',\n",
              "   'stark',\n",
              "   'tough',\n",
              "   'unmoved',\n",
              "   'unsparing']),\n",
              " ('ज्योतिषीय', ['astrological']),\n",
              " ('पृथक्-पृथक', ['asunder']),\n",
              " ('स्पर्शोन्मुख', ['asymptomatic']),\n",
              " ('तुरन्त', ['at-once', 'forthwith', 'instant', 'right', 'straightaway']),\n",
              " ('हृष्ट-पुष्ट', ['athletic']),\n",
              " ('आड़ा', ['athwart', 'cross']),\n",
              " ('कम से कम', ['atleast', 'minimum']),\n",
              " ('परमाण्विक', ['atomic']),\n",
              " ('अति-दुष्ट', ['atrocious']),\n",
              " ('प्राप्य', ['attainable']),\n",
              " ('साथी', ['attendant']),\n",
              " ('चौकस', ['attentive', 'careful', 'watchful']),\n",
              " ('चौकसी से', ['attentively', 'warily']),\n",
              " ('सम्बन्ध लगाए जाने योग्य', ['attributable']),\n",
              " ('दुःसाहसी', ['audacious', 'foolhardy']),\n",
              " ('साहसी',\n",
              "  ['audacious',\n",
              "   'brave',\n",
              "   'courageous',\n",
              "   'daring',\n",
              "   'dashing',\n",
              "   'high_spirited',\n",
              "   'undaunted',\n",
              "   'valiant',\n",
              "   'venturesome']),\n",
              " ('श्रव्य', ['audible']),\n",
              " ('प्रतापी', ['august']),\n",
              " ('शुभ', ['auspicious']),\n",
              " ('सादा', ['austere', 'mild', 'naive', 'plain', 'severe', 'simple', 'soft']),\n",
              " ('असली', ['authentic', 'true', 'unadulterated']),\n",
              " ('विश्वसनीय', ['authentic', 'credible', 'safe', 'sterling']),\n",
              " ('विशुद्ध', ['authentic', 'unalloyed']),\n",
              " ('आधिकारिक', ['authoritative', 'magisterial', 'official']),\n",
              " ('प्रामाणिक', ['authoritative', 'kosher', 'orthodox', 'standard']),\n",
              " ('निरंकुश', ['autocratic', 'unbridled', 'wayward']),\n",
              " ('स्वचालित', ['automatic']),\n",
              " ('अविवेचित', ['automatic', 'unreasoning']),\n",
              " ('उपलब्ध', ['available']),\n",
              " ('मिलता है', ['available']),\n",
              " ('औसत', ['average', 'moderate']),\n",
              " ('अनिच्छुक', ['averse', 'disinclined', 'loath', 'reluctant', 'unwilling']),\n",
              " ('लालायित', ['avid']),\n",
              " ('उत्सुकता से', ['avidly', 'fervently', 'keenly', 'voraciously']),\n",
              " ('परिहार्य', ['avoidable']),\n",
              " ('टाला हुआ', ['avoided']),\n",
              " ('जागे हुए', ['awake']),\n",
              " ('अवगत', ['aware']),\n",
              " ('सावधान', ['aware', 'careful', 'cautious', 'mindful', 'vigilant']),\n",
              " ('बाहर', ['away', 'out', 'outside', 'outside', 'without']),\n",
              " ('लगातार',\n",
              "  ['away',\n",
              "   'ceaseless',\n",
              "   'ceaselessly',\n",
              "   'consecutive',\n",
              "   'constantly',\n",
              "   'non-stop',\n",
              "   'on',\n",
              "   'persistent',\n",
              "   'running',\n",
              "   'thick',\n",
              "   'unceasing']),\n",
              " ('आदर', ['awesome', 'awe-inspiring', 'awestruck']),\n",
              " ('डरावना',\n",
              "  ['awful',\n",
              "   'dreadful',\n",
              "   'fearsome',\n",
              "   'hideous',\n",
              "   'horrible',\n",
              "   'menacing',\n",
              "   'scary']),\n",
              " ('भद्दा',\n",
              "  ['awful',\n",
              "   'dowdy',\n",
              "   'gauche',\n",
              "   'gross',\n",
              "   'ham-fisted',\n",
              "   'ponderous',\n",
              "   'ungainly',\n",
              "   'unsightly']),\n",
              " ('बहुत ज़्यादा', ['awfully']),\n",
              " ('कुछ देर के लिये', ['awhile']),\n",
              " ('अजीब', ['awkward', 'funny', 'gawky', 'quaint', 'queer']),\n",
              " ('कष्टदायक', ['awkward', 'vicious']),\n",
              " ('नाजुक', ['awkward', 'ticklish']),\n",
              " ('गड़बड़', ['awry']),\n",
              " ('टेढ़ा', ['awry', 'awry', 'bent', 'cock-eyed', 'skew']),\n",
              " ('सदा', ['aye']),\n",
              " ('आसमानी', ['azure']),\n",
              " ('शिशुवत्', ['babyish']),\n",
              " ('बिना पीठ वाला', ['back-less']),\n",
              " ('कमरतोड़', ['back-breaking']),\n",
              " ('पीछे का', ['back', 'posterior']),\n",
              " ('वापस', ['back']),\n",
              " ('पीछे की ओर', ['back', 'backward', 'backwards']),\n",
              " ('नियंत्रण में', ['back']),\n",
              " ('परोक्ष', ['back-handed', 'indirct']),\n",
              " ('नेपथ्य में', ['backstage']),\n",
              " ('पिछड़ा हुआ', ['backward']),\n",
              " ('खराब',\n",
              "  ['bad', 'down', 'frightful', 'poor', 'rotten', 'Shop_soiled', 'wretched']),\n",
              " ('बुरा', ['bad', 'evil', 'nasty', 'stinking', 'third-class']),\n",
              " ('गम्भीर',\n",
              "  ['bad',\n",
              "   'deep',\n",
              "   'fruity',\n",
              "   'grim-jawed',\n",
              "   'intense',\n",
              "   'sedate',\n",
              "   'staid',\n",
              "   'steady']),\n",
              " ('बुरी तरह से', ['badly', 'sadly']),\n",
              " ('गंजा', ['bald', 'hairless']),\n",
              " ('गंजापन होना', ['balding']),\n",
              " ('नुकसानदायक', ['baleful']),\n",
              " ('नुकसानदायक रूप से', ['balefully']),\n",
              " ('सुखदायक', ['balmy']),\n",
              " ('साधारण',\n",
              "  ['banal',\n",
              "   'mediocre',\n",
              "   'mundanely',\n",
              "   'naff',\n",
              "   'nondescript',\n",
              "   'ordinary',\n",
              "   'ordinary',\n",
              "   'private',\n",
              "   'unremarkable',\n",
              "   'unspectacular',\n",
              "   'usual']),\n",
              " ('भोजोत्सव', ['banqueting']),\n",
              " ('काँटेदार', ['barbed', 'prickly', 'spiny', 'thorny']),\n",
              " ('क्रूर', ['barbaric', 'brutal', 'flinty', 'hard-hearted']),\n",
              " ('गँवार', ['barbarous', 'rustic', 'uncouth']),\n",
              " ('निर्वस्त्र', ['bare']),\n",
              " ('अनलंकृत', ['bare', 'gaunt', 'severe', 'unadorned', 'unvarnished']),\n",
              " ('नंगे पाँव', ['barefoot']),\n",
              " ('नंगे पाँव से', ['barefooted']),\n",
              " ('मुश्किल से', ['barely', 'hardly']),\n",
              " ('मात्र', ['barely', 'solely']),\n",
              " ('ऊसर', ['barren']),\n",
              " ('बंजर भूमि', ['barren']),\n",
              " ('तुच्छ',\n",
              "  ['base', 'indifferent', 'paltry', 'petty', 'slight', 'trifling', 'trivial']),\n",
              " ('नीच', ['base', 'ignoble', 'petty', 'shady']),\n",
              " ('निराधार', ['baseless', 'unfounded']),\n",
              " ('लज्जाशील', ['bashful', 'shamefaced']),\n",
              " ('संकोची', ['bashful', 'hesitant', 'reserved', 'stolid']),\n",
              " ('बुनियादी', ['basic']),\n",
              " ('गिटार', ['bass']),\n",
              " ('मन्द्र', ['bass']),\n",
              " ('क्षतिग्रस्त', ['battered']),\n",
              " ('सनकी',\n",
              "  ['batty', 'crotchety', 'eccentric', 'kinky', 'loopy', 'madcap', 'zany']),\n",
              " ('अश्लील वार्तालाप', ['bawdy']),\n",
              " ('सुन्दर',\n",
              "  ['beautiful',\n",
              "   'bonny',\n",
              "   'fine',\n",
              "   'handsome',\n",
              "   'personable',\n",
              "   'picturesque',\n",
              "   'shapely']),\n",
              " ('सुन्दर तरह से', ['beautifully']),\n",
              " ('हवा न होने के कारण हिलने में असमर्थ', ['becalmed']),\n",
              " ('युक्त', ['becoming']),\n",
              " ('शय्याग्रस्त', ['bedridden']),\n",
              " ('के पहले', ['before', 'first']),\n",
              " ('स्वयं को मूर्ख बनाना', ['befuddled']),\n",
              " ('बहुत कम और सस्ता', ['beggarly']),\n",
              " ('पीछे से', ['behind']),\n",
              " ('देरी करना', ['behindhand']),\n",
              " ('कृतज्ञ', ['beholden', 'grateful', 'thankful']),\n",
              " ('विलंबित', ['belated']),\n",
              " ('घेरा हुआ', ['beleaguered']),\n",
              " ('लड़ाकू', ['bellicose']),\n",
              " ('युद्धकारी', ['belligerent']),\n",
              " ('प्रिय', ['beloved', 'dear', 'favourite', 'fond', 'pet']),\n",
              " ('लाभदायक', ['beneficial', 'profitable']),\n",
              " ('दयालु',\n",
              "  ['benevolent',\n",
              "   'big',\n",
              "   'clement',\n",
              "   'gracious',\n",
              "   'humane',\n",
              "   'kind',\n",
              "   'kind-hearted',\n",
              "   'mellow',\n",
              "   'merciful']),\n",
              " ('कृपालु', ['benign', 'indulgent', 'kindly']),\n",
              " ('उन्मत्त',\n",
              "  ['berserk', 'crazy', 'delirious', 'frantic', 'maniac', 'rabid', 'squiffy']),\n",
              " ('के अतिरिक्त', ['besides']),\n",
              " ('चश्मा लगाए', ['bespectacAled']),\n",
              " ('सर्वोत्तम', ['best', 'pre-eminent', 'superlative']),\n",
              " ('सबसे अच्छा', ['best']),\n",
              " ('सगाई किया हुआ', ['betrothed']),\n",
              " ('बेहतर', ['better', 'preferable']),\n",
              " ('बेहतर तरीके से', ['better']),\n",
              " ('प्रवणित', ['bevelled']),\n",
              " ('बाइबिल का', ['biblical']),\n",
              " ('दो व्यवस्थापक अंग युक्त', ['bicameral']),\n",
              " ('दो सौ वर्ष वाला', ['bicentennial']),\n",
              " ('द्विवार्षिक', ['biennial']),\n",
              " ('द्विवार्षिक रूप से', ['biennially']),\n",
              " ('बड़ा', ['big', 'big', 'bulky', 'bulky', 'extensive', 'grand', 'great']),\n",
              " ('उम्र में बड़ी', ['big']),\n",
              " ('महत्वपूर्ण', ['big', 'important', 'vital']),\n",
              " ('महत्वाकांक्षा', ['big']),\n",
              " ('प्रसिद्ध',\n",
              "  ['big', 'distinguished', 'famed', 'famous', 'notable', 'renowned']),\n",
              " ('उत्तेजित', ['big', 'edgy', 'frantic', 'mad']),\n",
              " ('बढ़े हुए पेटवाला', ['big-bellied']),\n",
              " ('आवश्यक', ['binding', 'essential', 'momentous', 'necessary']),\n",
              " ('बंधनवाला', ['binding']),\n",
              " ('कांसा', ['bismuth']),\n",
              " ('चुभता हुआ', ['biting']),\n",
              " ('चुभते हुए रूप से', ['bitingly']),\n",
              " ('कड़ुवा', ['bitter']),\n",
              " ('शोकमय', ['bitter']),\n",
              " ('कड़ुवाहट के साथ', ['bitterly']),\n",
              " ('कस के', ['bitterly']),\n",
              " ('अधिक', ['bitterly', 'excessive', 'extra', 'exuberant', 'more', 'super']),\n",
              " ('अर्द्धसाप्ताहिक', ['biweekly']),\n",
              " ('काला', ['black', 'dusky']),\n",
              " ('श्याम', ['black']),\n",
              " ('अंधेरा', ['black', 'dark', 'gloomy']),\n",
              " ('उदास',\n",
              "  ['black',\n",
              "   'bleak',\n",
              "   'crestfallen',\n",
              "   'dejected',\n",
              "   'down',\n",
              "   'downcast',\n",
              "   'dusky',\n",
              "   'rueful',\n",
              "   'sad',\n",
              "   'saturnine',\n",
              "   'sombre',\n",
              "   'spiritless',\n",
              "   'wistful']),\n",
              " ('सोगी', ['black']),\n",
              " ('निर्दोष', ['blameless', 'exact', 'flawless', 'impeccable', 'innocent']),\n",
              " ('निर्दोष रूप से', ['blamelessly']),\n",
              " ('फीका पड़ा', ['blanched']),\n",
              " ('नीरस रूप से', ['blandly']),\n",
              " ('कोरा', ['blank']),\n",
              " ('कोरे रूप से', ['blankly']),\n",
              " ('भावशून्य रूप से', ['blankly']),\n",
              " ('शीतल', ['bleak', 'cool']),\n",
              " ('सादे रूप से', ['bleakly']),\n",
              " ('धुँधला', ['bleary', 'foggy', 'nebulous', 'obscure']),\n",
              " ('भाग्यवान', ['blessed', 'lucky']),\n",
              " ('भाग्यवान रूप से', ['blessedly']),\n",
              " ('अंधा', ['blind', 'sightless']),\n",
              " ('असफल', ['blind', 'manque', 'unsuccessful']),\n",
              " ('बन्द', ['blind', 'close']),\n",
              " ('बिना विचारे', ['blindly']),\n",
              " ('पुलकित', ['blithe', 'blithely']),\n",
              " ('प्रसन्नचित', ['blithe', 'genial', 'radiant']),\n",
              " ('प्रसन्नता से', ['blithely', 'hilariously', 'playfully']),\n",
              " ('सुनहरा', ['blond', 'blonde', 'golden']),\n",
              " ('लहूलुहान रूप से', ['bloodily']),\n",
              " ('रक्तहीन', ['bloodless']),\n",
              " ('रक्तहीन रूप से', ['bloodlessly']),\n",
              " ('खूनी', ['bloodshot']),\n",
              " ('खून से रंगी', ['bloodstained']),\n",
              " ('लहूलुहान', ['bloody']),\n",
              " ('निर्दयी',\n",
              "  ['bloody',\n",
              "   'brutal',\n",
              "   'cold-blooded',\n",
              "   'cruel',\n",
              "   'harsh',\n",
              "   'relentless',\n",
              "   'ruthless',\n",
              "   'stony',\n",
              "   'unkind']),\n",
              " ('लाल भद्दे चेहरे वाली', ['blowzy']),\n",
              " ('चरबीदार', ['blubbery']),\n",
              " ('मोटा', ['blubbery', 'buxom', 'coarse', 'coarse', 'fat', 'portly', 'thick']),\n",
              " ('सूजा हुआ', ['blubbery', 'swollen', 'swollen', 'turgid']),\n",
              " ('नीला', ['blue']),\n",
              " ('दुखी भावना', ['blue']),\n",
              " ('अश्लील',\n",
              "  ['blue',\n",
              "   'obscene',\n",
              "   'porno',\n",
              "   'pornographic',\n",
              "   'salacious',\n",
              "   'scabrous',\n",
              "   'Scurrilous']),\n",
              " ('नीला सा', ['bluish']),\n",
              " ('गलती से', ['blunderingly']),\n",
              " ('भौंथरा', ['blunt']),\n",
              " ('मुँहफट', ['blunt']),\n",
              " ('बिना किसी बनावट के', ['bluntly']),\n",
              " ('लज्जारंजित', ['blushing']),\n",
              " ('लज्जारंजित रूप से', ['blushingly']),\n",
              " ('लज्जासे', ['blushingly']),\n",
              " ('शेखी मारते हुए', ['blusteringly']),\n",
              " ('कोलाहली', ['blusterous']),\n",
              " ('कोलाहली रूप से', ['blusterously']),\n",
              " ('डींगे हाँकने वाला', ['boastful']),\n",
              " ('डींगे हाँकने रूप से', ['boastfully']),\n",
              " ('छोटे बाल वाली', ['bobbed']),\n",
              " ('अशुभ - सूचक', ['bodeful']),\n",
              " ('विशेष प्रकार का शरीर रखने वाला', ['bodied']),\n",
              " ('सशरीर', ['bodily']),\n",
              " ('पूर्ण रूप से',\n",
              "  ['bodily',\n",
              "   'diametrically',\n",
              "   'downright',\n",
              "   'fully',\n",
              "   'perfectly',\n",
              "   'stark',\n",
              "   'totally',\n",
              "   'wholly']),\n",
              " ('शगुन से', ['bodingly']),\n",
              " ('नकली', ['bogus', 'counterfeit', 'ersatz', 'spunous', 'spurious']),\n",
              " ('नकली रूप से', ['bogusly']),\n",
              " ('उधमी', ['boisterous']),\n",
              " ('प्रलयकारी', ['boisterous']),\n",
              " ('ऊधमी रूप से', ['boisterously']),\n",
              " ('दबंग', ['bold']),\n",
              " ('साहसपूर्वक', ['boldly']),\n",
              " ('बड़े बड़े शब्दों से भरा हुआ', ['bombastic']),\n",
              " ('हड्डीदार रूप से', ['bonily']),\n",
              " ('हड्डीदार', ['bony']),\n",
              " ('खुशमिज़ाज़', ['boon']),\n",
              " ('उजड्डपन', ['boorish']),\n",
              " ('असभ्य रूप से', ['boorishly']),\n",
              " ('मदमत्त', ['boozy']),\n",
              " ('जो निश्चित रूप से प्रासंगिक न हो', ['borderline']),\n",
              " ('जी ऊबनेवाला', ['bored']),\n",
              " ('उबाऊ', ['boring', 'sickening', 'weary']),\n",
              " ('जन्मजात', ['born', 'congenital', 'innate']),\n",
              " ('झंझटी', ['bothersome']),\n",
              " ('बखेड़े का', ['bothersome']),\n",
              " ('बोतल की शकल का', ['bottle-shaped']),\n",
              " ('अथाह', ['bottomless', 'unfathomable']),\n",
              " ('अगम', ['bottomless']),\n",
              " ('लाचार', ['bound', 'forlorn']),\n",
              " ('विवश', ['bound']),\n",
              " ('जिल्दवाले', ['bound']),\n",
              " ('गुज़रनेवाला', ['bound']),\n",
              " ('असीम',\n",
              "  ['boundless',\n",
              "   'boundlessly',\n",
              "   'immense',\n",
              "   'unbounded',\n",
              "   'unending',\n",
              "   'unlimited']),\n",
              " ('अनन्त',\n",
              "  ['boundless',\n",
              "   'boundlessly',\n",
              "   'eternal',\n",
              "   'inexhaustible',\n",
              "   'interminable',\n",
              "   'timeless']),\n",
              " ('अमित', ['boundless', 'boundlessly']),\n",
              " ('निरवधि', ['boundless']),\n",
              " ('निरवधि रूप से', ['boundlessly']),\n",
              " ('पशुवत्', ['bovine']),\n",
              " ('बालसदृश', ['boyish']),\n",
              " ('खारी', ['brackish']),\n",
              " ('खारा', ['brackish']),\n",
              " ('बहादुर', ['brave', 'gallant']),\n",
              " ('साहसी तरह से', ['bravely']),\n",
              " ('गठीला', ['brawny', 'thickset']),\n",
              " ('निर्लज्ज',\n",
              "  ['brazen',\n",
              "   'brazenly',\n",
              "   'cool',\n",
              "   'immodest',\n",
              "   'impudent',\n",
              "   'scapegrace',\n",
              "   'unabashed']),\n",
              " ('बेशर्म', ['brazen']),\n",
              " ('बेशर्म तरह से', ['brazenly']),\n",
              " ('स्तब्ध~रूप~से', ['breathlessly']),\n",
              " ('स्तब्ध', ['breathless']),\n",
              " ('हँफा देनेवाली', ['breathless']),\n",
              " ('ईंट जैसा', ['brickish']),\n",
              " ('वधू का', ['bridal']),\n",
              " ('विवाह का', ['bridal']),\n",
              " ('लघु', ['brief', 'concise']),\n",
              " ('संक्षिप्त रूप में', ['briefly']),\n",
              " ('चमकीला',\n",
              "  ['bright', 'glaring', 'luminous', 'resplendent', 'satiny', 'vivid']),\n",
              " ('तेज़',\n",
              "  ['bright',\n",
              "   'fast',\n",
              "   'fleet',\n",
              "   'inclement',\n",
              "   'keen',\n",
              "   'keen',\n",
              "   'keen',\n",
              "   'quick',\n",
              "   'smart',\n",
              "   'snappy',\n",
              "   'snappy',\n",
              "   'strong',\n",
              "   'swift']),\n",
              " ('दीप्तिमान', ['bright', 'radiant']),\n",
              " ('तेजोमय', ['brilliant']),\n",
              " ('तेजोमय तरह से', ['brilliantly']),\n",
              " ('फुर्ती से', ['briskly', 'quick', 'quickly']),\n",
              " ('बर्तानिया', ['British']),\n",
              " ('भंगुर', ['brittle', 'fragile']),\n",
              " ('चौड़ा', ['broad']),\n",
              " ('विस्तृत', ['broad', 'comprehensive', 'spacious', 'wide']),\n",
              " ('प्रसारित', ['broadcast']),\n",
              " ('चारों ओर', ['broadcast']),\n",
              " ('फेंक कर', ['broadcast']),\n",
              " ('विस्तृत तरह से', ['broadly']),\n",
              " ('सामान्य रूप से', ['broadly', 'ordinarily']),\n",
              " ('भ्रातृसदृश', ['brotherly']),\n",
              " ('धमकाया हुआ', ['browbeaten']),\n",
              " ('भूरा', ['brown', 'chestnut', 'puce']),\n",
              " ('भूरा जैसा', ['brownish', 'browny']),\n",
              " ('कठिन और थकाने वाला', ['bruising']),\n",
              " ('अशिष्ट',\n",
              "  ['brusque',\n",
              "   'coarse',\n",
              "   'impolite',\n",
              "   'indecorous',\n",
              "   'rude',\n",
              "   'uncivil',\n",
              "   'unmannerly',\n",
              "   'vulgar']),\n",
              " ('अशिष्ट रूप से', ['brusquely']),\n",
              " ('निर्मम', ['brutal']),\n",
              " ('बर्बर', ['brutal', 'fierce']),\n",
              " ('नृशंस', ['brutal']),\n",
              " ('क्रूरता से', ['brutally']),\n",
              " ('पशु', ['brute']),\n",
              " ('नीच प्रवृति', ['brute_force']),\n",
              " ('पशुपन', ['brute_force']),\n",
              " ('पशुवत', ['brutish']),\n",
              " ('पशु कि तरह से', ['brutishly']),\n",
              " ('असार', ['bubble']),\n",
              " ('बुलबुलेवाला', ['bubbly']),\n",
              " ('चुलबुला', ['bubbly']),\n",
              " ('पल्लवित होती हुई', ['buddiing']),\n",
              " ('बादामी', ['buff']),\n",
              " ('स्थूल', ['bulky', 'bulky', 'burly', 'unwieldy']),\n",
              " ('धौंस दिखानेवाला', ['bully']),\n",
              " ('प्रफुल्लित', ['buoyant']),\n",
              " ('भारी',\n",
              "  ['burdensome',\n",
              "   'heavy',\n",
              "   'massive',\n",
              "   'onerous',\n",
              "   'swingeing',\n",
              "   'throaty',\n",
              "   'unwieldy',\n",
              "   'weighty']),\n",
              " ('परिहास्य', ['burlesque', 'burlesquely']),\n",
              " ('तमाशे का', ['burlesque']),\n",
              " ('तमाशे का रूप से', ['burlesquely']),\n",
              " ('दाहक', ['burning', 'caustic', 'incendiary']),\n",
              " ('ज्वलन्त', ['burning']),\n",
              " ('जलानेवाला', ['burning']),\n",
              " ('जलता हुआ', ['burning']),\n",
              " ('झाड़ीदार रूप से', ['bushily']),\n",
              " ('झाड़ीदार', ['bushy']),\n",
              " ('व्यस्तता पूर्वक', ['busily']),\n",
              " ('व्यस्त', ['busy', 'occupied']),\n",
              " ('केवल', ['but', 'mere', 'only', 'purely', 'strictly']),\n",
              " ('समीप', ['by', 'toward']),\n",
              " ('लयबद्ध', ['cadenced']),\n",
              " ('दुखद', ['calamitous']),\n",
              " ('मतलबी', ['calculating']),\n",
              " ('बेदर्द रूप से', ['callously']),\n",
              " ('शान्त',\n",
              "  ['calm',\n",
              "   'demure',\n",
              "   'halcyon',\n",
              "   'peaceful',\n",
              "   'quiet',\n",
              "   'sedate',\n",
              "   'settled',\n",
              "   'smooth',\n",
              "   'still',\n",
              "   'unflappable']),\n",
              " ('शान्ती से', ['calmly']),\n",
              " ('खरा', ['candid', 'upright']),\n",
              " ('खरा रूप से', ['candidly']),\n",
              " ('कुक्कुरीय', ['canine']),\n",
              " ('चालाकी से', ['cannily', 'cunningly', 'deviously']),\n",
              " ('गंवार', ['cant']),\n",
              " ('असभ्य', ['cant', 'fruity', 'ill_bread', 'obscene', 'uncivilized']),\n",
              " ('झगड़ालू', ['cantankerous', 'quarrelsome', 'querulous', 'rowdy']),\n",
              " ('चिड़चिड़ा',\n",
              "  ['cantankerous',\n",
              "   'crabby',\n",
              "   'cross',\n",
              "   'fractious',\n",
              "   'irascible',\n",
              "   'peevish',\n",
              "   'ratty',\n",
              "   'shirty',\n",
              "   'snarly',\n",
              "   'testy']),\n",
              " ('क्षमतापूर्वक', ['capably']),\n",
              " ('बड़ा अक्षर', ['capital']),\n",
              " ('मृत्युदण्ड', ['capital']),\n",
              " ('पूँजीवाद पर आधारित', ['capitalist']),\n",
              " ('उथला', ['capricious']),\n",
              " ('कैद किया हुआ', ['captive']),\n",
              " ('मुख्य',\n",
              "  ['cardinal', 'cardinally', 'chief', 'leading', 'prime', 'salient', 'top']),\n",
              " ('प्रधान रूप से', ['cardinally', 'prominently']),\n",
              " ('बेपरवाह', ['carefree', 'careless', 'lukewarm', 'negligent', 'regardless']),\n",
              " ('सावधानी से',\n",
              "  ['carefully', 'circumspect', 'circumspectly', 'gingerly', 'mindfully']),\n",
              " ('लाल रंग', ['carmine']),\n",
              " ('शारीरिक रूप से', ['carnally']),\n",
              " ('माँसाहारी', ['carnivorous']),\n",
              " ('मानचित्र संबन्धी', ['cartographic']),\n",
              " ('संयोग से', ['casually', 'coincidentally', 'happily']),\n",
              " ('साधारण ढंग से', ['casually']),\n",
              " ('निर्धारक', ['categorical']),\n",
              " ('सुनिश्चित रूप से', ['categorically', 'indubitably']),\n",
              " ('भाव विरेचक', ['cathartic']),\n",
              " ('सर्वसामान्य', ['catholic']),\n",
              " ('कारणात्मक', ['causal']),\n",
              " ('क्षारक', ['caustic', 'caustically']),\n",
              " ('दाहक रूप से', ['caustically']),\n",
              " ('सावधानी पूर्वक', ['cautiously']),\n",
              " ('स्वर्गीय', ['celestial', 'celestially', 'divine']),\n",
              " ('आकाशीय रूप से', ['celestially']),\n",
              " ('सेल्युलर', ['cellular']),\n",
              " ('शतवर्षीय', ['centennial']),\n",
              " ('सौ बरस में एक बार होनेवाला', ['centennial']),\n",
              " ('केन्द्रीय', ['central']),\n",
              " ('केन्द्रीय रूप से', ['centrally']),\n",
              " ('रीति संबंधी', ['ceremonial']),\n",
              " ('रीति रिवाज़ी से', ['ceremonially']),\n",
              " ('निश्चित',\n",
              "  ['certain',\n",
              "   'decided',\n",
              "   'definite',\n",
              "   'given',\n",
              "   'secure',\n",
              "   'set',\n",
              "   'stated',\n",
              "   'strict']),\n",
              " ('निश्चित रूप से', ['certainly', 'positively', 'safely', 'surely']),\n",
              " ('प्रमाणित किया हुआ', ['certificated']),\n",
              " ('अव्यवस्थित',\n",
              "  ['chaotic',\n",
              "   'indiscriminate',\n",
              "   'irregular',\n",
              "   'loose',\n",
              "   'shambolic',\n",
              "   'unsystematic']),\n",
              " ('विशेष',\n",
              "  ['characteristic', 'class', 'distinctive', 'extraordinary', 'respective']),\n",
              " ('विशेष रूप से',\n",
              "  ['characteristically',\n",
              "   'especially',\n",
              "   'notoriously',\n",
              "   'particularly',\n",
              "   'specially']),\n",
              " ('चारित्रिक', ['characterstic']),\n",
              " ('दानशील', ['charitable']),\n",
              " ('उदारता से', ['charitably', 'unsparingly']),\n",
              " ('बातूनी रूप से', ['chattily']),\n",
              " ('बक्की', ['chatty']),\n",
              " ('बातूनी', ['chatty', 'garrulous', 'gassy', 'talkative']),\n",
              " ('सस्ता', ['cheap']),\n",
              " ('सस्ते में', ['cheaply', 'inexpensively']),\n",
              " ('सस्तापन', ['cheapness']),\n",
              " ('चारखाने वाला', ['checked']),\n",
              " ('गुस्ताख़', ['cheeky']),\n",
              " ('हर्षित', ['cheerful', 'cheery', 'joyful', 'jubilant']),\n",
              " ('आनन्दित', ['cheerful', 'delighted', 'jovial']),\n",
              " ('हर्ष के साथ', ['cheerfully']),\n",
              " ('हर्षित रूप से', ['cheerily']),\n",
              " ('रसायनिक', ['chemical']),\n",
              " ('रसायनिक रूप से', ['chemically']),\n",
              " ('प्रधानतः', ['chiefly']),\n",
              " ('लड़कपन की सी', ['childish']),\n",
              " ('नादान रूप से', ['childishly']),\n",
              " ('निःसन्तान', ['childless']),\n",
              " ('ठण्डा', ['chilly']),\n",
              " ('उत्साह हीन', ['chilly']),\n",
              " ('भजन का', ['choral']),\n",
              " ('दीर्घ', ['chronic']),\n",
              " ('स्थायी',\n",
              "  ['chronic', 'indelible', 'permanent', 'regular', 'stable', 'standing']),\n",
              " ('कालानुक्रमिक', ['chronological']),\n",
              " ('गलफुला', ['chubby']),\n",
              " ('घुमावदार', ['circuitous']),\n",
              " ('घुमावदार रूप से', ['circuitously']),\n",
              " ('वृत्तीय', ['circular']),\n",
              " ('वृत्तीय रूप से', ['circularly']),\n",
              " ('पारिस्थितिक', ['circumstantial', 'circumstantially', 'ecological']),\n",
              " ('परिस्थितिवश', ['circumstantial', 'circumstantially']),\n",
              " ('संयोगवश रूप से', ['circumstantially']),\n",
              " ('नागरिक', ['civic', 'civil', 'urban']),\n",
              " ('सभ्य', ['civil', 'courtly', 'polite']),\n",
              " ('दीवानी', ['civil']),\n",
              " ('असैनिक', ['civil']),\n",
              " ('नागरिक रूप से', ['civilly']),\n",
              " ('ढका हुआ', ['clad']),\n",
              " ('कपड़े पहने हुए', ['clad']),\n",
              " ('छिपा हुआ', ['clandestine', 'covert', 'veiled']),\n",
              " ('छिपे रूप से', ['clandestinely']),\n",
              " ('ज़ोर की', ['clarion']),\n",
              " ('जगा देने वाली', ['clarion']),\n",
              " ('पारंपरिक ढंग से', ['classically']),\n",
              " ('शास्त्रीय रूप से', ['classically']),\n",
              " ('वर्गीकृत रूप से', ['classifiedly']),\n",
              " ('विशेष एवं उच्चतम रूप से', ['classily']),\n",
              " ('बिना वर्ग के', ['classless']),\n",
              " ('विशेष एवं उच्चतम', ['classy']),\n",
              " ('सर्वोच्च कोटि का', ['classic']),\n",
              " ('उत्कृष्ट',\n",
              "  ['classic',\n",
              "   'consummate',\n",
              "   'distinguished',\n",
              "   'eminent',\n",
              "   'exquisite',\n",
              "   'high_grade',\n",
              "   'prima',\n",
              "   'superb',\n",
              "   'transcendent']),\n",
              " ('ग्रीक लैटीन या संस्कृत के स्तर की', ['classic']),\n",
              " ('शास्त्रीय', ['classical']),\n",
              " ('वर्गीकृत', ['classified']),\n",
              " ('गोपनीय',\n",
              "  ['classified', 'close', 'closet', 'confidential', 'private', 'secretive']),\n",
              " ('बन्द जगह में घुटन महसूस करनेवाला', ['claustrophobic']),\n",
              " ('चिकनी मिट्टी जैसा', ['clayey']),\n",
              " ('स्वच्छ', ['clean', 'limpid', 'neat', 'smart', 'spotless', 'tidy']),\n",
              " ('खाली', ['clean', 'free', 'sterile', 'unoccupied', 'vacant']),\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7YxtiAbwo1Xl",
        "outputId": "13935f44-c900-4c08-a004-8d0b5f02410a"
      },
      "source": [
        "\n",
        "import nltk\n",
        "nltk.download('sentiwordnet')\n",
        "nltk.download('wordnet')\n",
        "from nltk.corpus import sentiwordnet as swn\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package sentiwordnet to /root/nltk_data...\n",
            "[nltk_data]   Package sentiwordnet is already up-to-date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/wordnet.zip.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vDZ64geso1Xm",
        "outputId": "43517d8b-8122-4cce-b00e-f1d23798a5c5"
      },
      "source": [
        "hindi_senti_wordnet_dict = {}\n",
        "for hindi_word in translated :\n",
        "  for word in translated[hindi_word] :\n",
        "    try :\n",
        "      hindi_senti_wordnet_dict[hindi_word] = [swn.senti_synset(word + '.a.01').pos_score(), swn.senti_synset(word + '.a.01').neg_score(), swn.senti_synset(word + '.a.01').obj_score()]\n",
        "    except :\n",
        "      try :\n",
        "        hindi_senti_wordnet_dict[hindi_word] = [swn.senti_synset(word + '.r.01').pos_score(), swn.senti_synset(word + '.r.01').neg_score(), swn.senti_synset(word + '.r.01').obj_score()]\n",
        "      except :\n",
        "        try :\n",
        "          hindi_senti_wordnet_dict[hindi_word] = [swn.senti_synset(word + '.n.01').pos_score(), swn.senti_synset(word + '.n.01').neg_score(), swn.senti_synset(word + '.n.01').obj_score()]\n",
        "        except :\n",
        "          continue\n",
        "\n",
        "hindi_senti_wordnet_dict"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'पीछे': [0.0, 0.0, 1.0],\n",
              " 'हतप्रभ': [0.0, 0.0, 1.0],\n",
              " 'छोड़ा हुआ': [0.0, 0.375, 0.625],\n",
              " 'लज्जित': [0.0, 0.75, 0.25],\n",
              " 'उदर सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'असामान्य': [0.125, 0.625, 0.25],\n",
              " 'असामान्य रूप से': [0.0, 0.375, 0.625],\n",
              " 'घृणित': [0.0, 0.5, 0.5],\n",
              " 'स्थाई': [0.375, 0.0, 0.625],\n",
              " 'अति': [0.375, 0.0, 0.625],\n",
              " 'बहुत ज्यादा': [0.25, 0.0, 0.75],\n",
              " 'बहुत ज्यादा रूप से': [0.375, 0.0, 0.625],\n",
              " 'जला हुआ': [0.375, 0.25, 0.375],\n",
              " 'समर्थ': [0.5, 0.0, 0.5],\n",
              " 'चतुर': [0.75, 0.0, 0.25],\n",
              " 'समर्थ रूप से': [0.375, 0.0, 0.625],\n",
              " 'सवार': [0.0, 0.0, 1.0],\n",
              " 'आदिम': [0.375, 0.25, 0.375],\n",
              " 'निष्फल': [0.0, 0.625, 0.375],\n",
              " 'निष्फल रूप से': [0.25, 0.0, 0.75],\n",
              " 'चारो ओर': [0.0, 0.0, 1.0],\n",
              " 'इधर उधर': [0.0, 0.0, 1.0],\n",
              " 'लगभग': [0.0, 0.125, 0.875],\n",
              " 'बहुत हो गया': [0.0, 0.0, 1.0],\n",
              " 'ऊँचा': [0.125, 0.0, 0.875],\n",
              " 'ऊपर का': [0.0, 0.0, 1.0],\n",
              " 'चोट पहुँचाने वाला': [0.0, 0.375, 0.625],\n",
              " 'बराबर में': [0.25, 0.0, 0.75],\n",
              " 'संक्षिप्त': [0.0, 0.0, 1.0],\n",
              " 'विदेश में': [0.0, 0.0, 1.0],\n",
              " 'प्रचलित': [0.0, 0.0, 1.0],\n",
              " 'आकस्मिक': [0.25, 0.375, 0.375],\n",
              " 'रूखा': [0.125, 0.0, 0.875],\n",
              " 'असम्बद्ध': [0.0, 0.0, 1.0],\n",
              " 'आकस्मिक रुप से': [0.0, 0.0, 1.0],\n",
              " 'अनुपस्थित': [0.125, 0.625, 0.25],\n",
              " 'भुलक्कड़': [0.0, 0.125, 0.875],\n",
              " 'अनुपस्थित रूप से': [0.5, 0.0, 0.5],\n",
              " 'पूर्णतया': [0.625, 0.0, 0.375],\n",
              " 'पूर्णतः': [0.5, 0.375, 0.125],\n",
              " 'लीन': [0.25, 0.125, 0.625],\n",
              " 'सोखा हुआ': [0.25, 0.125, 0.625],\n",
              " 'दिलचस्प': [0.375, 0.5, 0.125],\n",
              " 'संयमी': [0.0, 0.625, 0.375],\n",
              " 'संयमी रूप से': [0.25, 0.0, 0.75],\n",
              " 'अमूर्त': [0.0, 0.0, 1.0],\n",
              " 'निराकार': [0.0, 0.0, 1.0],\n",
              " 'गूढ़': [0.0, 0.875, 0.125],\n",
              " 'अन्यमनस्क': [0.375, 0.125, 0.5],\n",
              " 'जटिल': [0.125, 0.125, 0.75],\n",
              " 'कठिन': [0.0, 0.0, 1.0],\n",
              " 'कठिन रूप से': [0.0, 0.25, 0.75],\n",
              " 'निरर्थक': [0.25, 0.0, 0.75],\n",
              " 'बेतुका': [0.375, 0.0, 0.625],\n",
              " 'मूर्ख': [0.375, 0.25, 0.375],\n",
              " 'बुद्धिरूद्ध': [0.375, 0.0, 0.625],\n",
              " 'बेतुके रूप से': [0.0, 0.0, 1.0],\n",
              " 'बहुत सारा': [0.0, 0.0, 1.0],\n",
              " 'प्रचुर': [0.0, 0.0, 1.0],\n",
              " 'ढेर': [0.0, 0.25, 0.75],\n",
              " 'ढेरों में': [0.0, 0.0, 1.0],\n",
              " 'निन्दक कुत्सावादी': [0.0, 0.875, 0.125],\n",
              " 'निन्दक कुत्सावादी रूप से': [0.5, 0.375, 0.125],\n",
              " 'बहुत खराब': [0.375, 0.125, 0.5],\n",
              " 'बहुत खराब रूप से': [0.0, 0.75, 0.25],\n",
              " 'शैक्षिक': [0.0, 0.0, 1.0],\n",
              " 'सैद्धांतिक': [0.0, 0.0, 1.0],\n",
              " 'शैक्षिक रूप से': [0.125, 0.0, 0.875],\n",
              " 'स्वीकार्य': [0.0, 0.0, 1.0],\n",
              " 'स्वीकार्य रूप से': [0.5, 0.0, 0.5],\n",
              " 'अभिगम्य': [0.625, 0.0, 0.375],\n",
              " 'संयोगवश': [0.0, 0.0, 1.0],\n",
              " 'सहयोग देना': [0.5, 0.0, 0.5],\n",
              " 'सहयोगी रूप से': [0.0, 0.0, 1.0],\n",
              " 'निपुण': [0.5, 0.0, 0.5],\n",
              " 'तदनुसार': [0.0, 0.0, 1.0],\n",
              " 'उत्तरदायी': [0.0, 0.0, 1.0],\n",
              " 'संचयी': [0.0, 0.0, 1.0],\n",
              " 'सही': [0.5, 0.375, 0.125],\n",
              " 'सही ढंग से': [0.0, 0.0, 1.0],\n",
              " 'अभियोगात्मक': [0.0, 0.5, 0.5],\n",
              " 'दोष लगाते हुए': [0.0, 0.5, 0.5],\n",
              " 'आरोप लगाते हुए': [0.375, 0.125, 0.5],\n",
              " 'अभ्यस्त': [0.0, 0.0, 1.0],\n",
              " 'बहुत अच्छा': [0.0, 0.0, 1.0],\n",
              " 'तीखा': [0.5, 0.0, 0.5],\n",
              " 'खटास भरा': [0.0, 0.0, 1.0],\n",
              " 'प्राप्तव्य': [0.25, 0.0, 0.75],\n",
              " 'अम्लीय': [0.0, 0.125, 0.875],\n",
              " 'खट्टा': [0.0, 0.25, 0.75],\n",
              " 'अम्लवत्': [0.125, 0.375, 0.5],\n",
              " 'स्वभाव में तीखा': [0.125, 0.375, 0.5],\n",
              " 'ध्वनि संबंधी': [0.0, 0.0, 1.0],\n",
              " 'ध्वनि संबंधी रूप से': [0.25, 0.0, 0.75],\n",
              " 'परिचित': [0.25, 0.125, 0.625],\n",
              " 'सहमत होना': [0.25, 0.0, 0.75],\n",
              " 'अर्जनशील': [0.0, 0.0, 1.0],\n",
              " 'उग्र स्वभाव': [0.25, 0.0, 0.75],\n",
              " 'बदबू': [0.25, 0.0, 0.75],\n",
              " 'कटु': [0.0, 0.625, 0.375],\n",
              " 'नटीय': [0.375, 0.0, 0.625],\n",
              " 'आरपार': [0.0, 0.0, 1.0],\n",
              " 'उस पार': [0.0, 0.0, 1.0],\n",
              " 'कोई एक दिशा में': [0.0, 0.0, 1.0],\n",
              " 'एक्रिलिक': [0.0, 0.0, 1.0],\n",
              " 'कार्यकारी': [0.125, 0.0, 0.875],\n",
              " 'कानूनी कार्यवाही करने योग्य': [0.25, 0.0, 0.75],\n",
              " 'सक्रिय': [0.5, 0.0, 0.5],\n",
              " 'सक्रिय रूप से': [0.5, 0.0, 0.5],\n",
              " 'वास्तविक': [0.5, 0.0, 0.5],\n",
              " 'वास्तव में': [0.0, 0.0, 1.0],\n",
              " 'वस्तुत': [0.0, 0.0, 1.0],\n",
              " 'बीमांकिकी': [0.0, 0.0, 1.0],\n",
              " 'तीक्ष्ण': [0.5, 0.0, 0.5],\n",
              " 'कुशाग्र': [0.125, 0.0, 0.875],\n",
              " 'विकट': [0.0, 0.5, 0.5],\n",
              " 'तीव्रता से': [0.375, 0.0, 0.625],\n",
              " 'धीरे-धीरे एवं शोभनीय': [0.0, 0.125, 0.875],\n",
              " 'अडिग': [0.0, 0.75, 0.25],\n",
              " 'अडिग रूप से': [0.0, 0.0, 1.0],\n",
              " 'अनुकूलनीय': [0.0, 0.0, 1.0],\n",
              " 'वशीभूत': [0.0, 0.0, 1.0],\n",
              " 'लत लगाने वाली वस्तु': [0.0, 0.625, 0.375],\n",
              " 'इसके अतिरिक्त': [0.0, 0.0, 1.0],\n",
              " 'अतिरिक्त': [0.0, 0.5, 0.5],\n",
              " 'व्याकुल': [0.0, 0.5, 0.5],\n",
              " 'गिल्टी वाला': [0.0, 0.0, 1.0],\n",
              " 'माहिर': [0.625, 0.0, 0.375],\n",
              " 'पर्याप्त': [0.125, 0.75, 0.125],\n",
              " 'योग्य': [0.875, 0.0, 0.125],\n",
              " 'पर्याप्त रूप में': [0.25, 0.0, 0.75],\n",
              " 'चिपचिपा': [0.0, 0.0, 1.0],\n",
              " 'तदर्थ': [0.0, 0.0, 1.0],\n",
              " 'अनौपचारिक रूप से': [0.0, 0.0, 1.0],\n",
              " 'बिना अन्त के': [0.0, 0.5, 0.5],\n",
              " 'पार्श्वस्थ': [0.0, 0.0, 1.0],\n",
              " 'विशेषणीय': [0.0, 0.0, 1.0],\n",
              " 'विशेषण के रुप मे प्रयोग किया हुआ': [0.125, 0.0, 0.875],\n",
              " 'समायोज्य': [0.125, 0.0, 0.875],\n",
              " 'बिना तैयारी के': [0.25, 0.0, 0.75],\n",
              " 'प्रशासनिक': [0.25, 0.0, 0.75],\n",
              " 'शासन सम्बन्धित': [0.25, 0.0, 0.75],\n",
              " 'प्रशासनिक रूप से': [0.0, 0.0, 1.0],\n",
              " 'प्रशंसनीय': [0.625, 0.0, 0.375],\n",
              " 'उत्तम रीति से': [0.5, 0.0, 0.5],\n",
              " 'प्रशंसापूर्वक': [0.875, 0.125, 0.0],\n",
              " 'स्वीकार करने योग्य': [0.25, 0.625, 0.125],\n",
              " 'स्वीकार करते हुए': [0.0, 0.0, 1.0],\n",
              " 'चेतावनी देने वाला': [0.0, 0.25, 0.75],\n",
              " 'किशोरकालीन': [0.0, 0.0, 1.0],\n",
              " 'दत्तक': [0.0, 0.0, 1.0],\n",
              " 'प्यारा': [0.625, 0.0, 0.375],\n",
              " 'प्यारी तरह से': [0.25, 0.0, 0.75],\n",
              " 'प्यारभरा': [0.5, 0.0, 0.5],\n",
              " 'प्यारभरे रूप से': [0.75, 0.125, 0.125],\n",
              " 'अधिवृक्क': [0.0, 0.0, 1.0],\n",
              " 'तैरता हुआ': [0.0, 0.0, 1.0],\n",
              " 'डावाँडोल': [0.375, 0.0, 0.625],\n",
              " 'कुशलता से': [0.625, 0.0, 0.375],\n",
              " 'चापलूसीपूर्ण': [0.25, 0.0, 0.75],\n",
              " 'वयस्क': [0.0, 0.0, 1.0],\n",
              " 'व्यभिचारी रूप से': [0.125, 0.0, 0.875],\n",
              " 'व्यभिचारी': [0.5, 0.25, 0.25],\n",
              " 'पूर्व': [0.0, 0.125, 0.875],\n",
              " 'उन्नत': [0.625, 0.0, 0.375],\n",
              " 'उच्च श्रेणी के': [0.0, 0.25, 0.75],\n",
              " 'नया': [0.0, 0.0, 1.0],\n",
              " 'अभी तक सामान्य रुप से स्वीकृति ना मिला हुआ': [0.0, 0.25, 0.75],\n",
              " 'बढ़ा हुआ': [0.0, 0.25, 0.75],\n",
              " 'फायदेमन्द': [0.625, 0.0, 0.375],\n",
              " 'फायदेमन्द रूप से': [0.625, 0.0, 0.375],\n",
              " 'साहसिक': [0.375, 0.0, 0.625],\n",
              " 'प्रतिकूल': [0.0, 0.75, 0.25],\n",
              " 'प्रतिकूल रूप से': [0.25, 0.0, 0.75],\n",
              " 'उचित': [0.625, 0.0, 0.375],\n",
              " 'योग्य रूप से': [0.0, 0.0, 1.0],\n",
              " 'विचार करके': [0.375, 0.0, 0.625],\n",
              " 'सलाहकारी': [0.25, 0.0, 0.75],\n",
              " 'आकाशीय': [0.0, 0.0, 1.0],\n",
              " 'विमान से': [0.0, 0.0, 1.0],\n",
              " 'हवा में से किया गया': [0.0, 0.0, 1.0],\n",
              " 'हवाई': [0.0, 0.0, 1.0],\n",
              " 'हवा में से की हुई तरह से': [0.0, 0.0, 1.0],\n",
              " 'वैमानिक': [0.0, 0.0, 1.0],\n",
              " 'वैमानिकी': [0.0, 0.0, 1.0],\n",
              " 'सौंदर्य परख': [0.0, 0.0, 1.0],\n",
              " 'सौंदर्यप्रेमी': [0.0, 0.0, 1.0],\n",
              " 'सुरुचिपूर्ण': [0.5, 0.0, 0.5],\n",
              " 'सौंदर्य परख रूप से': [0.0, 0.0, 1.0],\n",
              " 'दूर से': [0.125, 0.0, 0.875],\n",
              " 'दूर पर': [0.125, 0.0, 0.875],\n",
              " 'मिलनसार': [0.625, 0.125, 0.25],\n",
              " 'सुशील': [0.25, 0.75, 0.0],\n",
              " 'सुशीलता से': [0.25, 0.0, 0.75],\n",
              " 'मिलनसारी से': [0.25, 0.0, 0.75],\n",
              " 'बनावटी रूप से': [0.0, 0.375, 0.625],\n",
              " 'प्रभावपूर्ण': [0.0, 0.0, 1.0],\n",
              " 'बनावटी': [0.0, 0.75, 0.25],\n",
              " 'प्रभावपूर्ण रूप से': [0.375, 0.0, 0.625],\n",
              " 'स्नेही': [0.625, 0.0, 0.375],\n",
              " 'स्नेह से': [0.75, 0.125, 0.125],\n",
              " 'स्वीकारात्मक': [0.5, 0.0, 0.5],\n",
              " 'स्वीकारात्मक रूप से': [0.25, 0.0, 0.75],\n",
              " 'संतप्त': [0.125, 0.5, 0.375],\n",
              " 'समृद्ध': [0.75, 0.0, 0.25],\n",
              " 'धनी': [0.75, 0.0, 0.25],\n",
              " 'दूर': [0.0, 0.0, 1.0],\n",
              " 'प्रज्वलित': [0.375, 0.25, 0.375],\n",
              " 'बहता हुआ': [0.25, 0.0, 0.75],\n",
              " 'ज़ारी': [0.0, 0.0, 1.0],\n",
              " 'पूर्वोकपै': [0.0, 0.0, 1.0],\n",
              " 'भयभीत': [0.0, 0.25, 0.75],\n",
              " 'डरा हुआ': [0.0, 0.125, 0.875],\n",
              " 'नए सिरे से': [0.0, 0.0, 1.0],\n",
              " 'अफ्रीकी': [0.0, 0.0, 1.0],\n",
              " 'घुघँराले बाल': [0.125, 0.125, 0.75],\n",
              " 'जहाज़ के पिछले भाग के पास': [0.0, 0.0, 1.0],\n",
              " 'बाद में': [0.0, 0.0, 1.0],\n",
              " 'बाद का': [0.0, 0.0, 1.0],\n",
              " 'तत्पश्चात': [0.0, 0.0, 1.0],\n",
              " 'फिर से': [0.0, 0.0, 1.0],\n",
              " 'एक बार फिर': [0.0, 0.0, 1.0],\n",
              " 'दुबारा': [0.0, 0.0, 1.0],\n",
              " 'पुन': [0.0, 0.0, 1.0],\n",
              " 'लेकिन फिर': [0.0, 0.0, 1.0],\n",
              " 'मुँह बाए': [0.0, 0.125, 0.875],\n",
              " 'वृद्ध': [0.375, 0.0, 0.625],\n",
              " 'उत्तेजक': [0.0, 0.0, 1.0],\n",
              " 'उत्तेजक रूप से': [0.0, 0.0, 1.0],\n",
              " 'कुल': [0.25, 0.125, 0.625],\n",
              " 'आक्रामक': [0.0, 0.0, 1.0],\n",
              " 'आक्रामक रूप से': [0.5, 0.0, 0.5],\n",
              " 'हक्का बक्का': [0.25, 0.0, 0.75],\n",
              " 'फुर्तीला': [0.625, 0.0, 0.375],\n",
              " 'पहले': [0.0, 0.0, 1.0],\n",
              " 'उत्सुक': [0.125, 0.0, 0.875],\n",
              " 'बहुत दुखी': [0.25, 0.75, 0.0],\n",
              " 'बहुत अधिक': [0.0, 0.0, 1.0],\n",
              " 'भीड़ के डर से पीडित व्यक्ति': [0.0, 0.75, 0.25],\n",
              " 'भूमि विषयक': [0.0, 0.0, 1.0],\n",
              " 'रुचिकर': [0.5, 0.0, 0.5],\n",
              " 'सहमत': [0.5, 0.0, 0.5],\n",
              " 'सहमति से': [0.375, 0.0, 0.625],\n",
              " 'कृषी सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'भूग्रस्त': [0.0, 0.0, 1.0],\n",
              " 'आगे': [0.0, 0.0, 1.0],\n",
              " 'रोगी': [0.125, 0.625, 0.25],\n",
              " 'लक्ष्य रहित': [0.375, 0.0, 0.625],\n",
              " 'लक्ष्य रहित रूप से': [0.25, 0.0, 0.75],\n",
              " 'वातानुकूलित': [0.0, 0.0, 1.0],\n",
              " 'वायु-शीतित': [0.0, 0.0, 1.0],\n",
              " 'हवाई-से-हवाई': [0.0, 0.0, 1.0],\n",
              " 'वायुवाहित': [0.0, 0.0, 1.0],\n",
              " 'घुटन भरा': [0.125, 0.25, 0.625],\n",
              " 'हवाई सफर से बीमार': [0.0, 0.5, 0.5],\n",
              " 'वायु रोधक': [0.125, 0.375, 0.5],\n",
              " 'उडने योग्य': [0.125, 0.0, 0.875],\n",
              " 'हवादार': [0.0, 0.375, 0.625],\n",
              " 'बेपरवाही से': [0.25, 0.0, 0.75],\n",
              " 'अव्यवहारिक': [0.0, 0.75, 0.25],\n",
              " 'अधखुला': [0.0, 0.125, 0.875],\n",
              " 'सदृश': [0.0, 0.0, 1.0],\n",
              " 'कमर पर हाथ रखे हुए': [0.0, 0.0, 1.0],\n",
              " 'व्यंजन सूची से': [0.0, 0.0, 1.0],\n",
              " 'फैशन प्रिय': [0.0, 0.0, 1.0],\n",
              " 'सतर्क': [0.5, 0.0, 0.5],\n",
              " 'भयप्रद': [0.0, 0.5, 0.5],\n",
              " 'खतरनाक ढंग से': [0.5, 0.125, 0.375],\n",
              " 'शराबी': [0.0, 0.0, 1.0],\n",
              " 'सतर्क रूप से': [0.25, 0.0, 0.75],\n",
              " 'ताजी हवा मे': [0.0, 0.0, 1.0],\n",
              " 'शैवाल युक्त': [0.0, 0.0, 1.0],\n",
              " 'पराया': [0.0, 0.625, 0.375],\n",
              " 'उज्ज्वल': [0.25, 0.0, 0.75],\n",
              " 'समान रूप से': [0.0, 0.0, 1.0],\n",
              " 'समान': [0.375, 0.25, 0.375],\n",
              " 'जीवित': [0.0, 0.125, 0.875],\n",
              " 'के विषय में सचेत': [0.125, 0.0, 0.875],\n",
              " 'क्षारीय': [0.0, 0.0, 1.0],\n",
              " 'सब': [0.0, 0.0, 1.0],\n",
              " 'सारा': [0.0, 0.0, 1.0],\n",
              " 'पूर्ण रुप से': [0.0, 0.0, 1.0],\n",
              " 'चौतरफा': [0.0, 0.0, 1.0],\n",
              " 'सबको मिलाकर': [0.375, 0.0, 0.625],\n",
              " 'बहु प्रयोजन': [0.0, 0.75, 0.25],\n",
              " 'आरोपित': [0.0, 0.0, 1.0],\n",
              " 'कथित रूप से': [0.0, 0.0, 1.0],\n",
              " 'रूपक सम्बन्धी रूप से': [0.25, 0.0, 0.75],\n",
              " 'रूपक सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'त्वरित गति': [0.0, 0.0, 1.0],\n",
              " 'एलर्जी से सम्बन्धित': [0.0, 0.625, 0.375],\n",
              " 'अति नफ़रत होना': [0.0, 0.625, 0.375],\n",
              " 'अत्यधिक': [0.375, 0.0, 0.625],\n",
              " 'सहबद्ध': [0.0, 0.0, 1.0],\n",
              " 'अनुज्ञेय': [0.0, 0.0, 1.0],\n",
              " 'मोहक': [0.625, 0.0, 0.375],\n",
              " 'मोहक रूप से': [0.375, 0.0, 0.625],\n",
              " 'सर्वशक्तिमान': [0.125, 0.0, 0.875],\n",
              " 'अधिकतर': [0.0, 0.0, 1.0],\n",
              " 'अकेला': [0.0, 0.25, 0.75],\n",
              " 'आगे बढना': [0.0, 0.0, 1.0],\n",
              " 'अलग': [0.0, 0.0, 1.0],\n",
              " 'ज़ोर से': [0.0, 0.0, 1.0],\n",
              " 'वर्णमालानुसार': [0.0, 0.0, 1.0],\n",
              " 'वर्णमाला के क्रम से': [0.0, 0.0, 1.0],\n",
              " 'यूरोप का पर्वतीय क्षेत्र': [0.0, 0.0, 1.0],\n",
              " 'पहले से': [0.0, 0.0, 1.0],\n",
              " '': [0.0, 0.125, 0.875],\n",
              " 'बिल्कुल सही': [0.375, 0.25, 0.375],\n",
              " 'भी': [0.125, 0.25, 0.625],\n",
              " 'एकान्तरत': [0.0, 0.0, 1.0],\n",
              " 'बारी-बारी से': [0.0, 0.0, 1.0],\n",
              " 'वैकल्पिक': [0.0, 0.0, 1.0],\n",
              " 'विकल्पत': [0.0, 0.0, 1.0],\n",
              " 'जिसमें दूसरा उच्चतम स्वर हो': [0.0, 0.0, 1.0],\n",
              " 'पूर्णरुप से': [0.5, 0.0, 0.5],\n",
              " 'कुल मिलाकर': [0.5, 0.0, 0.5],\n",
              " 'परोपकारी': [0.875, 0.0, 0.125],\n",
              " 'वर्त्स्य': [0.0, 0.0, 1.0],\n",
              " 'हमेशा?': [0.0, 0.0, 1.0],\n",
              " 'अप्रवीण': [0.375, 0.125, 0.5],\n",
              " 'अचम्भित': [0.0, 0.25, 0.75],\n",
              " 'आश्चर्यजनक': [0.0, 0.625, 0.375],\n",
              " 'आश्चर्यजनक रूप से': [0.125, 0.0, 0.875],\n",
              " 'चारो ओर से घेरने वाला': [0.375, 0.0, 0.625],\n",
              " 'व्यापक': [0.25, 0.125, 0.625],\n",
              " 'व्यापक रूप से': [0.0, 0.0, 1.0],\n",
              " 'द्वयार्थी': [0.25, 0.125, 0.625],\n",
              " 'द्वयार्थी रूप से': [0.375, 0.0, 0.625],\n",
              " 'महत्वाकांक्षी': [0.5, 0.125, 0.375],\n",
              " 'महत्वाकांक्षी रूप से': [0.375, 0.0, 0.625],\n",
              " 'मिले जुले भाववाला': [0.0, 0.625, 0.375],\n",
              " 'तथास्तु': [0.0, 0.0, 1.0],\n",
              " 'ऐसा ही हो': [0.0, 0.0, 1.0],\n",
              " 'जवाबदेही': [0.5, 0.0, 0.5],\n",
              " 'आज्ञाकारी': [0.75, 0.0, 0.25],\n",
              " 'वश्य': [0.5, 0.0, 0.5],\n",
              " 'अमरीकी': [0.0, 0.0, 1.0],\n",
              " 'मिलनसार रूप से': [0.25, 0.0, 0.75],\n",
              " 'मित्रवत्': [0.625, 0.0, 0.375],\n",
              " 'मित्रवत् रूप से': [0.25, 0.0, 0.75],\n",
              " 'जहाज के मध्य में': [0.0, 0.0, 1.0],\n",
              " 'गलत': [0.0, 0.625, 0.375],\n",
              " 'पागल की तरह': [0.125, 0.375, 0.5],\n",
              " 'दुराचारी': [0.0, 0.625, 0.375],\n",
              " 'अधर्मी': [0.375, 0.375, 0.25],\n",
              " 'अधर्मी रूप से': [0.0, 0.625, 0.375],\n",
              " 'कामी': [0.125, 0.0, 0.875],\n",
              " 'अनाकार': [0.125, 0.625, 0.25],\n",
              " 'जल तथा स्थल पर चलने योग्य': [0.0, 0.0, 1.0],\n",
              " 'पर्याप्त रूप से': [0.0, 0.0, 1.0],\n",
              " 'बहुत बड़ा': [0.0, 0.0, 1.0],\n",
              " 'खुश हुए': [0.0, 0.125, 0.875],\n",
              " 'विनोदी': [0.375, 0.375, 0.25],\n",
              " 'मनोरंजक': [0.5, 0.0, 0.5],\n",
              " 'मनोरंजक रूप से': [0.75, 0.0, 0.25],\n",
              " 'कमजोर': [0.25, 0.5, 0.25],\n",
              " 'रक्ताभाव से पीड़ित': [0.0, 0.25, 0.75],\n",
              " 'वात निरपेक्ष जीवाणु': [0.0, 0.375, 0.625],\n",
              " 'गुदा-सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'अनुरूप': [0.5, 0.0, 0.5],\n",
              " 'वैश्लेषिक': [0.0, 0.0, 1.0],\n",
              " 'शारीरिक': [0.0, 0.125, 0.875],\n",
              " 'संरचनात्मक': [0.0, 0.0, 1.0],\n",
              " 'पैतृक': [0.0, 0.0, 1.0],\n",
              " 'बपौती': [0.0, 0.0, 1.0],\n",
              " 'प्राचीन': [0.0, 0.375, 0.625],\n",
              " 'सहायक': [0.0, 0.0, 1.0],\n",
              " 'अनुशंगिक': [0.0, 0.0, 1.0],\n",
              " 'उभयलिंगी': [0.0, 0.0, 1.0],\n",
              " 'किस्सा संबंधी': [0.0, 0.125, 0.875],\n",
              " 'नये प्रकार से': [0.0, 0.0, 1.0],\n",
              " 'देवदूत के समान': [0.625, 0.0, 0.375],\n",
              " 'इँगलैँड के गिरिजाघर से सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'गिरजाघर सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'आँग्ल-अमेरीकी': [0.0, 0.0, 1.0],\n",
              " 'क्रोधित': [0.375, 0.375, 0.25],\n",
              " 'क्रोध से': [0.25, 0.0, 0.75],\n",
              " 'मनोवेदना से भरा': [0.0, 0.625, 0.375],\n",
              " 'दुर्बल': [0.125, 0.375, 0.5],\n",
              " 'इकहरा': [0.0, 0.0, 1.0],\n",
              " 'कठोर अक्खड़': [0.0, 0.0, 1.0],\n",
              " 'कोणीय': [0.0, 0.0, 1.0],\n",
              " 'पाशविक': [0.125, 0.0, 0.875],\n",
              " 'जंगली': [0.0, 0.25, 0.75],\n",
              " 'जोशपूर्ण': [0.375, 0.0, 0.625],\n",
              " 'वार्षिक': [0.0, 0.0, 1.0],\n",
              " 'वार्षिक में': [0.125, 0.375, 0.5],\n",
              " 'नीरस': [0.0, 0.25, 0.75],\n",
              " 'पीडा नाशक': [0.5, 0.375, 0.125],\n",
              " 'अनियमित': [0.125, 0.625, 0.25],\n",
              " 'नियम विरुद्ध': [0.0, 0.0, 1.0],\n",
              " 'जल्दी': [0.375, 0.0, 0.625],\n",
              " 'गुमनाम': [0.0, 0.0, 1.0],\n",
              " 'भूख न लगने की बीमारी': [0.0, 0.375, 0.625],\n",
              " 'एक और': [0.0, 0.125, 0.875],\n",
              " 'दूसरा': [0.0, 0.0, 1.0],\n",
              " 'विरोधात्मक': [0.0, 0.5, 0.5],\n",
              " 'दक्षिणी ध्रुवी': [0.0, 0.0, 1.0],\n",
              " 'पुराना': [0.0, 0.375, 0.625],\n",
              " 'दकियानूसी': [0.0, 0.0, 1.0],\n",
              " 'प्रसव पूर्व का': [0.0, 0.125, 0.875],\n",
              " 'मानवकार': [0.125, 0.125, 0.75],\n",
              " 'मानवशासत्रीय': [0.0, 0.0, 1.0],\n",
              " 'पूर्वानुमान करता हुआ': [0.625, 0.0, 0.375],\n",
              " 'विरोधी': [0.0, 0.0, 1.0],\n",
              " 'पुरातनिक': [0.0, 0.0, 1.0],\n",
              " 'पुरातन': [0.5, 0.0, 0.5],\n",
              " 'यहूदी विरोधी भावना': [0.0, 0.75, 0.25],\n",
              " 'असामाजिक': [0.125, 0.0, 0.875],\n",
              " 'समाज के नियमों के प्रतिकूल': [0.125, 0.0, 0.875],\n",
              " 'न्यास विरोधी': [0.0, 0.0, 1.0],\n",
              " 'चिन्तित': [0.0, 0.0, 1.0],\n",
              " 'चिन्ता करनेवाला': [0.125, 0.0, 0.875],\n",
              " 'चिन्ताजनक': [0.125, 0.0, 0.875],\n",
              " 'उद्वेग से': [0.0, 0.0, 1.0],\n",
              " 'किसी भी स्थिति में': [0.0, 0.0, 1.0],\n",
              " 'कोई भी': [0.0, 0.0, 1.0],\n",
              " 'किसी प्रकार से': [0.0, 0.0, 1.0],\n",
              " 'कोई भी स्थान': [0.0, 0.0, 1.0],\n",
              " 'कैसे भी': [0.0, 0.0, 1.0],\n",
              " 'कहीं भी': [0.0, 0.0, 1.0],\n",
              " 'शीघ्रता से': [0.0, 0.0, 1.0],\n",
              " 'पृथक': [0.0, 0.5, 0.5],\n",
              " 'उदासीन': [0.375, 0.375, 0.25],\n",
              " 'प्रत्येक': [0.0, 0.0, 1.0],\n",
              " 'अप्रमाणिक': [0.0, 0.5, 0.5],\n",
              " 'क्षमाप्रार्थी': [0.0, 0.625, 0.375],\n",
              " 'भयंकर': [0.0, 0.625, 0.375],\n",
              " 'भयंकर रूप से': [0.0, 0.0, 1.0],\n",
              " 'स्पष्ट': [0.5, 0.0, 0.5],\n",
              " 'ऊपरी तौर से': [0.5, 0.125, 0.375],\n",
              " 'आभास से': [0.5, 0.125, 0.375],\n",
              " 'आकर्षक': [0.5, 0.0, 0.5],\n",
              " 'याचना करते हुए': [0.375, 0.0, 0.625],\n",
              " 'पुनर्विचार सम्बन्धी': [0.0, 0.0, 1.0],\n",
              " 'स्वादिष्ट': [0.75, 0.25, 0.0],\n",
              " 'लागू होना': [0.5, 0.0, 0.5],\n",
              " 'व्यावहारिक': [0.375, 0.0, 0.625],\n",
              " 'नियत': [0.0, 0.0, 1.0],\n",
              " 'गुणानुरागी': [0.25, 0.75, 0.0],\n",
              " 'आशंकित': [0.0, 0.625, 0.375],\n",
              " 'डरपूर्वक': [0.0, 0.0, 1.0],\n",
              " 'सुगम्य': [0.625, 0.0, 0.375],\n",
              " 'उचित रूप से': [0.125, 0.25, 0.625],\n",
              " 'तकरीबन रूप से': [0.5, 0.25, 0.25],\n",
              " 'अभिप्रायानुसार': [0.5, 0.125, 0.375],\n",
              " 'सन्दर्भित': [0.5, 0.125, 0.375],\n",
              " 'उपयुक्त': [0.0, 0.0, 1.0],\n",
              " 'प्रवण': [0.375, 0.0, 0.625],\n",
              " 'जलचर': [0.0, 0.0, 1.0],\n",
              " 'जलीय': [0.0, 0.0, 1.0],\n",
              " 'गरूड़ीय': [0.0, 0.0, 1.0],\n",
              " 'अरबी': [0.0, 0.0, 1.0],\n",
              " 'कृषि योग्य': [0.625, 0.0, 0.375],\n",
              " 'मनमाना': [0.0, 0.0, 1.0],\n",
              " 'वृक्षवासी': [0.0, 0.0, 1.0],\n",
              " 'वक्र': [0.125, 0.375, 0.5],\n",
              " 'प्रधान': [0.125, 0.0, 0.875],\n",
              " 'पुरातत्व': [0.0, 0.0, 1.0],\n",
              " 'आधाररूपीय': [0.0, 0.0, 1.0],\n",
              " 'वास्तुकला संबधी': [0.0, 0.0, 1.0],\n",
              " 'वास्तुकला अनुसार': [0.0, 0.0, 1.0],\n",
              " 'उत्तरी ध्रुवी': [0.0, 0.0, 1.0],\n",
              " 'उत्कट': [0.125, 0.25, 0.625],\n",
              " 'श्रमसाध्य': [0.125, 0.5, 0.375],\n",
              " 'आलोच्य': [0.625, 0.0, 0.375],\n",
              " 'तर्क योग्य': [0.625, 0.0, 0.375],\n",
              " 'विवादप्रिय': [0.375, 0.25, 0.375],\n",
              " 'तार्किक': [0.625, 0.0, 0.375],\n",
              " 'शुष्क': [0.5, 0.125, 0.375],\n",
              " 'अंकगणितीय': [0.0, 0.0, 1.0],\n",
              " 'अनुभवहीन': [0.625, 0.125, 0.25],\n",
              " 'कवचवाला': [0.0, 0.125, 0.875],\n",
              " 'कवचित वाहन': [0.0, 0.125, 0.875],\n",
              " 'सुरभित': [0.0, 0.0, 1.0],\n",
              " 'सुगन्धित': [0.0, 0.0, 1.0],\n",
              " 'घेरेवाला': [0.0, 0.0, 1.0],\n",
              " 'अहंकारी': [0.625, 0.0, 0.375],\n",
              " 'घमण्डी': [0.625, 0.25, 0.125],\n",
              " 'अभिमानी': [0.625, 0.125, 0.25],\n",
              " 'चालाक': [0.0, 0.75, 0.25],\n",
              " 'कुशलतापूर्वक': [0.375, 0.0, 0.625],\n",
              " 'जुड़ा हुआ': [0.0, 0.0, 1.0],\n",
              " 'कृत्रिम': [0.125, 0.375, 0.5],\n",
              " 'कलात्मक': [0.0, 0.0, 1.0],\n",
              " 'कला प्रेमी': [0.0, 0.0, 1.0],\n",
              " 'बेढंगा': [0.125, 0.25, 0.625],\n",
              " 'अलैंगिक': [0.0, 0.625, 0.375],\n",
              " 'पीला': [0.0, 0.0, 1.0],\n",
              " 'विवर्ण': [0.0, 0.875, 0.125],\n",
              " 'तट पर': [0.0, 0.0, 1.0],\n",
              " 'धूसर': [0.0, 0.0, 1.0],\n",
              " 'एशिया संबंधी': [0.0, 0.0, 1.0],\n",
              " 'रद्द करना': [0.0, 0.0, 1.0],\n",
              " 'अलग रखना': [0.0, 0.0, 1.0],\n",
              " 'बहुत मूर्खतापूर्ण': [0.375, 0.0, 0.625],\n",
              " 'संदेह से': [0.0, 0.0, 1.0],\n",
              " 'टेढा': [0.0, 0.0, 1.0],\n",
              " 'तिरछा': [0.0, 0.0, 1.0],\n",
              " 'सोता हुआ': [0.0, 0.0, 1.0],\n",
              " 'सुशुप्त': [0.0, 0.0, 1.0],\n",
              " 'प्रार्थी': [0.5, 0.0, 0.5],\n",
              " 'उम्मीदवार': [0.5, 0.0, 0.5],\n",
              " 'हठ धर्मी': [0.625, 0.25, 0.125],\n",
              " 'दृढ़ता से': [0.5, 0.0, 0.5],\n",
              " 'श्रमशील': [0.125, 0.25, 0.625],\n",
              " 'मेहनत से': [0.0, 0.0, 1.0],\n",
              " 'सहयोगी': [0.125, 0.5, 0.375],\n",
              " 'उप-': [0.0, 0.0, 1.0],\n",
              " 'मिलाजुला': [0.125, 0.25, 0.625],\n",
              " 'आश्वस्त रूप से': [0.0, 0.25, 0.75],\n",
              " 'पीछे के भाग मे': [0.0, 0.0, 1.0],\n",
              " 'जहाज के पीछे के भाग मे': [0.0, 0.0, 1.0],\n",
              " 'श्वासरोगीय': [0.0, 0.0, 1.0],\n",
              " 'खलबली': [0.0, 0.0, 1.0],\n",
              " 'गुमराह': [0.625, 0.25, 0.125],\n",
              " 'पाँव फैलाकर': [0.0, 0.0, 1.0],\n",
              " 'कठोर': [0.0, 0.0, 1.0],\n",
              " 'ज्योतिषीय': [0.0, 0.0, 1.0],\n",
              " 'पृथक्-पृथक': [0.0, 0.0, 1.0],\n",
              " 'स्पर्शोन्मुख': [0.375, 0.625, 0.0],\n",
              " 'तुरन्त': [0.0, 0.0, 1.0],\n",
              " 'हृष्ट-पुष्ट': [0.0, 0.0, 1.0],\n",
              " 'आड़ा': [0.0, 0.0, 1.0],\n",
              " 'कम से कम': [0.0, 0.0, 1.0],\n",
              " 'परमाण्विक': [0.0, 0.0, 1.0],\n",
              " 'अति-दुष्ट': [0.0, 0.875, 0.125],\n",
              " 'प्राप्य': [0.5, 0.0, 0.5],\n",
              " 'साथी': [0.0, 0.0, 1.0],\n",
              " 'चौकस': [0.5, 0.0, 0.5],\n",
              " 'चौकसी से': [0.25, 0.0, 0.75],\n",
              " 'सम्बन्ध लगाए जाने योग्य': [0.625, 0.0, 0.375],\n",
              " 'दुःसाहसी': [0.125, 0.75, 0.125],\n",
              " 'साहसी': [0.375, 0.125, 0.5],\n",
              " 'श्रव्य': [0.375, 0.0, 0.625],\n",
              " 'प्रतापी': [0.0, 0.25, 0.75],\n",
              " 'शुभ': [0.625, 0.0, 0.375],\n",
              " 'सादा': [0.0, 0.25, 0.75],\n",
              " 'असली': [0.0, 0.75, 0.25],\n",
              " 'विश्वसनीय': [0.875, 0.0, 0.125],\n",
              " 'विशुद्ध': [0.0, 0.25, 0.75],\n",
              " 'आधिकारिक': [0.0, 0.0, 1.0],\n",
              " 'प्रामाणिक': [0.375, 0.375, 0.25],\n",
              " 'निरंकुश': [0.0, 0.25, 0.75],\n",
              " 'स्वचालित': [0.0, 0.0, 1.0],\n",
              " 'अविवेचित': [0.0, 0.5, 0.5],\n",
              " 'उपलब्ध': [0.375, 0.0, 0.625],\n",
              " 'मिलता है': [0.375, 0.0, 0.625],\n",
              " 'औसत': [0.25, 0.625, 0.125],\n",
              " 'अनिच्छुक': [0.0, 0.75, 0.25],\n",
              " 'लालायित': [0.375, 0.25, 0.375],\n",
              " 'उत्सुकता से': [0.125, 0.0, 0.875],\n",
              " 'परिहार्य': [0.625, 0.0, 0.375],\n",
              " 'जागे हुए': [0.125, 0.5, 0.375],\n",
              " 'अवगत': [0.5, 0.0, 0.5],\n",
              " 'सावधान': [0.375, 0.0, 0.625],\n",
              " 'बाहर': [0.0, 0.0, 1.0],\n",
              " 'लगातार': [0.25, 0.0, 0.75],\n",
              " 'आदर': [0.5, 0.25, 0.25],\n",
              " 'डरावना': [0.0, 0.75, 0.25],\n",
              " 'भद्दा': [0.0, 0.625, 0.375],\n",
              " 'बहुत ज़्यादा': [0.25, 0.0, 0.75],\n",
              " 'कुछ देर के लिये': [0.0, 0.0, 1.0],\n",
              " 'अजीब': [0.125, 0.375, 0.5],\n",
              " 'कष्टदायक': [0.0, 0.625, 0.375],\n",
              " 'नाजुक': [0.125, 0.75, 0.125],\n",
              " 'गड़बड़': [0.0, 0.0, 1.0],\n",
              " 'टेढ़ा': [0.0, 0.0, 1.0],\n",
              " 'आसमानी': [0.0, 0.0, 1.0],\n",
              " 'शिशुवत्': [0.0, 0.25, 0.75],\n",
              " 'पीछे का': [0.0, 0.0, 1.0],\n",
              " 'वापस': [0.0, 0.0, 1.0],\n",
              " 'पीछे की ओर': [0.0, 0.0, 1.0],\n",
              " 'नियंत्रण में': [0.0, 0.0, 1.0],\n",
              " 'नेपथ्य में': [0.0, 0.0, 1.0],\n",
              " 'पिछड़ा हुआ': [0.0, 0.0, 1.0],\n",
              " 'खराब': [0.0, 0.875, 0.125],\n",
              " 'बुरा': [0.0, 0.75, 0.25],\n",
              " 'गम्भीर': [0.125, 0.625, 0.25],\n",
              " 'बुरी तरह से': [0.0, 0.625, 0.375],\n",
              " 'गंजा': [0.0, 0.5, 0.5],\n",
              " 'गंजापन होना': [0.0, 0.125, 0.875],\n",
              " 'नुकसानदायक': [0.0, 0.625, 0.375],\n",
              " 'नुकसानदायक रूप से': [0.25, 0.0, 0.75],\n",
              " 'सुखदायक': [0.0, 0.375, 0.625],\n",
              " 'साधारण': [0.125, 0.0, 0.875],\n",
              " 'भोजोत्सव': [0.0, 0.0, 1.0],\n",
              " 'काँटेदार': [0.0, 0.875, 0.125],\n",
              " 'क्रूर': [0.375, 0.0, 0.625],\n",
              " 'गँवार': [0.25, 0.25, 0.5],\n",
              " 'निर्वस्त्र': [0.5, 0.125, 0.375],\n",
              " 'अनलंकृत': [0.0, 0.75, 0.25],\n",
              " 'नंगे पाँव': [0.0, 0.0, 1.0],\n",
              " 'नंगे पाँव से': [0.0, 0.0, 1.0],\n",
              " 'मुश्किल से': [0.125, 0.0, 0.875],\n",
              " 'मात्र': [0.25, 0.25, 0.5],\n",
              " 'ऊसर': [0.0, 0.375, 0.625],\n",
              " 'बंजर भूमि': [0.0, 0.375, 0.625],\n",
              " 'तुच्छ': [0.125, 0.25, 0.625],\n",
              " 'नीच': [0.0, 0.0, 1.0],\n",
              " 'निराधार': [0.0, 0.5, 0.5],\n",
              " 'लज्जाशील': [0.5, 0.5, 0.0],\n",
              " 'संकोची': [0.25, 0.625, 0.125],\n",
              " 'बुनियादी': [0.0, 0.0, 1.0],\n",
              " 'गिटार': [0.0, 0.25, 0.75],\n",
              " 'मन्द्र': [0.0, 0.25, 0.75],\n",
              " 'क्षतिग्रस्त': [0.0, 0.75, 0.25],\n",
              " 'सनकी': [0.0, 0.375, 0.625],\n",
              " 'अश्लील वार्तालाप': [0.125, 0.625, 0.25],\n",
              " 'सुन्दर': [0.75, 0.0, 0.25],\n",
              " 'सुन्दर तरह से': [0.375, 0.0, 0.625],\n",
              " 'हवा न होने के कारण हिलने में असमर्थ': [0.0, 0.375, 0.625],\n",
              " 'युक्त': [0.625, 0.0, 0.375],\n",
              " 'शय्याग्रस्त': [0.0, 0.125, 0.875],\n",
              " 'के पहले': [0.0, 0.0, 1.0],\n",
              " 'स्वयं को मूर्ख बनाना': [0.0, 0.0, 1.0],\n",
              " 'बहुत कम और सस्ता': [0.0, 0.75, 0.25],\n",
              " 'पीछे से': [0.0, 0.0, 1.0],\n",
              " 'देरी करना': [0.0, 0.0, 1.0],\n",
              " 'कृतज्ञ': [0.5, 0.25, 0.25],\n",
              " 'विलंबित': [0.125, 0.25, 0.625],\n",
              " 'लड़ाकू': [0.5, 0.0, 0.5],\n",
              " 'युद्धकारी': [0.0, 0.0, 1.0],\n",
              " 'प्रिय': [0.375, 0.125, 0.5],\n",
              " 'लाभदायक': [0.25, 0.0, 0.75],\n",
              " 'दयालु': [0.75, 0.0, 0.25],\n",
              " 'कृपालु': [0.625, 0.0, 0.375],\n",
              " 'उन्मत्त': [0.0, 0.0, 1.0],\n",
              " 'के अतिरिक्त': [0.0, 0.0, 1.0],\n",
              " 'सर्वोत्तम': [0.875, 0.0, 0.125],\n",
              " 'सबसे अच्छा': [0.75, 0.0, 0.25],\n",
              " 'सगाई किया हुआ': [0.25, 0.0, 0.75],\n",
              " 'बेहतर': [0.75, 0.0, 0.25],\n",
              " 'बेहतर तरीके से': [0.875, 0.0, 0.125],\n",
              " 'बाइबिल का': [0.0, 0.0, 1.0],\n",
              " 'दो व्यवस्थापक अंग युक्त': [0.0, 0.0, 1.0],\n",
              " 'दो सौ वर्ष वाला': [0.0, 0.0, 1.0],\n",
              " 'द्विवार्षिक': [0.0, 0.0, 1.0],\n",
              " 'द्विवार्षिक रूप से': [0.0, 0.0, 1.0],\n",
              " 'बड़ा': [0.0, 0.0, 1.0],\n",
              " 'उम्र में बड़ी': [0.25, 0.125, 0.625],\n",
              " 'महत्वपूर्ण': [0.5, 0.0, 0.5],\n",
              " 'महत्वाकांक्षा': [0.25, 0.125, 0.625],\n",
              " 'प्रसिद्ध': [0.375, 0.0, 0.625],\n",
              " 'उत्तेजित': [0.125, 0.0, 0.875],\n",
              " 'बढ़े हुए पेटवाला': [0.0, 0.0, 1.0],\n",
              " 'आवश्यक': [0.625, 0.0, 0.375],\n",
              " 'बंधनवाला': [0.25, 0.25, 0.5],\n",
              " 'कांसा': [0.0, 0.0, 1.0],\n",
              " 'चुभता हुआ': [0.5, 0.125, 0.375],\n",
              " 'चुभते हुए रूप से': [0.0, 0.375, 0.625],\n",
              " 'कड़ुवा': [0.5, 0.25, 0.25],\n",
              " 'शोकमय': [0.5, 0.25, 0.25],\n",
              " 'कड़ुवाहट के साथ': [0.375, 0.25, 0.375],\n",
              " 'कस के': [0.375, 0.25, 0.375],\n",
              " 'अधिक': [0.625, 0.0, 0.375],\n",
              " 'अर्द्धसाप्ताहिक': [0.0, 0.0, 1.0],\n",
              " 'काला': [0.0, 0.25, 0.75],\n",
              " 'श्याम': [0.0, 0.375, 0.625],\n",
              " 'अंधेरा': [0.0, 0.125, 0.875],\n",
              " 'उदास': [0.333, 0.667, 0.0],\n",
              " 'सोगी': [0.0, 0.375, 0.625],\n",
              " 'निर्दोष': [0.625, 0.25, 0.125],\n",
              " 'निर्दोष रूप से': [0.375, 0.0, 0.625],\n",
              " 'फीका पड़ा': [0.125, 0.25, 0.625],\n",
              " 'नीरस रूप से': [0.25, 0.0, 0.75],\n",
              " 'कोरा': [0.0, 0.5, 0.5],\n",
              " 'कोरे रूप से': [0.125, 0.0, 0.875],\n",
              " 'भावशून्य रूप से': [0.125, 0.0, 0.875],\n",
              " 'शीतल': [0.25, 0.125, 0.625],\n",
              " 'सादे रूप से': [0.0, 0.25, 0.75],\n",
              " 'धुँधला': [0.25, 0.375, 0.375],\n",
              " 'भाग्यवान': [0.75, 0.0, 0.25],\n",
              " 'भाग्यवान रूप से': [0.625, 0.0, 0.375],\n",
              " 'अंधा': [0.125, 0.125, 0.75],\n",
              " 'असफल': [0.0, 0.5, 0.5],\n",
              " 'बन्द': [0.0, 0.0, 1.0],\n",
              " 'बिना विचारे': [0.0, 0.375, 0.625],\n",
              " 'पुलकित': [0.5, 0.25, 0.25],\n",
              " 'प्रसन्नचित': [0.125, 0.0, 0.875],\n",
              " 'प्रसन्नता से': [0.25, 0.0, 0.75],\n",
              " 'सुनहरा': [0.0, 0.0, 1.0],\n",
              " 'लहूलुहान रूप से': [0.0, 0.125, 0.875],\n",
              " 'रक्तहीन': [0.0, 0.5, 0.5],\n",
              " 'रक्तहीन रूप से': [0.125, 0.0, 0.875],\n",
              " 'खूनी': [0.0, 0.75, 0.25],\n",
              " 'खून से रंगी': [0.0, 0.375, 0.625],\n",
              " 'लहूलुहान': [0.0, 0.25, 0.75],\n",
              " 'निर्दयी': [0.5, 0.375, 0.125],\n",
              " 'लाल भद्दे चेहरे वाली': [0.0, 0.0, 1.0],\n",
              " 'चरबीदार': [0.125, 0.75, 0.125],\n",
              " 'मोटा': [0.0, 0.0, 1.0],\n",
              " 'सूजा हुआ': [0.0, 0.25, 0.75],\n",
              " 'नीला': [0.0, 0.0, 1.0],\n",
              " 'दुखी भावना': [0.0, 0.0, 1.0],\n",
              " 'अश्लील': [0.0, 0.875, 0.125],\n",
              " 'नीला सा': [0.0, 0.0, 1.0],\n",
              " 'भौंथरा': [0.0, 0.0, 1.0],\n",
              " 'मुँहफट': [0.0, 0.0, 1.0],\n",
              " 'बिना किसी बनावट के': [0.25, 0.0, 0.75],\n",
              " 'लज्जारंजित': [0.0, 0.375, 0.625],\n",
              " 'कोलाहली': [0.0, 0.125, 0.875],\n",
              " 'डींगे हाँकने वाला': [0.0, 0.25, 0.75],\n",
              " 'डींगे हाँकने रूप से': [0.0, 0.25, 0.75],\n",
              " 'विशेष प्रकार का शरीर रखने वाला': [0.0, 0.0, 1.0],\n",
              " 'सशरीर': [0.0, 0.0, 1.0],\n",
              " 'पूर्ण रूप से': [0.5, 0.0, 0.5],\n",
              " 'नकली': [0.125, 0.75, 0.125],\n",
              " 'उधमी': [0.0, 0.375, 0.625],\n",
              " 'प्रलयकारी': [0.0, 0.375, 0.625],\n",
              " 'ऊधमी रूप से': [0.25, 0.0, 0.75],\n",
              " 'दबंग': [0.5, 0.125, 0.375],\n",
              " 'साहसपूर्वक': [0.25, 0.0, 0.75],\n",
              " 'बड़े बड़े शब्दों से भरा हुआ': [0.0, 0.25, 0.75],\n",
              " 'हड्डीदार': [0.25, 0.0, 0.75],\n",
              " 'खुशमिज़ाज़': [0.625, 0.0, 0.375],\n",
              " 'उजड्डपन': [0.25, 0.625, 0.125],\n",
              " 'असभ्य रूप से': [0.0, 0.0, 1.0],\n",
              " 'मदमत्त': [0.25, 0.0, 0.75],\n",
              " 'जो निश्चित रूप से प्रासंगिक न हो': [0.5, 0.0, 0.5],\n",
              " 'जी ऊबनेवाला': [0.0, 0.0, 1.0],\n",
              " 'उबाऊ': [0.5, 0.125, 0.375],\n",
              " 'जन्मजात': [0.0, 0.625, 0.375],\n",
              " 'झंझटी': [0.0, 0.5, 0.5],\n",
              " 'बखेड़े का': [0.0, 0.5, 0.5],\n",
              " 'बोतल की शकल का': [0.0, 0.0, 1.0],\n",
              " 'अथाह': [0.0, 0.625, 0.375],\n",
              " 'अगम': [0.25, 0.5, 0.25],\n",
              " 'लाचार': [0.0, 0.375, 0.625],\n",
              " 'विवश': [0.0, 0.0, 1.0],\n",
              " 'जिल्दवाले': [0.0, 0.0, 1.0],\n",
              " 'गुज़रनेवाला': [0.0, 0.0, 1.0],\n",
              " 'असीम': [0.0, 0.5, 0.5],\n",
              " 'अनन्त': [0.125, 0.0, 0.875],\n",
              " 'अमित': [0.125, 0.0, 0.875],\n",
              " 'निरवधि': [0.0, 0.0, 1.0],\n",
              " 'निरवधि रूप से': [0.125, 0.0, 0.875],\n",
              " 'पशुवत्': [0.0, 0.0, 1.0],\n",
              " 'बालसदृश': [0.0, 0.0, 1.0],\n",
              " 'खारी': [0.0, 0.125, 0.875],\n",
              " 'खारा': [0.0, 0.125, 0.875],\n",
              " 'बहादुर': [0.125, 0.0, 0.875],\n",
              " 'साहसी तरह से': [0.375, 0.0, 0.625],\n",
              " 'गठीला': [0.0, 0.0, 1.0],\n",
              " 'निर्लज्ज': [0.0, 0.375, 0.625],\n",
              " 'बेशर्म': [0.75, 0.125, 0.125],\n",
              " 'बेशर्म तरह से': [0.625, 0.0, 0.375],\n",
              " 'स्तब्ध~रूप~से': [0.25, 0.0, 0.75],\n",
              " 'स्तब्ध': [0.0, 0.75, 0.25],\n",
              " 'हँफा देनेवाली': [0.0, 0.75, 0.25],\n",
              " 'वधू का': [0.0, 0.0, 1.0],\n",
              " 'विवाह का': [0.0, 0.0, 1.0],\n",
              " 'लघु': [0.0, 0.125, 0.875],\n",
              " 'संक्षिप्त रूप में': [0.0, 0.0, 1.0],\n",
              " 'चमकीला': [0.625, 0.0, 0.375],\n",
              " 'तेज़': [0.0, 0.0, 1.0],\n",
              " 'दीप्तिमान': [0.125, 0.0, 0.875],\n",
              " 'तेजोमय': [0.875, 0.0, 0.125],\n",
              " 'तेजोमय तरह से': [0.375, 0.125, 0.5],\n",
              " 'फुर्ती से': [0.0, 0.0, 1.0],\n",
              " 'बर्तानिया': [0.0, 0.0, 1.0],\n",
              " 'भंगुर': [0.0, 0.625, 0.375],\n",
              " 'चौड़ा': [0.25, 0.125, 0.625],\n",
              " 'विस्तृत': [0.25, 0.125, 0.625],\n",
              " 'प्रसारित': [0.0, 0.0, 1.0],\n",
              " 'चारों ओर': [0.0, 0.0, 1.0],\n",
              " 'फेंक कर': [0.0, 0.0, 1.0],\n",
              " 'विस्तृत तरह से': [0.0, 0.375, 0.625],\n",
              " 'सामान्य रूप से': [0.0, 0.0, 1.0],\n",
              " 'भ्रातृसदृश': [0.0, 0.0, 1.0],\n",
              " 'भूरा': [0.0, 0.0, 1.0],\n",
              " 'भूरा जैसा': [0.0, 0.0, 1.0],\n",
              " 'कठिन और थकाने वाला': [0.0, 0.625, 0.375],\n",
              " 'अशिष्ट': [0.25, 0.25, 0.5],\n",
              " 'अशिष्ट रूप से': [0.25, 0.0, 0.75],\n",
              " 'निर्मम': [0.0, 0.625, 0.375],\n",
              " 'बर्बर': [0.25, 0.25, 0.5],\n",
              " 'नृशंस': [0.0, 0.625, 0.375],\n",
              " 'क्रूरता से': [0.25, 0.0, 0.75],\n",
              " 'पशु': [0.125, 0.5, 0.375],\n",
              " 'पशुवत': [0.125, 0.5, 0.375],\n",
              " 'पशु कि तरह से': [0.25, 0.0, 0.75],\n",
              " 'असार': [0.0, 0.0, 1.0],\n",
              " 'बुलबुलेवाला': [0.0, 0.375, 0.625],\n",
              " 'चुलबुला': [0.0, 0.375, 0.625],\n",
              " 'बादामी': [0.0, 0.0, 1.0],\n",
              " 'स्थूल': [0.125, 0.0, 0.875],\n",
              " 'धौंस दिखानेवाला': [0.875, 0.0, 0.125],\n",
              " 'प्रफुल्लित': [0.0, 0.0, 1.0],\n",
              " 'भारी': [0.25, 0.0, 0.75],\n",
              " 'परिहास्य': [0.0, 0.0, 1.0],\n",
              " 'तमाशे का': [0.0, 0.0, 1.0],\n",
              " 'दाहक': [0.0, 0.0, 1.0],\n",
              " 'ज्वलन्त': [0.125, 0.0, 0.875],\n",
              " 'जलानेवाला': [0.125, 0.0, 0.875],\n",
              " 'जलता हुआ': [0.125, 0.0, 0.875],\n",
              " 'झाड़ीदार': [0.125, 0.0, 0.875],\n",
              " 'व्यस्तता पूर्वक': [0.375, 0.0, 0.625],\n",
              " 'व्यस्त': [0.0, 0.25, 0.75],\n",
              " 'केवल': [0.0, 0.0, 1.0],\n",
              " 'समीप': [0.0, 0.0, 1.0],\n",
              " 'लयबद्ध': [0.0, 0.375, 0.625],\n",
              " 'दुखद': [0.0, 0.75, 0.25],\n",
              " 'मतलबी': [0.25, 0.0, 0.75],\n",
              " 'बेदर्द रूप से': [0.0, 0.0, 1.0],\n",
              " 'शान्त': [0.25, 0.5, 0.25],\n",
              " 'शान्ती से': [0.0, 0.0, 1.0],\n",
              " 'खरा': [0.0, 0.0, 1.0],\n",
              " 'खरा रूप से': [0.375, 0.0, 0.625],\n",
              " 'कुक्कुरीय': [0.0, 0.0, 1.0],\n",
              " 'चालाकी से': [0.125, 0.0, 0.875],\n",
              " 'गंवार': [0.0, 0.0, 1.0],\n",
              " 'असभ्य': [0.25, 0.0, 0.75],\n",
              " 'झगड़ालू': [0.125, 0.0, 0.875],\n",
              " 'चिड़चिड़ा': [0.0, 0.25, 0.75],\n",
              " 'क्षमतापूर्वक': [0.375, 0.0, 0.625],\n",
              " 'बड़ा अक्षर': [0.0, 0.0, 1.0],\n",
              " 'मृत्युदण्ड': [0.0, 0.0, 1.0],\n",
              " 'पूँजीवाद पर आधारित': [0.0, 0.0, 1.0],\n",
              " 'उथला': [0.625, 0.0, 0.375],\n",
              " 'कैद किया हुआ': [0.0, 0.0, 1.0],\n",
              " 'मुख्य': [0.0, 0.0, 1.0],\n",
              " 'प्रधान रूप से': [0.0, 0.0, 1.0],\n",
              " 'बेपरवाह': [0.0, 0.625, 0.375],\n",
              " 'सावधानी से': [0.375, 0.0, 0.625],\n",
              " 'लाल रंग': [0.0, 0.0, 1.0],\n",
              " 'शारीरिक रूप से': [0.25, 0.0, 0.75],\n",
              " 'माँसाहारी': [0.0, 0.0, 1.0],\n",
              " 'मानचित्र संबन्धी': [0.0, 0.0, 1.0],\n",
              " 'संयोग से': [0.5, 0.25, 0.25],\n",
              " 'साधारण ढंग से': [0.0, 0.5, 0.5],\n",
              " 'निर्धारक': [0.0, 0.0, 1.0],\n",
              " 'सुनिश्चित रूप से': [0.0, 0.0, 1.0],\n",
              " 'भाव विरेचक': [0.375, 0.0, 0.625],\n",
              " 'सर्वसामान्य': [0.0, 0.0, 1.0],\n",
              " 'कारणात्मक': [0.0, 0.5, 0.5],\n",
              " 'क्षारक': [0.25, 0.0, 0.75],\n",
              " 'दाहक रूप से': [0.25, 0.0, 0.75],\n",
              " 'सावधानी पूर्वक': [0.0, 0.25, 0.75],\n",
              " 'स्वर्गीय': [0.125, 0.0, 0.875],\n",
              " 'सेल्युलर': [0.0, 0.0, 1.0],\n",
              " 'शतवर्षीय': [0.0, 0.0, 1.0],\n",
              " 'सौ बरस में एक बार होनेवाला': [0.0, 0.0, 1.0],\n",
              " 'केन्द्रीय': [0.0, 0.0, 1.0],\n",
              " 'केन्द्रीय रूप से': [0.0, 0.0, 1.0],\n",
              " 'रीति संबंधी': [0.375, 0.25, 0.375],\n",
              " 'रीति रिवाज़ी से': [0.25, 0.0, 0.75],\n",
              " 'निश्चित': [0.5, 0.375, 0.125],\n",
              " 'निश्चित रूप से': [0.25, 0.0, 0.75],\n",
              " 'प्रमाणित किया हुआ': [0.375, 0.125, 0.5],\n",
              " 'अव्यवस्थित': [0.0, 0.125, 0.875],\n",
              " 'विशेष': [0.25, 0.0, 0.75],\n",
              " 'विशेष रूप से': [0.0, 0.0, 1.0],\n",
              " 'दानशील': [0.5, 0.25, 0.25],\n",
              " 'उदारता से': [0.25, 0.0, 0.75],\n",
              " 'बातूनी रूप से': [0.25, 0.0, 0.75],\n",
              " 'बक्की': [0.25, 0.375, 0.375],\n",
              " 'बातूनी': [0.25, 0.375, 0.375],\n",
              " 'सस्ता': [0.0, 0.25, 0.75],\n",
              " 'सस्ते में': [0.125, 0.0, 0.875],\n",
              " 'सस्तापन': [0.125, 0.125, 0.75],\n",
              " 'चारखाने वाला': [0.0, 0.0, 1.0],\n",
              " 'गुस्ताख़': [0.0, 0.5, 0.5],\n",
              " 'हर्षित': [0.375, 0.375, 0.25],\n",
              " 'आनन्दित': [0.75, 0.125, 0.125],\n",
              " 'हर्ष के साथ': [0.375, 0.0, 0.625],\n",
              " 'हर्षित रूप से': [0.375, 0.0, 0.625],\n",
              " 'रसायनिक': [0.0, 0.0, 1.0],\n",
              " 'रसायनिक रूप से': [0.25, 0.0, 0.75],\n",
              " 'प्रधानतः': [0.0, 0.0, 1.0],\n",
              " 'लड़कपन की सी': [0.0, 0.375, 0.625],\n",
              " 'नादान रूप से': [0.0, 0.0, 1.0],\n",
              " 'निःसन्तान': [0.0, 0.5, 0.5],\n",
              " 'ठण्डा': [0.375, 0.5, 0.125],\n",
              " 'उत्साह हीन': [0.375, 0.5, 0.125],\n",
              " 'भजन का': [0.0, 0.0, 1.0],\n",
              " 'दीर्घ': [0.0, 0.375, 0.625],\n",
              " 'स्थायी': [0.0, 0.0, 1.0],\n",
              " 'कालानुक्रमिक': [0.0, 0.0, 1.0],\n",
              " 'गलफुला': [0.125, 0.0, 0.875],\n",
              " 'घुमावदार': [0.125, 0.25, 0.625],\n",
              " 'वृत्तीय': [0.25, 0.0, 0.75],\n",
              " 'वृत्तीय रूप से': [0.0, 0.0, 1.0],\n",
              " 'पारिस्थितिक': [0.0, 0.375, 0.625],\n",
              " 'परिस्थितिवश': [0.0, 0.0, 1.0],\n",
              " 'संयोगवश रूप से': [0.0, 0.0, 1.0],\n",
              " 'नागरिक': [0.0, 0.0, 1.0],\n",
              " 'सभ्य': [0.5, 0.0, 0.5],\n",
              " 'दीवानी': [0.125, 0.0, 0.875],\n",
              " 'असैनिक': [0.125, 0.0, 0.875],\n",
              " 'नागरिक रूप से': [0.0, 0.0, 1.0],\n",
              " 'ढका हुआ': [0.0, 0.25, 0.75],\n",
              " 'कपड़े पहने हुए': [0.0, 0.25, 0.75],\n",
              " 'छिपा हुआ': [0.0, 0.0, 1.0],\n",
              " 'ज़ोर की': [0.25, 0.0, 0.75],\n",
              " 'जगा देने वाली': [0.25, 0.0, 0.75],\n",
              " 'पारंपरिक ढंग से': [0.0, 0.0, 1.0],\n",
              " 'शास्त्रीय रूप से': [0.0, 0.0, 1.0],\n",
              " 'बिना वर्ग के': [0.0, 0.0, 1.0],\n",
              " 'विशेष एवं उच्चतम': [0.375, 0.0, 0.625],\n",
              " 'सर्वोच्च कोटि का': [0.5, 0.125, 0.375],\n",
              " 'उत्कृष्ट': [0.75, 0.0, 0.25],\n",
              " 'ग्रीक लैटीन या संस्कृत के स्तर की': [0.5, 0.125, 0.375],\n",
              " 'शास्त्रीय': [0.0, 0.0, 1.0],\n",
              " 'वर्गीकृत': [0.0, 0.0, 1.0],\n",
              " 'गोपनीय': [0.375, 0.25, 0.375],\n",
              " 'बन्द जगह में घुटन महसूस करनेवाला': [0.0, 0.125, 0.875],\n",
              " 'चिकनी मिट्टी जैसा': [0.0, 0.125, 0.875],\n",
              " 'स्वच्छ': [0.625, 0.0, 0.375],\n",
              " 'खाली': [0.125, 0.0, 0.875],\n",
              " 'भद्र': [0.75, 0.0, 0.25],\n",
              " 'शालीन': [0.75, 0.0, 0.25],\n",
              " 'नियमों का पालन करते हुए': [0.5, 0.375, 0.125],\n",
              " 'बिना किसी गलती के': [0.5, 0.375, 0.125],\n",
              " 'निस्सन्देह': [0.5, 0.375, 0.125],\n",
              " 'बिना कोई गलती से': [0.0, 0.375, 0.625],\n",
              " 'साफ': [0.5, 0.375, 0.125],\n",
              " 'बिना शंका के': [0.5, 0.0, 0.5],\n",
              " 'बेशक': [0.5, 0.0, 0.5],\n",
              " 'सजग': [0.5, 0.0, 0.5],\n",
              " 'पारदर्शक': [0.0, 0.0, 1.0],\n",
              " 'बिना रुकावट के': [0.0, 0.625, 0.375],\n",
              " 'विमल': [0.5, 0.0, 0.5],\n",
              " 'पूरा': [0.125, 0.0, 0.875],\n",
              " 'स्पष्टतः': [0.5, 0.0, 0.5],\n",
              " 'साफ-है': [0.25, 0.25, 0.5],\n",
              " 'समझ में आना': [0.5, 0.0, 0.5],\n",
              " 'अनुकूल': [0.5, 0.0, 0.5],\n",
              " 'लेखा संबंधी': [0.0, 0.0, 1.0],\n",
              " 'पादरी संबंधी': [0.0, 0.0, 1.0],\n",
              " 'चतुराई से': [0.125, 0.0, 0.875],\n",
              " 'घिसा-पिटा हुआ': [0.0, 0.5, 0.5],\n",
              " 'जलवायु संबन्धी रूप से': [0.125, 0.0, 0.875],\n",
              " 'भाव आवेग के बिना': [0.0, 0.0, 1.0],\n",
              " 'नैदानिक': [0.0, 0.0, 1.0],\n",
              " 'सादगी': [0.0, 0.0, 1.0],\n",
              " 'नैदानिक रूप से': [0.375, 0.0, 0.625],\n",
              " 'किसी से बंधा हुआ': [0.125, 0.0, 0.875],\n",
              " 'घड़ी की सुई की दिशा': [0.0, 0.0, 1.0],\n",
              " 'घड़ी की सुई की दिशा में': [0.0, 0.0, 1.0],\n",
              " 'एकान्तवासी': [0.0, 0.0, 1.0],\n",
              " 'पास': [0.0, 0.0, 1.0],\n",
              " 'नज़दीकी': [0.0, 0.0, 1.0],\n",
              " 'सूक्ष्म': [0.5, 0.25, 0.25],\n",
              " 'बराबर का': [0.0, 0.0, 1.0],\n",
              " 'एकसाथ': [0.0, 0.0, 1.0],\n",
              " 'बारीक': [0.375, 0.0, 0.625],\n",
              " 'सवृत': [0.0, 0.0, 1.0],\n",
              " 'कंजूस': [0.25, 0.375, 0.375],\n",
              " 'पास में': [0.0, 0.0, 1.0],\n",
              " 'निकटता से': [0.0, 0.0, 1.0],\n",
              " 'ध्यान से': [0.0, 0.0, 1.0],\n",
              " 'कसा हुआ': [0.0, 0.0, 1.0],\n",
              " 'मिलजुलकर': [0.0, 0.0, 1.0],\n",
              " 'सटा हुआ': [0.0, 0.0, 1.0],\n",
              " 'बन्धा हुआ': [0.0, 0.5, 0.5],\n",
              " 'मेघ रहित': [0.375, 0.0, 0.625],\n",
              " 'मूर्खतापूर्ण': [0.625, 0.0, 0.375],\n",
              " 'उबाने वाला': [0.25, 0.375, 0.375],\n",
              " 'बेवकूफ': [0.0, 0.5, 0.5],\n",
              " 'बेढंगा रूप से': [0.25, 0.0, 0.75],\n",
              " 'कोयले जैसा काला': [0.0, 0.125, 0.875],\n",
              " 'मोटा और भारी': [0.0, 0.0, 1.0],\n",
              " 'बहुत सन्तुष्ट': [0.0, 0.25, 0.75],\n",
              " 'पूर्ण रूप से निश्चित': [0.5, 0.0, 0.5],\n",
              " 'धमकी भरा': [0.25, 0.0, 0.75],\n",
              " 'बलयुक्त': [0.25, 0.0, 0.75],\n",
              " 'निश्चयात्मक': [0.625, 0.0, 0.375],\n",
              " 'बोध': [0.0, 0.0, 1.0],\n",
              " 'बोध रूप से': [0.125, 0.0, 0.875],\n",
              " 'पूर्ण जानकार वाला': [0.5, 0.0, 0.5],\n",
              " 'संसक्तता से': [0.125, 0.0, 0.875],\n",
              " 'संसंजक': [0.0, 0.5, 0.5],\n",
              " 'संयोग': [0.0, 0.0, 1.0],\n",
              " 'ठंडा': [0.25, 0.125, 0.625],\n",
              " 'निरुत्साही': [0.375, 0.5, 0.125],\n",
              " 'हल्का': [0.375, 0.25, 0.375],\n",
              " 'बेहोश': [0.0, 0.375, 0.625],\n",
              " 'बिना उत्साह के': [0.0, 0.0, 1.0],\n",
              " 'ठंडे खूनवाला': [0.0, 0.625, 0.375],\n",
              " 'ठण्डे खूनवाला': [0.0, 0.625, 0.375],\n",
              " 'हृदयहीन': [0.0, 0.875, 0.125],\n",
              " 'सूल मरोड़ वाला': [0.0, 0.625, 0.375],\n",
              " 'सहयोग': [0.125, 0.0, 0.875],\n",
              " 'सिमटनेवाला': [0.625, 0.0, 0.375],\n",
              " 'साथ-साथ का': [0.0, 0.0, 1.0],\n",
              " 'एक ही जाती का': [0.0, 0.0, 1.0],\n",
              " 'संग्रह करने योग्य': [0.125, 0.125, 0.75],\n",
              " 'सामूहिक': [0.0, 0.0, 1.0],\n",
              " 'सहछात्र': [0.0, 0.0, 1.0],\n",
              " 'छात्रा': [0.0, 0.0, 1.0],\n",
              " 'बोलचाल संबंधी': [0.0, 0.0, 1.0],\n",
              " 'उपनिवेशी': [0.0, 0.0, 1.0],\n",
              " 'दीर्घकाय': [0.125, 0.125, 0.75],\n",
              " 'दहनशील': [0.5, 0.0, 0.5],\n",
              " 'सुखदाई': [0.0, 0.75, 0.25],\n",
              " 'हास्यप्रद': [0.5, 0.0, 0.5],\n",
              " 'ठठोलिया': [0.5, 0.0, 0.5],\n",
              " 'भावी': [0.0, 0.0, 1.0],\n",
              " ...}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OZbA26HVy_NI",
        "outputId": "5cebd088-2014-452e-c634-563cdc26a071"
      },
      "source": [
        "len(hindi_senti_wordnet_dict)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5537"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z9JdGWdKzVAq"
      },
      "source": [
        "## Validation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XuNzJHjszVAs"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mlWjvIsgzVAs"
      },
      "source": [
        "data = pd.read_csv(\"HSWN_WN.txt\", delimiter=' ')\n",
        "\n",
        "fields = ['POS_TAG', 'ID', 'POS', 'NEG', 'LIST_OF_WORDS']\n",
        "\n",
        "reference_words_senti_dict = {}\n",
        "for i in data.index:\n",
        "    cur_line_words = data[fields[4]][i].split(',')\n",
        "    # Problem here as when words are repeated, we will only be storing the last value in the dictionary\n",
        "    for word in cur_line_words:\n",
        "        reference_words_senti_dict[word] = (data[fields[2]][i], data[fields[3]][i], (1 - data[fields[2]][i] - data[fields[3]][i]))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ad74avtMzVAs"
      },
      "source": [
        "Now with the senti wordnet developed and obtained as a dictionary, let us form the senti-wordnet"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kLlsy2KkzVAs",
        "outputId": "010a856b-c46e-460a-b57c-6a3146549abe"
      },
      "source": [
        "confusion_matrix = [[0, 0], [0, 0]]\n",
        "\n",
        "for word in hindi_senti_wordnet_dict :\n",
        "  maximum_polarity_index_predicted = np.argmax(hindi_senti_wordnet_dict[word][0:2])\n",
        "  try :\n",
        "    maximum_polarity_index_actual = np.argmax(reference_words_senti_dict[word][0:2])\n",
        "    confusion_matrix[maximum_polarity_index_actual][maximum_polarity_index_predicted] += 1\n",
        "  except :\n",
        "    continue\n",
        "\n",
        "confusion_matrix"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[496, 144], [126, 163]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eHDrHGNxzVAs",
        "outputId": "8b07a7bc-b578-497b-f1a9-378743c8f692"
      },
      "source": [
        "accuracy = (confusion_matrix[0][0] + confusion_matrix[1][1]) / np.sum(confusion_matrix)\n",
        "print(accuracy)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.7093649085037675\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}