Genism.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOIHwdcVIIrHkuhElUUL87F",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mostafizur1997/NLP/blob/main/Genism.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rDYFGgNSWtwk",
        "outputId": "19f36f1a-43fd-4a11-c385-8ac905190658"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: gensim in /usr/local/lib/python3.10/dist-packages (4.3.1)\n",
            "Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.10/dist-packages (from gensim) (1.23.5)\n",
            "Requirement already satisfied: scipy>=1.7.0 in /usr/local/lib/python3.10/dist-packages (from gensim) (1.10.1)\n",
            "Requirement already satisfied: smart-open>=1.8.1 in /usr/local/lib/python3.10/dist-packages (from gensim) (6.3.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install gensim #library"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import gensim"
      ],
      "metadata": {
        "id": "LvZIhQ6EWx8L"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from gensim.models import Word2Vec, KeyedVectors"
      ],
      "metadata": {
        "id": "LubvccsEW4a9"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "!gzip -d GoogleNews-vectors-negative300.bin.gz"
      ],
      "metadata": {
        "id": "EgnAfSgOb49-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!gzip -d GoogleNews-vectors-negative300.bin.gz #google news has 300 billion data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0GoG0ewycVYx",
        "outputId": "4bcbe49c-16b9-4c17-ee25-eb16cf74a9ba"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "gzip: GoogleNews-vectors-negative300.bin.gz: No such file or directory\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#first try pretrained model\n",
        "import gensim.downloader as api\n",
        "wv = api.load('word2vec-google-news-300')\n",
        "vec_king =wv['king']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ggSshHm7XCVf",
        "outputId": "7cf0fe29-f364-4459-99f5-92ba46739688"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[==================================================] 100.0% 1662.8/1662.8MB downloaded\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vec_king"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r7ZtqQg9XbqN",
        "outputId": "85fb4b9c-35c5-46d6-9bad-e16ebecc0c76"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 1.25976562e-01,  2.97851562e-02,  8.60595703e-03,  1.39648438e-01,\n",
              "       -2.56347656e-02, -3.61328125e-02,  1.11816406e-01, -1.98242188e-01,\n",
              "        5.12695312e-02,  3.63281250e-01, -2.42187500e-01, -3.02734375e-01,\n",
              "       -1.77734375e-01, -2.49023438e-02, -1.67968750e-01, -1.69921875e-01,\n",
              "        3.46679688e-02,  5.21850586e-03,  4.63867188e-02,  1.28906250e-01,\n",
              "        1.36718750e-01,  1.12792969e-01,  5.95703125e-02,  1.36718750e-01,\n",
              "        1.01074219e-01, -1.76757812e-01, -2.51953125e-01,  5.98144531e-02,\n",
              "        3.41796875e-01, -3.11279297e-02,  1.04492188e-01,  6.17675781e-02,\n",
              "        1.24511719e-01,  4.00390625e-01, -3.22265625e-01,  8.39843750e-02,\n",
              "        3.90625000e-02,  5.85937500e-03,  7.03125000e-02,  1.72851562e-01,\n",
              "        1.38671875e-01, -2.31445312e-01,  2.83203125e-01,  1.42578125e-01,\n",
              "        3.41796875e-01, -2.39257812e-02, -1.09863281e-01,  3.32031250e-02,\n",
              "       -5.46875000e-02,  1.53198242e-02, -1.62109375e-01,  1.58203125e-01,\n",
              "       -2.59765625e-01,  2.01416016e-02, -1.63085938e-01,  1.35803223e-03,\n",
              "       -1.44531250e-01, -5.68847656e-02,  4.29687500e-02, -2.46582031e-02,\n",
              "        1.85546875e-01,  4.47265625e-01,  9.58251953e-03,  1.31835938e-01,\n",
              "        9.86328125e-02, -1.85546875e-01, -1.00097656e-01, -1.33789062e-01,\n",
              "       -1.25000000e-01,  2.83203125e-01,  1.23046875e-01,  5.32226562e-02,\n",
              "       -1.77734375e-01,  8.59375000e-02, -2.18505859e-02,  2.05078125e-02,\n",
              "       -1.39648438e-01,  2.51464844e-02,  1.38671875e-01, -1.05468750e-01,\n",
              "        1.38671875e-01,  8.88671875e-02, -7.51953125e-02, -2.13623047e-02,\n",
              "        1.72851562e-01,  4.63867188e-02, -2.65625000e-01,  8.91113281e-03,\n",
              "        1.49414062e-01,  3.78417969e-02,  2.38281250e-01, -1.24511719e-01,\n",
              "       -2.17773438e-01, -1.81640625e-01,  2.97851562e-02,  5.71289062e-02,\n",
              "       -2.89306641e-02,  1.24511719e-02,  9.66796875e-02, -2.31445312e-01,\n",
              "        5.81054688e-02,  6.68945312e-02,  7.08007812e-02, -3.08593750e-01,\n",
              "       -2.14843750e-01,  1.45507812e-01, -4.27734375e-01, -9.39941406e-03,\n",
              "        1.54296875e-01, -7.66601562e-02,  2.89062500e-01,  2.77343750e-01,\n",
              "       -4.86373901e-04, -1.36718750e-01,  3.24218750e-01, -2.46093750e-01,\n",
              "       -3.03649902e-03, -2.11914062e-01,  1.25000000e-01,  2.69531250e-01,\n",
              "        2.04101562e-01,  8.25195312e-02, -2.01171875e-01, -1.60156250e-01,\n",
              "       -3.78417969e-02, -1.20117188e-01,  1.15234375e-01, -4.10156250e-02,\n",
              "       -3.95507812e-02, -8.98437500e-02,  6.34765625e-03,  2.03125000e-01,\n",
              "        1.86523438e-01,  2.73437500e-01,  6.29882812e-02,  1.41601562e-01,\n",
              "       -9.81445312e-02,  1.38671875e-01,  1.82617188e-01,  1.73828125e-01,\n",
              "        1.73828125e-01, -2.37304688e-01,  1.78710938e-01,  6.34765625e-02,\n",
              "        2.36328125e-01, -2.08984375e-01,  8.74023438e-02, -1.66015625e-01,\n",
              "       -7.91015625e-02,  2.43164062e-01, -8.88671875e-02,  1.26953125e-01,\n",
              "       -2.16796875e-01, -1.73828125e-01, -3.59375000e-01, -8.25195312e-02,\n",
              "       -6.49414062e-02,  5.07812500e-02,  1.35742188e-01, -7.47070312e-02,\n",
              "       -1.64062500e-01,  1.15356445e-02,  4.45312500e-01, -2.15820312e-01,\n",
              "       -1.11328125e-01, -1.92382812e-01,  1.70898438e-01, -1.25000000e-01,\n",
              "        2.65502930e-03,  1.92382812e-01, -1.74804688e-01,  1.39648438e-01,\n",
              "        2.92968750e-01,  1.13281250e-01,  5.95703125e-02, -6.39648438e-02,\n",
              "        9.96093750e-02, -2.72216797e-02,  1.96533203e-02,  4.27246094e-02,\n",
              "       -2.46093750e-01,  6.39648438e-02, -2.25585938e-01, -1.68945312e-01,\n",
              "        2.89916992e-03,  8.20312500e-02,  3.41796875e-01,  4.32128906e-02,\n",
              "        1.32812500e-01,  1.42578125e-01,  7.61718750e-02,  5.98144531e-02,\n",
              "       -1.19140625e-01,  2.74658203e-03, -6.29882812e-02, -2.72216797e-02,\n",
              "       -4.82177734e-03, -8.20312500e-02, -2.49023438e-02, -4.00390625e-01,\n",
              "       -1.06933594e-01,  4.24804688e-02,  7.76367188e-02, -1.16699219e-01,\n",
              "        7.37304688e-02, -9.22851562e-02,  1.07910156e-01,  1.58203125e-01,\n",
              "        4.24804688e-02,  1.26953125e-01,  3.61328125e-02,  2.67578125e-01,\n",
              "       -1.01074219e-01, -3.02734375e-01, -5.76171875e-02,  5.05371094e-02,\n",
              "        5.26428223e-04, -2.07031250e-01, -1.38671875e-01, -8.97216797e-03,\n",
              "       -2.78320312e-02, -1.41601562e-01,  2.07031250e-01, -1.58203125e-01,\n",
              "        1.27929688e-01,  1.49414062e-01, -2.24609375e-02, -8.44726562e-02,\n",
              "        1.22558594e-01,  2.15820312e-01, -2.13867188e-01, -3.12500000e-01,\n",
              "       -3.73046875e-01,  4.08935547e-03,  1.07421875e-01,  1.06933594e-01,\n",
              "        7.32421875e-02,  8.97216797e-03, -3.88183594e-02, -1.29882812e-01,\n",
              "        1.49414062e-01, -2.14843750e-01, -1.83868408e-03,  9.91210938e-02,\n",
              "        1.57226562e-01, -1.14257812e-01, -2.05078125e-01,  9.91210938e-02,\n",
              "        3.69140625e-01, -1.97265625e-01,  3.54003906e-02,  1.09375000e-01,\n",
              "        1.31835938e-01,  1.66992188e-01,  2.35351562e-01,  1.04980469e-01,\n",
              "       -4.96093750e-01, -1.64062500e-01, -1.56250000e-01, -5.22460938e-02,\n",
              "        1.03027344e-01,  2.43164062e-01, -1.88476562e-01,  5.07812500e-02,\n",
              "       -9.37500000e-02, -6.68945312e-02,  2.27050781e-02,  7.61718750e-02,\n",
              "        2.89062500e-01,  3.10546875e-01, -5.37109375e-02,  2.28515625e-01,\n",
              "        2.51464844e-02,  6.78710938e-02, -1.21093750e-01, -2.15820312e-01,\n",
              "       -2.73437500e-01, -3.07617188e-02, -3.37890625e-01,  1.53320312e-01,\n",
              "        2.33398438e-01, -2.08007812e-01,  3.73046875e-01,  8.20312500e-02,\n",
              "        2.51953125e-01, -7.61718750e-02, -4.66308594e-02, -2.23388672e-02,\n",
              "        2.99072266e-02, -5.93261719e-02, -4.66918945e-03, -2.44140625e-01,\n",
              "       -2.09960938e-01, -2.87109375e-01, -4.54101562e-02, -1.77734375e-01,\n",
              "       -2.79296875e-01, -8.59375000e-02,  9.13085938e-02,  2.51953125e-01],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv['man']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yzGkS0yYX_VM",
        "outputId": "fc90bc31-5730-4cd3-8386-201304bef7ef"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 0.32617188,  0.13085938,  0.03466797, -0.08300781,  0.08984375,\n",
              "       -0.04125977, -0.19824219,  0.00689697,  0.14355469,  0.0019455 ,\n",
              "        0.02880859, -0.25      , -0.08398438, -0.15136719, -0.10205078,\n",
              "        0.04077148, -0.09765625,  0.05932617,  0.02978516, -0.10058594,\n",
              "       -0.13085938,  0.001297  ,  0.02612305, -0.27148438,  0.06396484,\n",
              "       -0.19140625, -0.078125  ,  0.25976562,  0.375     , -0.04541016,\n",
              "        0.16210938,  0.13671875, -0.06396484, -0.02062988, -0.09667969,\n",
              "        0.25390625,  0.24804688, -0.12695312,  0.07177734,  0.3203125 ,\n",
              "        0.03149414, -0.03857422,  0.21191406, -0.00811768,  0.22265625,\n",
              "       -0.13476562, -0.07617188,  0.01049805, -0.05175781,  0.03808594,\n",
              "       -0.13378906,  0.125     ,  0.0559082 , -0.18261719,  0.08154297,\n",
              "       -0.08447266, -0.07763672, -0.04345703,  0.08105469, -0.01092529,\n",
              "        0.17480469,  0.30664062, -0.04321289, -0.01416016,  0.09082031,\n",
              "       -0.00927734, -0.03442383, -0.11523438,  0.12451172, -0.0246582 ,\n",
              "        0.08544922,  0.14355469, -0.27734375,  0.03662109, -0.11035156,\n",
              "        0.13085938, -0.01721191, -0.08056641, -0.00708008, -0.02954102,\n",
              "        0.30078125, -0.09033203,  0.03149414, -0.18652344, -0.11181641,\n",
              "        0.10253906, -0.25976562, -0.02209473,  0.16796875, -0.05322266,\n",
              "       -0.14550781, -0.01049805, -0.03039551, -0.03857422,  0.11523438,\n",
              "       -0.0062561 , -0.13964844,  0.08007812,  0.06103516, -0.15332031,\n",
              "       -0.11132812, -0.14160156,  0.19824219, -0.06933594,  0.29296875,\n",
              "       -0.16015625,  0.20898438,  0.00041771,  0.01831055, -0.20214844,\n",
              "        0.04760742,  0.05810547, -0.0123291 , -0.01989746, -0.00364685,\n",
              "       -0.0135498 , -0.08251953, -0.03149414,  0.00717163,  0.20117188,\n",
              "        0.08300781, -0.0480957 , -0.26367188, -0.09667969, -0.22558594,\n",
              "       -0.09667969,  0.06494141, -0.02502441,  0.08496094,  0.03198242,\n",
              "       -0.07568359, -0.25390625, -0.11669922, -0.01446533, -0.16015625,\n",
              "       -0.00701904, -0.05712891,  0.02807617, -0.09179688,  0.25195312,\n",
              "        0.24121094,  0.06640625,  0.12988281,  0.17089844, -0.13671875,\n",
              "        0.1875    , -0.10009766, -0.04199219, -0.12011719,  0.00524902,\n",
              "        0.15625   , -0.203125  , -0.07128906, -0.06103516,  0.01635742,\n",
              "        0.18261719,  0.03588867, -0.04248047,  0.16796875, -0.15039062,\n",
              "       -0.16992188,  0.01831055,  0.27734375, -0.01269531, -0.0390625 ,\n",
              "       -0.15429688,  0.18457031, -0.07910156,  0.09033203, -0.02709961,\n",
              "        0.08251953,  0.06738281, -0.16113281, -0.19628906, -0.15234375,\n",
              "       -0.04711914,  0.04760742,  0.05908203, -0.16894531, -0.14941406,\n",
              "        0.12988281,  0.04321289,  0.02624512, -0.1796875 , -0.19628906,\n",
              "        0.06445312,  0.08935547,  0.1640625 , -0.03808594, -0.09814453,\n",
              "       -0.01483154,  0.1875    ,  0.12792969,  0.22753906,  0.01818848,\n",
              "       -0.07958984, -0.11376953, -0.06933594, -0.15527344, -0.08105469,\n",
              "       -0.09277344, -0.11328125, -0.15136719, -0.08007812, -0.05126953,\n",
              "       -0.15332031,  0.11669922,  0.06835938,  0.0324707 , -0.33984375,\n",
              "       -0.08154297, -0.08349609,  0.04003906,  0.04907227, -0.24121094,\n",
              "       -0.13476562, -0.05932617,  0.12158203, -0.34179688,  0.16503906,\n",
              "        0.06176758, -0.18164062,  0.20117188, -0.07714844,  0.1640625 ,\n",
              "        0.00402832,  0.30273438, -0.10009766, -0.13671875, -0.05957031,\n",
              "        0.0625    , -0.21289062, -0.06542969,  0.1796875 , -0.07763672,\n",
              "       -0.01928711, -0.15039062, -0.00106049,  0.03417969,  0.03344727,\n",
              "        0.19335938,  0.01965332, -0.19921875, -0.10644531,  0.01525879,\n",
              "        0.00927734,  0.01416016, -0.02392578,  0.05883789,  0.02368164,\n",
              "        0.125     ,  0.04760742, -0.05566406,  0.11572266,  0.14746094,\n",
              "        0.1015625 , -0.07128906, -0.07714844, -0.12597656,  0.0291748 ,\n",
              "        0.09521484, -0.12402344, -0.109375  , -0.12890625,  0.16308594,\n",
              "        0.28320312, -0.03149414,  0.12304688, -0.23242188, -0.09375   ,\n",
              "       -0.12988281,  0.0135498 , -0.03881836, -0.08251953,  0.00897217,\n",
              "        0.16308594,  0.10546875, -0.13867188, -0.16503906, -0.03857422,\n",
              "        0.10839844, -0.10498047,  0.06396484,  0.38867188, -0.05981445,\n",
              "       -0.0612793 , -0.10449219, -0.16796875,  0.07177734,  0.13964844,\n",
              "        0.15527344, -0.03125   , -0.20214844, -0.12988281, -0.10058594,\n",
              "       -0.06396484, -0.08349609, -0.30273438, -0.08007812,  0.02099609],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv.most_similar('man')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ujLco7Y_Zzqk",
        "outputId": "1305f332-3dee-4ee9-a1a2-e22ebc856b19"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('woman', 0.7664012908935547),\n",
              " ('boy', 0.6824871301651001),\n",
              " ('teenager', 0.6586930155754089),\n",
              " ('teenage_girl', 0.6147903203964233),\n",
              " ('girl', 0.5921714305877686),\n",
              " ('suspected_purse_snatcher', 0.571636438369751),\n",
              " ('robber', 0.5585119128227234),\n",
              " ('Robbery_suspect', 0.5584409832954407),\n",
              " ('teen_ager', 0.5549196600914001),\n",
              " ('men', 0.5489763021469116)]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv.most_similar('king')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iuPY-WGVZ9M3",
        "outputId": "1331b8fe-6e24-40a9-8932-75d87affb068"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('kings', 0.7138045430183411),\n",
              " ('queen', 0.6510956883430481),\n",
              " ('monarch', 0.6413194537162781),\n",
              " ('crown_prince', 0.6204220056533813),\n",
              " ('prince', 0.6159993410110474),\n",
              " ('sultan', 0.5864824056625366),\n",
              " ('ruler', 0.5797567367553711),\n",
              " ('princes', 0.5646552443504333),\n",
              " ('Prince_Paras', 0.5432944297790527),\n",
              " ('throne', 0.5422105193138123)]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv.similarity('man','king')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s8QFN_vkaGQt",
        "outputId": "2a08cca3-e46c-4d09-ba93-11d5b6663ed0"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.22942673"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv.most_similar('happy')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GcFH-bv7c8gH",
        "outputId": "e2142960-518a-4d1c-f3ab-5f896750b576"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('glad', 0.7408890724182129),\n",
              " ('pleased', 0.6632170677185059),\n",
              " ('ecstatic', 0.6626912355422974),\n",
              " ('overjoyed', 0.6599286794662476),\n",
              " ('thrilled', 0.6514049172401428),\n",
              " ('satisfied', 0.6437949538230896),\n",
              " ('proud', 0.636042058467865),\n",
              " ('delighted', 0.627237856388092),\n",
              " ('disappointed', 0.6269949674606323),\n",
              " ('excited', 0.6247665286064148)]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv.similarity(\"cricket\",\"sports\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OBZ-5RJJdE35",
        "outputId": "5adf42a4-0586-41c4-dbfd-688eb387cf3b"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.40087253"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vec = wv['king']- wv['man']+ wv['woman']"
      ],
      "metadata": {
        "id": "qp7FyfQHdK6H"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vec"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QFuBS2ZndcFC",
        "outputId": "88f44a11-1452-441e-d2c1-7913b7926df5"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 4.29687500e-02, -1.78222656e-01, -1.29089355e-01,  1.15234375e-01,\n",
              "        2.68554688e-03, -1.02294922e-01,  1.95800781e-01, -1.79504395e-01,\n",
              "        1.95312500e-02,  4.09919739e-01, -3.68164062e-01, -3.96484375e-01,\n",
              "       -1.56738281e-01,  1.46484375e-03, -9.30175781e-02, -1.16455078e-01,\n",
              "       -5.51757812e-02, -1.07574463e-01,  7.91015625e-02,  1.98974609e-01,\n",
              "        2.38525391e-01,  6.34002686e-02, -2.17285156e-02,  0.00000000e+00,\n",
              "        4.72412109e-02, -2.17773438e-01, -3.44726562e-01,  6.37207031e-02,\n",
              "        3.16406250e-01, -1.97631836e-01,  8.59375000e-02, -8.11767578e-02,\n",
              "       -3.71093750e-02,  3.15551758e-01, -3.41796875e-01, -4.68750000e-02,\n",
              "        9.76562500e-02,  8.39843750e-02, -9.71679688e-02,  5.17578125e-02,\n",
              "       -5.00488281e-02, -2.20947266e-01,  2.29492188e-01,  1.26403809e-01,\n",
              "        2.49023438e-01,  2.09960938e-02, -1.09863281e-01,  5.81054688e-02,\n",
              "       -3.35693359e-02,  1.29577637e-01,  2.41699219e-02,  3.48129272e-02,\n",
              "       -2.60009766e-01,  2.42309570e-01, -3.21777344e-01,  1.45416260e-02,\n",
              "       -1.59179688e-01, -8.37402344e-02,  1.65039062e-01,  1.58691406e-03,\n",
              "        3.09570312e-01,  3.16406250e-01,  7.38525391e-03,  2.41210938e-01,\n",
              "        4.90722656e-02, -9.86328125e-02,  2.90527344e-02,  1.49414062e-01,\n",
              "       -4.83398438e-02,  2.35595703e-01,  2.21191406e-01,  1.25488281e-01,\n",
              "       -1.38671875e-01,  1.54296875e-01,  7.18994141e-02,  1.29882812e-01,\n",
              "       -1.05712891e-01,  6.00585938e-02,  3.14697266e-01,  1.09619141e-01,\n",
              "        8.49609375e-02,  7.71484375e-02, -2.17285156e-02,  6.11572266e-02,\n",
              "       -1.89941406e-01,  2.07519531e-01, -1.63085938e-01,  1.13525391e-01,\n",
              "        2.01171875e-01,  6.06689453e-02,  1.27929688e-01, -3.11279297e-01,\n",
              "       -2.80151367e-01, -1.55883789e-01,  4.15039062e-02,  9.87854004e-02,\n",
              "        1.69555664e-01, -3.49121094e-02,  2.08496094e-01, -9.89990234e-02,\n",
              "        4.39453125e-03, -7.27539062e-02, -4.24804688e-02, -4.09179688e-01,\n",
              "       -2.76367188e-01,  1.64062500e-01, -5.57617188e-01, -2.02199936e-01,\n",
              "        2.12158203e-01, -9.81445312e-02,  2.30773926e-01,  2.75878906e-01,\n",
              "        1.68092728e-01, -4.50439453e-02,  1.71615601e-01, -3.77075195e-01,\n",
              "       -3.52478027e-03, -3.01513672e-01,  1.74224854e-01,  3.30078125e-01,\n",
              "        2.00683594e-01,  1.17736816e-01, -1.37695312e-01, -1.07421875e-01,\n",
              "        8.61816406e-02,  1.06445312e-01,  1.44531250e-01,  3.05175781e-03,\n",
              "        1.80664062e-02,  3.73535156e-02,  7.32421875e-03,  1.32812500e-01,\n",
              "        9.61914062e-02,  3.35998535e-01,  1.81152344e-01,  2.40905762e-01,\n",
              "       -8.49609375e-02, -1.10107422e-01,  2.11914062e-01,  5.85937500e-03,\n",
              "        1.62109375e-01, -4.15527344e-01,  1.39160156e-01,  1.01562500e-01,\n",
              "        1.44531250e-01, -1.09375000e-01,  4.88281250e-02,  6.15234375e-02,\n",
              "       -1.69921875e-01,  3.28369141e-02,  5.56640625e-02,  1.47460938e-01,\n",
              "       -2.24609375e-02, -2.73925781e-01, -2.81982422e-01, -1.39160156e-01,\n",
              "       -1.81884766e-01,  9.33532715e-02,  1.21093750e-01, -5.37109375e-03,\n",
              "       -1.87500000e-01,  3.05175781e-04,  5.52734375e-01, -9.71679688e-02,\n",
              "       -1.81640625e-01, -1.51855469e-01,  7.76367188e-02, -2.38281250e-01,\n",
              "       -2.63977051e-02,  2.25555420e-01, -3.02734375e-01,  1.34765625e-01,\n",
              "        3.23242188e-01,  1.25976562e-01,  3.51562500e-02, -2.04345703e-01,\n",
              "        2.96142578e-01,  1.03149414e-01, -4.76074219e-03,  1.69189453e-01,\n",
              "       -3.50585938e-01,  2.46887207e-02, -3.90502930e-01, -2.70507812e-01,\n",
              "        1.85241699e-02,  1.04492188e-01,  2.84179688e-01,  1.35009766e-01,\n",
              "       -5.95703125e-02,  1.88232422e-01,  8.88214111e-02,  3.24707031e-02,\n",
              "       -8.98437500e-02,  5.45043945e-02,  5.65185547e-02,  1.56860352e-01,\n",
              "       -9.70458984e-03, -7.08007812e-02,  5.71289062e-02, -3.08837891e-01,\n",
              "       -1.91894531e-01,  4.83398438e-02,  5.22460938e-02, -1.59667969e-01,\n",
              "       -4.49218750e-02, -7.37304688e-02,  5.51757812e-02,  2.12402344e-01,\n",
              "        2.05322266e-01, -2.73437500e-02,  7.86132812e-02,  3.19091797e-01,\n",
              "       -1.56982422e-01, -3.92822266e-01,  4.00390625e-02,  9.93652344e-02,\n",
              "       -1.97372437e-02, -8.25195312e-02,  2.53906250e-02,  3.10668945e-02,\n",
              "       -3.63769531e-02,  1.48925781e-02,  2.20703125e-01, -5.98144531e-02,\n",
              "        6.15234375e-02, -7.14111328e-02, -4.00390625e-02, -1.03515625e-01,\n",
              "        9.22851562e-02,  2.71789551e-01, -2.30224609e-01, -2.62695312e-01,\n",
              "       -5.61523438e-01,  1.38549805e-02,  1.09863281e-01,  7.22656250e-02,\n",
              "        4.58984375e-02, -3.31802368e-02, -8.03833008e-02, -6.10351562e-03,\n",
              "        2.09960938e-01, -3.86840820e-01,  1.44645691e-01,  8.05664062e-02,\n",
              "        2.96264648e-01, -1.17187500e-02, -2.34680176e-01,  1.32019043e-01,\n",
              "        2.53906250e-01, -2.46826172e-01,  1.03759766e-01,  1.14013672e-01,\n",
              "        1.71875000e-01, -5.61523438e-03,  2.05078125e-01,  6.34765625e-02,\n",
              "       -4.51293945e-01, -2.26562500e-01, -1.03027344e-01, -1.31469727e-01,\n",
              "        3.75976562e-02,  2.70996094e-01, -2.39257812e-01,  3.80859375e-02,\n",
              "       -3.90625000e-02, -9.42382812e-02,  8.30078125e-03,  7.03125000e-02,\n",
              "        2.75390625e-01,  3.31542969e-01, -1.07421875e-02,  3.72192383e-01,\n",
              "       -1.24511719e-01,  1.94335938e-01, -1.35620117e-01, -3.09570312e-01,\n",
              "       -2.36328125e-01, -1.26953125e-02, -2.76855469e-01,  1.57714844e-01,\n",
              "        3.07617188e-01, -2.32910156e-01,  3.25439453e-01,  1.36718750e-02,\n",
              "        1.99462891e-01, -2.61840820e-02, -8.08105469e-02, -7.50732422e-02,\n",
              "       -4.11109924e-02,  1.95556641e-01, -5.64270020e-02, -2.79296875e-01,\n",
              "       -2.75390625e-01, -4.04296875e-01, -1.75781250e-02, -5.85937500e-03,\n",
              "       -7.71484375e-02,  1.33789062e-01,  2.36816406e-01,  2.01538086e-01],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wv.most_similar(vec)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pKADMmlwdhRQ",
        "outputId": "57defd8b-0e45-4635-f518-9741652669c0"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('king', 0.8449392318725586),\n",
              " ('queen', 0.7300517559051514),\n",
              " ('monarch', 0.645466148853302),\n",
              " ('princess', 0.6156251430511475),\n",
              " ('crown_prince', 0.5818676352500916),\n",
              " ('prince', 0.5777117609977722),\n",
              " ('kings', 0.5613663792610168),\n",
              " ('sultan', 0.5376775860786438),\n",
              " ('Queen_Consort', 0.5344247817993164),\n",
              " ('queens', 0.5289887189865112)]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "BM2rPtWrjjyF"
      },
      "execution_count": 16,
      "outputs": []
    }
  ]
}