Boxplots.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Honours_boxplots",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "ecdSJDSxz8zq",
        "colab_type": "code",
        "outputId": "2a03309e-d36f-459d-f209-59934ff1ca0b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "#Sentiment Analysis three class\n",
        "\n",
        "\n",
        "\n",
        "#only over-sampling\n",
        "data1={'LEXICON_BASED':[57,51,54],'BOW':[54,54,49],'TF-IDF':[55,55,54]}\n",
        "data2={'Word2vec':[59,62,61],'GloVe':[58,61,61],'FastText':[63,65,63],'Meta-Embeddings':[61,65,63]}\n",
        "data3={'Skip-Thought':[58,57,57],'BERT':[67,67,67],'ELMo':[63,64,63]}\n",
        "\n",
        "# data=data1+data2+data3\n",
        "data2.update(data1)\n",
        "data3.update(data2)\n",
        "df=pd.DataFrame(data3)\n",
        "# print(\"Sentiment Analysis Box-plot\")\n",
        "# boxplot1=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18)\n",
        "# plt.figtext(.5,.9,'Sentiment Analysis Box-plot', fontsize=50, ha='center')\n",
        "\n",
        "\n",
        "boxprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "medianprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "bp=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18,\n",
        "              showfliers=True, showmeans=True,\n",
        "              boxprops=boxprops, medianprops=medianprops,\n",
        "              return_type='dict')\n",
        "\n",
        "plt.ylabel(\"F1-Score\",fontsize=20)\n",
        "plt.suptitle('Sentiment Analysis(Three Class) Box-plot', fontsize=40)\n",
        "\n",
        "\n",
        "plt.savefig(\"sentiment_3class.png\")\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ihbohMIHHt3K",
        "colab_type": "code",
        "outputId": "93178e70-c1a3-4aa5-ae68-e0d91de5321c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "#only over-sampling\n",
        "data1={'LEXICON_BASED':[72,60,68],'BOW':[75,73,74],'TF-IDF':[74,72,73]}\n",
        "data2={'Word2vec':[83,85,84],'GloVe':[86,87,87],'FastText':[86,85,86],'Meta-Embeddings':[83,86,86]}\n",
        "data3={'Skip-Thought':[78,79,24],'BERT':[88,88,88],'ELMo':[84,83,84]}\n",
        "\n",
        "data2.update(data1)\n",
        "data3.update(data2)\n",
        "df=pd.DataFrame(data3)\n",
        "# boxplot1=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False)\n",
        "\n",
        "boxprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "medianprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "bp=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18,\n",
        "              showfliers=True, showmeans=True,\n",
        "              boxprops=boxprops, medianprops=medianprops,\n",
        "              return_type='dict')\n",
        "\n",
        "plt.ylabel(\"F1-Score\",fontsize=20)\n",
        "plt.suptitle('Sentiment Analysis(Two Class) Box-plot', fontsize=40)\n",
        "\n",
        "plt.savefig(\"sentiment_2class.png\")\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nFaA186v4TXh",
        "colab_type": "code",
        "outputId": "c376696c-4fc0-460a-9a57-4b77131b8087",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "#Emotion \n",
        "\n",
        "#Only over-sampling\n",
        "data1={'LEXICON_BASED':[30,31,31],'BOW':[32,31,32],'TF-IDF':[32,33,34]}\n",
        "data2={'Word2vec':[33,39,42],'GloVe':[30,35,40],'FastText':[36,43,44],'Meta-Embeddings':[34,42,42]}\n",
        "data3={'Skip-Thought':[35,36,36],'BERT':[33,37,38],'ELMo':[41,44,44]}\n",
        "\n",
        "data2.update(data1)\n",
        "data3.update(data2)\n",
        "df=pd.DataFrame(data3)\n",
        "# boxplot1=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False)\n",
        "\n",
        "boxprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "medianprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "bp=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18,\n",
        "              showfliers=True, showmeans=True,\n",
        "              boxprops=boxprops, medianprops=medianprops,\n",
        "              return_type='dict')\n",
        "\n",
        "plt.ylabel(\"F1-Score\",fontsize=20)\n",
        "plt.suptitle('Emotion Identification(five class) Box-plot', fontsize=40)\n",
        "plt.savefig('emotion_five.png')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eUSupVzHObOy",
        "colab_type": "code",
        "outputId": "cff9645d-01f4-4717-a6e7-2b2b21d9eb3a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "#Emotion \n",
        "\n",
        "\n",
        "#Only over-sampling\n",
        "data1={'LEXICON_BASED':[39,40,40],'BOW':[42,40,42],'TF-IDF':[43,41,43]}\n",
        "data2={'Word2vec':[52,52,54],'GloVe':[45,51,51],'FastText':[51,55,55],'Meta-Embeddings':[49,54,57]}\n",
        "data3={'Skip-Thought':[52,47,48],'BERT':[41,44,44],'ELMo':[57,57,59]}\n",
        "\n",
        "data2.update(data1)\n",
        "data3.update(data2)\n",
        "df=pd.DataFrame(data3)\n",
        "# boxplot1=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False)\n",
        "\n",
        "boxprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "medianprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "bp=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18,\n",
        "              showfliers=True, showmeans=True,\n",
        "              boxprops=boxprops, medianprops=medianprops,\n",
        "              return_type='dict')\n",
        "\n",
        "plt.ylabel(\"F1-Score\",fontsize=20)\n",
        "plt.suptitle('Emotion Identification(four class) Box-plot', fontsize=40)\n",
        "plt.savefig('emotion_four.png')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "okvANOH74oZ5",
        "colab_type": "code",
        "outputId": "ce389992-d892-4ddd-83e6-77a064edd7a6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "#Hatespeech\n",
        "\n",
        "\n",
        "#Only over-sampling\n",
        "data1={'LEXICON_BASED':[56,58,58],'BOW':[50,51,49],'TF-IDF':[50,51,49]}\n",
        "data2={'Word2vec':[54,57,58],'GloVe':[51,60,62],'FastText':[54,59,62],'Meta-Embeddings':[53,60,63]}\n",
        "data3={'Skip-Thought':[58,61,56],'BERT':[53,55,54],'ELMo':[61,64,64]}\n",
        "# data=data1+data2+data3\n",
        "data2.update(data1)\n",
        "data3.update(data2)\n",
        "df=pd.DataFrame(data3)\n",
        "\n",
        "# boxplot1=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False)\n",
        "boxprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "medianprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "bp=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18,\n",
        "              showfliers=True, showmeans=True,\n",
        "              boxprops=boxprops, medianprops=medianprops,\n",
        "              return_type='dict')\n",
        "\n",
        "plt.ylabel(\"F1-Score\",fontsize=20)\n",
        "plt.suptitle('HateSpeech Results Box-plot', fontsize=40)\n",
        "plt.savefig('hatespeech.png')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1a2oY-Fo2HXx",
        "colab_type": "code",
        "outputId": "0f6f6b44-70a6-4310-83ed-b9d3dc9eea77",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "#Sarcasm\n",
        "\n",
        "#Only over-sampling\n",
        "data61={'BOW':[48,49,47],'TF-IDF':[49,51,50],'Skip-Thought':[53,54,54],\n",
        "        'Word2vec':[44,52,52],'GloVe':[41,53,52],'FastText':[42,52,53],'Meta-Embeddings':[42,50,53],\n",
        "        'BERT':[50,52,53],'ELMo':[58,60,58]}\n",
        "\n",
        "df=pd.DataFrame(data61)\n",
        "\n",
        "# boxplot1=df.boxplot(column=['LEXICON_BASED','BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False)\n",
        "boxprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "medianprops = dict(linestyle='-', linewidth=3, color='k')\n",
        "bp=df.boxplot(column=['BOW','TF-IDF','Word2vec','GloVe','FastText','Meta-Embeddings','Skip-Thought','BERT','ELMo'],grid=False,rot=45,figsize=(20,15),fontsize=18,\n",
        "              showfliers=True, showmeans=True,\n",
        "              boxprops=boxprops, medianprops=medianprops,\n",
        "              return_type='dict')\n",
        "\n",
        "plt.ylabel(\"F1-Score\",fontsize=20)\n",
        "plt.suptitle('Sarcasm Results Box-plot', fontsize=40)\n",
        "plt.savefig('sarcasm.png')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}