ORE-private-repo / 7.3 Evaluation of Constraint extraction from tables / All analysis related to table extraction, 7.3, 7.3.1, 7.3.2.ipynb
All analysis related to table extraction, 7.3, 7.3.1, 7.3.2.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dd48095a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e907dbb2",
   "metadata": {},
   "source": [
    "### 7.3 Fig 23 Precision"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84114299",
   "metadata": {},
   "source": [
    "This figure is built based on values highlighted in orange, under 'Overall Precision from all the tables types in each Companion specification' column in the uploaded 7.3 Precision Analysis excel file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d8d6c689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "specs= [\"Amendments\", \"Analyser Devices\", \"AutoID\",\"Basic Buildng Blocks\",\"CNC\", \"Commercial Kitchen Equipment\",\"CSP+4M\",\"Devices\",\n",
    "       \"Extrusion\",\"FDT\",\"IEC61850\",\"injection Moulding\",\"IOLink\",\"MachineTools\",\"Machine Vision\",\"MDIS\",\"MT Connect\",\"PLC\",\"Powerlink\",\n",
    "       \"PADIM\",\"ProfitEnergy\", \"Profitnet\",\"Robotics\",\"Serco Devices\",\"Serialization Model\",\"Tobacco Machines\",\"Weighing Technology\",\"PackML\"]\n",
    "values = [1,1,0.94,0.91,0.6,1,0.88,0.61,1,0.9,0.98,0.88,0.71,0.58,0.97,0.96,1,0.93,0.57,0.82,0.85,0.87,0.9,0.82,0.8,1,0.93,0.98]\n",
    "y = np.array(values)\n",
    "plt.figure(figsize=(16,10))\n",
    "font = {'size' : 24} # Change font size here\n",
    "plt.rc('font', **font)\n",
    "\n",
    "plt.bar(specs,values)\n",
    "plt.xlabel('Companion Specification')\n",
    "plt.ylabel('Precision')\n",
    "plt.xticks(rotation='vertical')\n",
    "for i in range(len(specs)):\n",
    "        plt.text(i,y[i]+0.01,y[i], ha = 'center',fontsize=14)\n",
    "plt.savefig(\"precision_extraction.png\",bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3247c74a",
   "metadata": {},
   "source": [
    "## 7.3.1 Table extraction and categorization\n",
    "\n",
    "### Fig 24. Recall Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aec10105",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Specification = ['Amendments','Analyser Devices','AutoID','Basic Building Blocks','CNC',\n",
    "     'Commercial Kitchen Equipment','CSP+4M','Devices','Extrusion','FDT','IEC61850',\n",
    "     'Injection Moulding','IOLink','MachineTools','Machine Vision','MDIS','MT Connect',\n",
    "     'PLC','Powerlink','PADIM','ProfiEnergy','Profinet','Robotics','Serco Devices',\n",
    "     'Serialization Model','Tobacco Machines','Weighing Technology', 'PackML']\n",
    "Y = [4,108,107,10,29,63,10,35,6,28,390,9,35,90,140,52,299,17,36,40,45,81,45,10,61,143,134,67] # Overall target tables present after manual counting\n",
    "Z = [2,30,76,11,21,66,8,35,5,27,107,8,48,59,147,43,60,27,12,32,29,86,65,9,37,122,128,70] #Overall Correctly extracted target tables\n",
    "\n",
    "plt.figure(figsize=(16,10))\n",
    "font = {'size' : 24} # Change font size here\n",
    "plt.rc('font', **font)\n",
    "\n",
    "X_axis = np.arange(len(Specification))\n",
    "\n",
    "plt.bar(X_axis - 0.2, Y, 0.4, label = 'overall present tables')\n",
    "plt.bar(X_axis + 0.2, Z, 0.4, label = 'correctly extracted tables')\n",
    "  \n",
    "plt.xticks(X_axis, Specification, rotation = 'vertical')\n",
    "plt.xlabel(\"Companion Specification\")\n",
    "plt.ylabel(\"number of tables\")\n",
    "plt.legend()\n",
    "plt.savefig(\"recall_extraction.png\",bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "536b485d",
   "metadata": {},
   "source": [
    "### 7.3.2 Error Analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fbf86ce3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Companion Specification</th>\n",
       "      <th>Error 1</th>\n",
       "      <th>Error 2</th>\n",
       "      <th>Error 3</th>\n",
       "      <th>Error 4</th>\n",
       "      <th>Error 5</th>\n",
       "      <th>Error 6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amendments</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Analyser Devices</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AutoID</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Basic Building Blocks</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CNC</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Companion Specification  Error 1   Error 2   Error 3  Error 4  Error 5  \\\n",
       "0              Amendments         1         0        0        0        1   \n",
       "1        Analyser Devices         1         1        1        1        0   \n",
       "2                  AutoID         1         1        0        1        0   \n",
       "3   Basic Building Blocks         0         0        0        1        0   \n",
       "4                     CNC         0         1        0        1        0   \n",
       "\n",
       "   Error 6   \n",
       "0         0  \n",
       "1         1  \n",
       "2         1  \n",
       "3         0  \n",
       "4         0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "errors = pd.read_excel('7.3.2 Error Analysis.xlsx')\n",
    "errors.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04ca6752",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "errors.set_index(['Companion Specification'],inplace=True)\n",
    "errors = errors.T\n",
    "plt.figure(figsize=(16,10))\n",
    "font = {'size' : 24} # Change font size here\n",
    "plt.rc('font', **font)\n",
    "colors = ('#F7F6F7', '#1F77B4')\n",
    "plt.yticks(rotation=0) \n",
    "cmap = LinearSegmentedColormap.from_list('Custom', colors, len(colors))\n",
    "ax = sns.heatmap(errors, annot=False, linewidths=1,cmap=cmap, square=True,cbar_kws={'ticks':[0, 1],'shrink': .25},linecolor='white')\n",
    "cbar = ax.collections[0].colorbar\n",
    "cbar.set_ticklabels(['not present', 'present'])\n",
    "plt.savefig(\"errors_extraction.png\",bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "55ab6ff4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}