KGNET_v0.0_NC.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "09df9421",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/hussein/anaconda3/envs/ogb/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.25.2\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n",
      "/home/hussein/anaconda3/envs/ogb/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "WARNING:root:The OGB package is out of date. Your version is 1.3.5, while the latest version is 1.3.6.\n"
     ]
    }
   ],
   "source": [
    "from KGNET import KGNET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bbc44719",
   "metadata": {},
   "outputs": [],
   "source": [
    "kgnet=KGNET(KG_endpointUrl='http://206.12.98.118:8890/sparql',KG_NamedGraph_IRI='https://dblp2022.org',KG_Prefix='dblp2022')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d68e814f",
   "metadata": {},
   "source": [
    "## visualize graph schema"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c5c1fd0f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n",
      "nx.html\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"300px\"\n",
       "            src=\"nx.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f6c78a41d60>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "types_df=kgnet.getKGNodeEdgeTypes(write_to_file=True,prefix='dblp2022')\n",
    "types_df=types_df[(~types_df[\"object\"].str.endswith(\"_Obj\")) | (types_df[\"object\"].str.endswith(\"publishedIn_Obj\"))]\n",
    "g=kgnet.visualizeKG(types_df,Notebook=True,\n",
    "                    width=\"100%\",height=\"300px\")\n",
    "g.show('nx.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00704c2c",
   "metadata": {},
   "source": [
    "## Training Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "374fe9df",
   "metadata": {},
   "outputs": [],
   "source": [
    "taskId,modelId,trainMetadata=kgnet.train_GML(operatorType=KGNET.GML_Operator_Types.NodeClassification,\n",
    "                                             GNNMethod=KGNET.GNN_Methods.RGCN,\n",
    "                                             targetNodeType=\"dblp2022:Publication\",labelNodeType=\"dblp2022:publishedIn_Obj\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dc3509b",
   "metadata": {},
   "source": [
    "### Query task Info from KGMeta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7a1336b6",
   "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>property</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Task ID</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Task Name</td>\n",
       "      <td>NodeClassifier&gt;dblp2022&gt;dblp2022:Publication&gt;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Task Type</td>\n",
       "      <td>kgnet:type/nodeClassification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KG name</td>\n",
       "      <td>dblp2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KG description</td>\n",
       "      <td>Subgraph of dblp 2022-03 KG that contains only...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Target Edge</td>\n",
       "      <td>https://dblp.org/rdf/schema#publishedIn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Target Node Type</td>\n",
       "      <td>dblp2022:Publication</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Date Created</td>\n",
       "      <td>19/08/2023, 14:46:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td># Trained Models</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           property                                              Value\n",
       "0           Task ID                                                 25\n",
       "1         Task Name  NodeClassifier>dblp2022>dblp2022:Publication>d...\n",
       "2         Task Type                      kgnet:type/nodeClassification\n",
       "3           KG name                                           dblp2022\n",
       "4    KG description  Subgraph of dblp 2022-03 KG that contains only...\n",
       "5       Target Edge            https://dblp.org/rdf/schema#publishedIn\n",
       "6  Target Node Type                               dblp2022:Publication\n",
       "7      Date Created                               19/08/2023, 14:46:30\n",
       "8  # Trained Models                                                 20"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kgnet.KGMeta_Governer.getGMLTaskBasicInfoByID(taskId)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50eb88b8",
   "metadata": {},
   "source": [
    "### Query Task Trained Models Info from KGMeta\n",
    "<li> The green color indicates the best model to choose.</li>\n",
    "<li> The orange color indicates the model selected by KGNET Inference query optimizer which balance between infernce time and model accuracy. </li>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5a52a8fe",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table id=\"T_802e1\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_802e1_level0_col0\" class=\"col_heading level0 col0\" >Property</th>\n",
       "      <th id=\"T_802e1_level0_col1\" class=\"col_heading level0 col1\" >Model ID</th>\n",
       "      <th id=\"T_802e1_level0_col2\" class=\"col_heading level0 col2\" >GNN Method</th>\n",
       "      <th id=\"T_802e1_level0_col3\" class=\"col_heading level0 col3\" >Training Memory GB.</th>\n",
       "      <th id=\"T_802e1_level0_col4\" class=\"col_heading level0 col4\" >Training Time Sec.</th>\n",
       "      <th id=\"T_802e1_level0_col5\" class=\"col_heading level0 col5\" >Test Acc Score</th>\n",
       "      <th id=\"T_802e1_level0_col6\" class=\"col_heading level0 col6\" >Inference Time</th>\n",
       "      <th id=\"T_802e1_level0_col7\" class=\"col_heading level0 col7\" >Date Created</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_802e1_row0_col0\" class=\"data row0 col0\" >Model #1</td>\n",
       "      <td id=\"T_802e1_row0_col1\" class=\"data row0 col1\" >109</td>\n",
       "      <td id=\"T_802e1_row0_col2\" class=\"data row0 col2\" >RGCN</td>\n",
       "      <td id=\"T_802e1_row0_col3\" class=\"data row0 col3\" >0.956001</td>\n",
       "      <td id=\"T_802e1_row0_col4\" class=\"data row0 col4\" >38.150000</td>\n",
       "      <td id=\"T_802e1_row0_col5\" class=\"data row0 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row0_col6\" class=\"data row0 col6\" >51</td>\n",
       "      <td id=\"T_802e1_row0_col7\" class=\"data row0 col7\" >28/08/2023, 22:12:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_802e1_row1_col0\" class=\"data row1 col0\" >Model #2</td>\n",
       "      <td id=\"T_802e1_row1_col1\" class=\"data row1 col1\" >110</td>\n",
       "      <td id=\"T_802e1_row1_col2\" class=\"data row1 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row1_col3\" class=\"data row1 col3\" >1.533730</td>\n",
       "      <td id=\"T_802e1_row1_col4\" class=\"data row1 col4\" >352.210000</td>\n",
       "      <td id=\"T_802e1_row1_col5\" class=\"data row1 col5\" >31</td>\n",
       "      <td id=\"T_802e1_row1_col6\" class=\"data row1 col6\" >15</td>\n",
       "      <td id=\"T_802e1_row1_col7\" class=\"data row1 col7\" >29/08/2023, 05:14:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_802e1_row2_col0\" class=\"data row2 col0\" >Model #3</td>\n",
       "      <td id=\"T_802e1_row2_col1\" class=\"data row2 col1\" >83</td>\n",
       "      <td id=\"T_802e1_row2_col2\" class=\"data row2 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row2_col3\" class=\"data row2 col3\" >0.927505</td>\n",
       "      <td id=\"T_802e1_row2_col4\" class=\"data row2 col4\" >538.690000</td>\n",
       "      <td id=\"T_802e1_row2_col5\" class=\"data row2 col5\" >94</td>\n",
       "      <td id=\"T_802e1_row2_col6\" class=\"data row2 col6\" >108</td>\n",
       "      <td id=\"T_802e1_row2_col7\" class=\"data row2 col7\" >21/08/2023, 15:38:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_802e1_row3_col0\" class=\"data row3 col0\" >Model #4</td>\n",
       "      <td id=\"T_802e1_row3_col1\" class=\"data row3 col1\" >85</td>\n",
       "      <td id=\"T_802e1_row3_col2\" class=\"data row3 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row3_col3\" class=\"data row3 col3\" >1.025944</td>\n",
       "      <td id=\"T_802e1_row3_col4\" class=\"data row3 col4\" >379.460000</td>\n",
       "      <td id=\"T_802e1_row3_col5\" class=\"data row3 col5\" >72</td>\n",
       "      <td id=\"T_802e1_row3_col6\" class=\"data row3 col6\" >13</td>\n",
       "      <td id=\"T_802e1_row3_col7\" class=\"data row3 col7\" >21/08/2023, 15:57:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_802e1_row4_col0\" class=\"data row4 col0\" >Model #5</td>\n",
       "      <td id=\"T_802e1_row4_col1\" class=\"data row4 col1\" >106</td>\n",
       "      <td id=\"T_802e1_row4_col2\" class=\"data row4 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row4_col3\" class=\"data row4 col3\" >5.585407</td>\n",
       "      <td id=\"T_802e1_row4_col4\" class=\"data row4 col4\" >371.450000</td>\n",
       "      <td id=\"T_802e1_row4_col5\" class=\"data row4 col5\" >29</td>\n",
       "      <td id=\"T_802e1_row4_col6\" class=\"data row4 col6\" >16</td>\n",
       "      <td id=\"T_802e1_row4_col7\" class=\"data row4 col7\" >25/08/2023, 16:18:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_802e1_row5_col0\" class=\"data row5 col0\" >Model #6</td>\n",
       "      <td id=\"T_802e1_row5_col1\" class=\"data row5 col1\" >113</td>\n",
       "      <td id=\"T_802e1_row5_col2\" class=\"data row5 col2\" >RGCN</td>\n",
       "      <td id=\"T_802e1_row5_col3\" class=\"data row5 col3\" >1.084667</td>\n",
       "      <td id=\"T_802e1_row5_col4\" class=\"data row5 col4\" >43.370000</td>\n",
       "      <td id=\"T_802e1_row5_col5\" class=\"data row5 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_802e1_row5_col7\" class=\"data row5 col7\" >29/08/2023, 13:41:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_802e1_row6_col0\" class=\"data row6 col0\" >Model #7</td>\n",
       "      <td id=\"T_802e1_row6_col1\" class=\"data row6 col1\" >82</td>\n",
       "      <td id=\"T_802e1_row6_col2\" class=\"data row6 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row6_col3\" class=\"data row6 col3\" >1.054363</td>\n",
       "      <td id=\"T_802e1_row6_col4\" class=\"data row6 col4\" >516.560000</td>\n",
       "      <td id=\"T_802e1_row6_col5\" class=\"data row6 col5\" >93</td>\n",
       "      <td id=\"T_802e1_row6_col6\" class=\"data row6 col6\" >18</td>\n",
       "      <td id=\"T_802e1_row6_col7\" class=\"data row6 col7\" >21/08/2023, 14:29:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_802e1_row7_col0\" class=\"data row7 col0\" >Model #8</td>\n",
       "      <td id=\"T_802e1_row7_col1\" class=\"data row7 col1\" >91</td>\n",
       "      <td id=\"T_802e1_row7_col2\" class=\"data row7 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row7_col3\" class=\"data row7 col3\" >0.995323</td>\n",
       "      <td id=\"T_802e1_row7_col4\" class=\"data row7 col4\" >285.370000</td>\n",
       "      <td id=\"T_802e1_row7_col5\" class=\"data row7 col5\" >72</td>\n",
       "      <td id=\"T_802e1_row7_col6\" class=\"data row7 col6\" >12</td>\n",
       "      <td id=\"T_802e1_row7_col7\" class=\"data row7 col7\" >21/08/2023, 18:49:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_802e1_row8_col0\" class=\"data row8 col0\" >Model #9</td>\n",
       "      <td id=\"T_802e1_row8_col1\" class=\"data row8 col1\" >96</td>\n",
       "      <td id=\"T_802e1_row8_col2\" class=\"data row8 col2\" >ShaDowSAINT</td>\n",
       "      <td id=\"T_802e1_row8_col3\" class=\"data row8 col3\" >5.985710</td>\n",
       "      <td id=\"T_802e1_row8_col4\" class=\"data row8 col4\" >462.340000</td>\n",
       "      <td id=\"T_802e1_row8_col5\" class=\"data row8 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row8_col6\" class=\"data row8 col6\" >19</td>\n",
       "      <td id=\"T_802e1_row8_col7\" class=\"data row8 col7\" >23/08/2023, 17:59:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_802e1_row9_col0\" class=\"data row9 col0\" >Model #10</td>\n",
       "      <td id=\"T_802e1_row9_col1\" class=\"data row9 col1\" >98</td>\n",
       "      <td id=\"T_802e1_row9_col2\" class=\"data row9 col2\" >RGCN</td>\n",
       "      <td id=\"T_802e1_row9_col3\" class=\"data row9 col3\" >2.652660</td>\n",
       "      <td id=\"T_802e1_row9_col4\" class=\"data row9 col4\" >27.270000</td>\n",
       "      <td id=\"T_802e1_row9_col5\" class=\"data row9 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row9_col6\" class=\"data row9 col6\" >20</td>\n",
       "      <td id=\"T_802e1_row9_col7\" class=\"data row9 col7\" >23/08/2023, 21:17:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_802e1_row10_col0\" class=\"data row10 col0\" >Model #11</td>\n",
       "      <td id=\"T_802e1_row10_col1\" class=\"data row10 col1\" >77</td>\n",
       "      <td id=\"T_802e1_row10_col2\" class=\"data row10 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row10_col3\" class=\"data row10 col3\" >0.991444</td>\n",
       "      <td id=\"T_802e1_row10_col4\" class=\"data row10 col4\" >471.590000</td>\n",
       "      <td id=\"T_802e1_row10_col5\" class=\"data row10 col5\" >81</td>\n",
       "      <td id=\"T_802e1_row10_col6\" class=\"data row10 col6\" >12</td>\n",
       "      <td id=\"T_802e1_row10_col7\" class=\"data row10 col7\" >19/08/2023, 14:46:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_802e1_row11_col0\" class=\"data row11 col0\" >Model #12</td>\n",
       "      <td id=\"T_802e1_row11_col1\" class=\"data row11 col1\" >107</td>\n",
       "      <td id=\"T_802e1_row11_col2\" class=\"data row11 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row11_col3\" class=\"data row11 col3\" >3.615955</td>\n",
       "      <td id=\"T_802e1_row11_col4\" class=\"data row11 col4\" >588.880000</td>\n",
       "      <td id=\"T_802e1_row11_col5\" class=\"data row11 col5\" >94</td>\n",
       "      <td id=\"T_802e1_row11_col6\" class=\"data row11 col6\" >17</td>\n",
       "      <td id=\"T_802e1_row11_col7\" class=\"data row11 col7\" >25/08/2023, 12:47:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_802e1_row12_col0\" class=\"data row12 col0\" >Model #13</td>\n",
       "      <td id=\"T_802e1_row12_col1\" class=\"data row12 col1\" >99</td>\n",
       "      <td id=\"T_802e1_row12_col2\" class=\"data row12 col2\" >RGCN</td>\n",
       "      <td id=\"T_802e1_row12_col3\" class=\"data row12 col3\" >0.963436</td>\n",
       "      <td id=\"T_802e1_row12_col4\" class=\"data row12 col4\" >45.160000</td>\n",
       "      <td id=\"T_802e1_row12_col5\" class=\"data row12 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row12_col6\" class=\"data row12 col6\" >15</td>\n",
       "      <td id=\"T_802e1_row12_col7\" class=\"data row12 col7\" >24/08/2023, 14:29:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_802e1_row13_col0\" class=\"data row13 col0\" >Model #14</td>\n",
       "      <td id=\"T_802e1_row13_col1\" class=\"data row13 col1\" >101</td>\n",
       "      <td id=\"T_802e1_row13_col2\" class=\"data row13 col2\" >RGCN</td>\n",
       "      <td id=\"T_802e1_row13_col3\" class=\"data row13 col3\" >1.417477</td>\n",
       "      <td id=\"T_802e1_row13_col4\" class=\"data row13 col4\" >202.430000</td>\n",
       "      <td id=\"T_802e1_row13_col5\" class=\"data row13 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row13_col6\" class=\"data row13 col6\" >20</td>\n",
       "      <td id=\"T_802e1_row13_col7\" class=\"data row13 col7\" >24/08/2023, 19:09:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_802e1_row14_col0\" class=\"data row14 col0\" >Model #15</td>\n",
       "      <td id=\"T_802e1_row14_col1\" class=\"data row14 col1\" >102</td>\n",
       "      <td id=\"T_802e1_row14_col2\" class=\"data row14 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row14_col3\" class=\"data row14 col3\" >10.454605</td>\n",
       "      <td id=\"T_802e1_row14_col4\" class=\"data row14 col4\" >325.740000</td>\n",
       "      <td id=\"T_802e1_row14_col5\" class=\"data row14 col5\" >36</td>\n",
       "      <td id=\"T_802e1_row14_col6\" class=\"data row14 col6\" >14</td>\n",
       "      <td id=\"T_802e1_row14_col7\" class=\"data row14 col7\" >24/08/2023, 21:47:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_802e1_row15_col0\" class=\"data row15 col0\" >Model #16</td>\n",
       "      <td id=\"T_802e1_row15_col1\" class=\"data row15 col1\" >94</td>\n",
       "      <td id=\"T_802e1_row15_col2\" class=\"data row15 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row15_col3\" class=\"data row15 col3\" >1.219990</td>\n",
       "      <td id=\"T_802e1_row15_col4\" class=\"data row15 col4\" >784.470000</td>\n",
       "      <td id=\"T_802e1_row15_col5\" class=\"data row15 col5\" >98</td>\n",
       "      <td id=\"T_802e1_row15_col6\" class=\"data row15 col6\" >22</td>\n",
       "      <td id=\"T_802e1_row15_col7\" class=\"data row15 col7\" >23/08/2023, 13:47:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_802e1_row16_col0\" class=\"data row16 col0\" >Model #17</td>\n",
       "      <td id=\"T_802e1_row16_col1\" class=\"data row16 col1\" >95</td>\n",
       "      <td id=\"T_802e1_row16_col2\" class=\"data row16 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row16_col3\" class=\"data row16 col3\" >3.330479</td>\n",
       "      <td id=\"T_802e1_row16_col4\" class=\"data row16 col4\" >68.340000</td>\n",
       "      <td id=\"T_802e1_row16_col5\" class=\"data row16 col5\" >31</td>\n",
       "      <td id=\"T_802e1_row16_col6\" class=\"data row16 col6\" >31</td>\n",
       "      <td id=\"T_802e1_row16_col7\" class=\"data row16 col7\" >23/08/2023, 16:09:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_802e1_row17_col0\" class=\"data row17 col0\" >Model #18</td>\n",
       "      <td id=\"T_802e1_row17_col1\" class=\"data row17 col1\" >104</td>\n",
       "      <td id=\"T_802e1_row17_col2\" class=\"data row17 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row17_col3\" class=\"data row17 col3\" >1.545231</td>\n",
       "      <td id=\"T_802e1_row17_col4\" class=\"data row17 col4\" >400.080000</td>\n",
       "      <td id=\"T_802e1_row17_col5\" class=\"data row17 col5\" >27</td>\n",
       "      <td id=\"T_802e1_row17_col6\" class=\"data row17 col6\" >17</td>\n",
       "      <td id=\"T_802e1_row17_col7\" class=\"data row17 col7\" >25/08/2023, 15:48:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_802e1_row18_col0\" class=\"data row18 col0\" >Model #19</td>\n",
       "      <td id=\"T_802e1_row18_col1\" class=\"data row18 col1\" >97</td>\n",
       "      <td id=\"T_802e1_row18_col2\" class=\"data row18 col2\" >ShaDowSAINT</td>\n",
       "      <td id=\"T_802e1_row18_col3\" class=\"data row18 col3\" >5.961353</td>\n",
       "      <td id=\"T_802e1_row18_col4\" class=\"data row18 col4\" >1220.510000</td>\n",
       "      <td id=\"T_802e1_row18_col5\" class=\"data row18 col5\" >23</td>\n",
       "      <td id=\"T_802e1_row18_col6\" class=\"data row18 col6\" >22</td>\n",
       "      <td id=\"T_802e1_row18_col7\" class=\"data row18 col7\" >24/08/2023, 00:26:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_802e1_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_802e1_row19_col0\" class=\"data row19 col0\" >Model #20</td>\n",
       "      <td id=\"T_802e1_row19_col1\" class=\"data row19 col1\" >111</td>\n",
       "      <td id=\"T_802e1_row19_col2\" class=\"data row19 col2\" >G_SAINT</td>\n",
       "      <td id=\"T_802e1_row19_col3\" class=\"data row19 col3\" >6.206402</td>\n",
       "      <td id=\"T_802e1_row19_col4\" class=\"data row19 col4\" >431.140000</td>\n",
       "      <td id=\"T_802e1_row19_col5\" class=\"data row19 col5\" >94</td>\n",
       "      <td id=\"T_802e1_row19_col6\" class=\"data row19 col6\" >42</td>\n",
       "      <td id=\"T_802e1_row19_col7\" class=\"data row19 col7\" >28/08/2023, 22:24:38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f6c6ee66b20>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df,styler_df=kgnet.KGMeta_Governer.getGMLTaskModelsBasicInfoByID(taskId)\n",
    "styler_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfed117e",
   "metadata": {},
   "source": [
    "## Inference Pipeline\n",
    "write the SPARQL-ML inference query then execute it. KGNet will choose the model that match your task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "514548ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "            prefix dblp2022:<https://dblp.org/rdf/schema#>\n",
    "            prefix kgnet:<http://kgnet/>\n",
    "            select ?Publication ?Title ?dblp_Venue ?Pred_Venue\n",
    "            from <https://dblp2022.org>\n",
    "            where\n",
    "            {\n",
    "            ?Publication a dblp2022:Publication .\n",
    "            ?Publication ?NodeClassifier ?Pred_Venue .            \n",
    "            ?Publication  dblp2022:publishedIn ?dblp_Venue .\n",
    "            ?Publication  dblp2022:title ?Title .            \n",
    "            ?NodeClassifier a <kgnet:types/NodeClassifier>.\n",
    "            ?NodeClassifier <kgnet:targetNode> dblp2022:Publication.\n",
    "            ?NodeClassifier <kgnet:labelNode> dblp2022:publishedIn_Obj.\n",
    "            }\n",
    "            limit 100\n",
    "        \"\"\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "cb30d958",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The task selected model ID is: 94\n",
      "time= 0:00:16.175151\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "startT = datetime.datetime.now()\n",
    "res_df,inferenceQueryMetadata=kgnet.executeSPARQLMLInferenceQuery(query)\n",
    "print(\"The task selected model ID is:\",inferenceQueryMetadata[\"model_id\"])\n",
    "print('time=',datetime.datetime.now()-startT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "109a34a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table id=\"T_0901b\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_0901b_level0_col0\" class=\"col_heading level0 col0\" >Publication</th>\n",
       "      <th id=\"T_0901b_level0_col1\" class=\"col_heading level0 col1\" >Title</th>\n",
       "      <th id=\"T_0901b_level0_col2\" class=\"col_heading level0 col2\" >dblp_Venue</th>\n",
       "      <th id=\"T_0901b_level0_col3\" class=\"col_heading level0 col3\" >Pred_Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_0901b_row0_col0\" class=\"data row0 col0\" >\"https://dblp.org/rec/conf/ctrsa/Bultel22\"</td>\n",
       "      <td id=\"T_0901b_row0_col1\" class=\"data row0 col1\" >\"CCA Secure A Posteriori Openable Encryption in the Standard Model.\"</td>\n",
       "      <td id=\"T_0901b_row0_col2\" class=\"data row0 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row0_col3\" class=\"data row0 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_0901b_row1_col0\" class=\"data row1 col0\" >\"https://dblp.org/rec/conf/ctrsa/CaoSCCFW22\"</td>\n",
       "      <td id=\"T_0901b_row1_col1\" class=\"data row1 col1\" >\"Lattice-Based Fault Attacks on Deterministic Signature Schemes of ECDSA and EdDSA.\"</td>\n",
       "      <td id=\"T_0901b_row1_col2\" class=\"data row1 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row1_col3\" class=\"data row1 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_0901b_row2_col0\" class=\"data row2 col0\" >\"https://dblp.org/rec/conf/ctrsa/Chevallier-Mames22\"</td>\n",
       "      <td id=\"T_0901b_row2_col1\" class=\"data row2 col1\" >\"A Pairing-Free Signature Scheme from Correlation Intractable Hash Function and Strong Diffie-Hellman Assumption.\"</td>\n",
       "      <td id=\"T_0901b_row2_col2\" class=\"data row2 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row2_col3\" class=\"data row2 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_0901b_row3_col0\" class=\"data row3 col0\" >\"https://dblp.org/rec/conf/ctrsa/Chi-DominguezR22\"</td>\n",
       "      <td id=\"T_0901b_row3_col1\" class=\"data row3 col1\" >\"Fully Projective Radical Isogenies in Constant-Time.\"</td>\n",
       "      <td id=\"T_0901b_row3_col2\" class=\"data row3 col2\" >\"\"</td>\n",
       "      <td id=\"T_0901b_row3_col3\" class=\"data row3 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_0901b_row4_col0\" class=\"data row4 col0\" >\"https://dblp.org/rec/conf/ctrsa/CidIR22\"</td>\n",
       "      <td id=\"T_0901b_row4_col1\" class=\"data row4 col1\" >\"FASTA - A Stream Cipher for Fast FHE Evaluation.\"</td>\n",
       "      <td id=\"T_0901b_row4_col2\" class=\"data row4 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row4_col3\" class=\"data row4 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_0901b_row5_col0\" class=\"data row5 col0\" >\"https://dblp.org/rec/conf/ctrsa/CuiHWW22\"</td>\n",
       "      <td id=\"T_0901b_row5_col1\" class=\"data row5 col1\" >\"Integral Attacks on Pyjamask-96 and Round-Reduced Pyjamask-128.\"</td>\n",
       "      <td id=\"T_0901b_row5_col2\" class=\"data row5 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row5_col3\" class=\"data row5 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_0901b_row6_col0\" class=\"data row6 col0\" >\"https://dblp.org/rec/conf/ctrsa/FouotsaP22\"</td>\n",
       "      <td id=\"T_0901b_row6_col1\" class=\"data row6 col1\" >\"A New Adaptive Attack on SIDH.\"</td>\n",
       "      <td id=\"T_0901b_row6_col2\" class=\"data row6 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row6_col3\" class=\"data row6 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_0901b_row7_col0\" class=\"data row7 col0\" >\"https://dblp.org/rec/conf/ctrsa/Rosie22\"</td>\n",
       "      <td id=\"T_0901b_row7_col1\" class=\"data row7 col1\" >\"Adaptively Secure Laconic Function Evaluation for NC1.\"</td>\n",
       "      <td id=\"T_0901b_row7_col2\" class=\"data row7 col2\" >\"\"</td>\n",
       "      <td id=\"T_0901b_row7_col3\" class=\"data row7 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_0901b_row8_col0\" class=\"data row8 col0\" >\"https://dblp.org/rec/conf/ctrsa/WuX22\"</td>\n",
       "      <td id=\"T_0901b_row8_col1\" class=\"data row8 col1\" >\"More Accurate Geometric Analysis on the Impact of Successful Decryptions for IND-CCA Secure Ring/Mod-LWE/LWR Based Schemes.\"</td>\n",
       "      <td id=\"T_0901b_row8_col2\" class=\"data row8 col2\" >\"CT-RSA\"</td>\n",
       "      <td id=\"T_0901b_row8_col3\" class=\"data row8 col3\" >\"CT-RSA\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_0901b_row9_col0\" class=\"data row9 col0\" >\"https://dblp.org/rec/conf/padl/2022\"</td>\n",
       "      <td id=\"T_0901b_row9_col1\" class=\"data row9 col1\" >\"Practical Aspects of Declarative Languages - 24th International Symposium, PADL 2022, Philadelphia, PA, USA, January 17-18, 2022, Proceedings\"</td>\n",
       "      <td id=\"T_0901b_row9_col2\" class=\"data row9 col2\" >\"Lecture Notes in Computer Science\"</td>\n",
       "      <td id=\"T_0901b_row9_col3\" class=\"data row9 col3\" >\"Lecture Notes in Computer Science\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_0901b_row10_col0\" class=\"data row10 col0\" >\"https://dblp.org/rec/conf/padl/AriasCG22\"</td>\n",
       "      <td id=\"T_0901b_row10_col1\" class=\"data row10 col1\" >\"Towards Dynamic Consistency Checking in Goal-Directed Predicate Answer Set Programming.\"</td>\n",
       "      <td id=\"T_0901b_row10_col2\" class=\"data row10 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row10_col3\" class=\"data row10 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_0901b_row11_col0\" class=\"data row11 col0\" >\"https://dblp.org/rec/conf/padl/Balduccini22\"</td>\n",
       "      <td id=\"T_0901b_row11_col1\" class=\"data row11 col1\" >\"People, Ideas, and the Path Ahead.\"</td>\n",
       "      <td id=\"T_0901b_row11_col2\" class=\"data row11 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row11_col3\" class=\"data row11 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_0901b_row12_col0\" class=\"data row12 col0\" >\"https://dblp.org/rec/conf/padl/BellusciMR22\"</td>\n",
       "      <td id=\"T_0901b_row12_col1\" class=\"data row12 col1\" >\"Modelling the Outlier Detection Problem in ASP(Q).\"</td>\n",
       "      <td id=\"T_0901b_row12_col2\" class=\"data row12 col2\" >\"\"</td>\n",
       "      <td id=\"T_0901b_row12_col3\" class=\"data row12 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_0901b_row13_col0\" class=\"data row13 col0\" >\"https://dblp.org/rec/conf/padl/BistarelliMT22\"</td>\n",
       "      <td id=\"T_0901b_row13_col1\" class=\"data row13 col1\" >\"Timed Concurrent Language for Argumentation: An Interleaving Approach.\"</td>\n",
       "      <td id=\"T_0901b_row13_col2\" class=\"data row13 col2\" >\"\"</td>\n",
       "      <td id=\"T_0901b_row13_col3\" class=\"data row13 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_0901b_row14_col0\" class=\"data row14 col0\" >\"https://dblp.org/rec/conf/padl/BurghardtHG22\"</td>\n",
       "      <td id=\"T_0901b_row14_col1\" class=\"data row14 col1\" >\"Functional Programming on Top of SQL Engines.\"</td>\n",
       "      <td id=\"T_0901b_row14_col2\" class=\"data row14 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row14_col3\" class=\"data row14 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_0901b_row15_col0\" class=\"data row15 col0\" >\"https://dblp.org/rec/conf/padl/EvansFW22\"</td>\n",
       "      <td id=\"T_0901b_row15_col1\" class=\"data row15 col1\" >\"sf CircuitFlow: A Domain Specific Language for Dataflow Programming.\"</td>\n",
       "      <td id=\"T_0901b_row15_col2\" class=\"data row15 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row15_col3\" class=\"data row15 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_0901b_row16_col0\" class=\"data row16 col0\" >\"https://dblp.org/rec/conf/padl/FaberMC22\"</td>\n",
       "      <td id=\"T_0901b_row16_col1\" class=\"data row16 col1\" >\"Determining Action Reversibility in STRIPS Using Answer Set Programming with Quantifiers.\"</td>\n",
       "      <td id=\"T_0901b_row16_col2\" class=\"data row16 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row16_col3\" class=\"data row16 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_0901b_row17_col0\" class=\"data row17 col0\" >\"https://dblp.org/rec/conf/padl/FortiB22\"</td>\n",
       "      <td id=\"T_0901b_row17_col1\" class=\"data row17 col1\" >\"Green Application Placement in the Cloud-IoT Continuum.\"</td>\n",
       "      <td id=\"T_0901b_row17_col2\" class=\"data row17 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row17_col3\" class=\"data row17 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_0901b_row18_col0\" class=\"data row18 col0\" >\"https://dblp.org/rec/conf/padl/Janhunen22\"</td>\n",
       "      <td id=\"T_0901b_row18_col1\" class=\"data row18 col1\" >\"Implementing Stable-Unstable Semantics with ASPTOOLS and Clingo.\"</td>\n",
       "      <td id=\"T_0901b_row18_col2\" class=\"data row18 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row18_col3\" class=\"data row18 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_0901b_row19_col0\" class=\"data row19 col0\" >\"https://dblp.org/rec/conf/padl/RealeCLR22\"</td>\n",
       "      <td id=\"T_0901b_row19_col1\" class=\"data row19 col1\" >\"Smart Devices and Large Scale Reasoning via ASP: Tools and Applications.\"</td>\n",
       "      <td id=\"T_0901b_row19_col2\" class=\"data row19 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row19_col3\" class=\"data row19 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "      <td id=\"T_0901b_row20_col0\" class=\"data row20 col0\" >\"https://dblp.org/rec/conf/padl/Tajelipirbazari22\"</td>\n",
       "      <td id=\"T_0901b_row20_col1\" class=\"data row20 col1\" >\"Multi-agent Pick and Delivery with Capacities: Action Planning Vs Path Finding.\"</td>\n",
       "      <td id=\"T_0901b_row20_col2\" class=\"data row20 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row20_col3\" class=\"data row20 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "      <td id=\"T_0901b_row21_col0\" class=\"data row21 col0\" >\"https://dblp.org/rec/conf/padl/TardivoP22\"</td>\n",
       "      <td id=\"T_0901b_row21_col1\" class=\"data row21 col1\" >\"Parallel Declarative Solutions of Sequencing Problems Using Multi-valued Decision Diagrams and GPUs.\"</td>\n",
       "      <td id=\"T_0901b_row21_col2\" class=\"data row21 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row21_col3\" class=\"data row21 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "      <td id=\"T_0901b_row22_col0\" class=\"data row22 col0\" >\"https://dblp.org/rec/conf/padl/VaranasiASLBG22\"</td>\n",
       "      <td id=\"T_0901b_row22_col1\" class=\"data row22 col1\" >\"Modeling and Verification of Real-Time Systems with the Event Calculus and s(CASP).\"</td>\n",
       "      <td id=\"T_0901b_row22_col2\" class=\"data row22 col2\" >\"PADL\"</td>\n",
       "      <td id=\"T_0901b_row22_col3\" class=\"data row22 col3\" >\"PADL\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "      <td id=\"T_0901b_row23_col0\" class=\"data row23 col0\" >\"https://dblp.org/rec/conf/blockchain/2021\"</td>\n",
       "      <td id=\"T_0901b_row23_col1\" class=\"data row23 col1\" >\"Blockchain and Applications - 3rd International Congress, BLOCKCHAIN 2021, Salamanca, Spain, 6-8 October, 2021\"</td>\n",
       "      <td id=\"T_0901b_row23_col2\" class=\"data row23 col2\" >\"\"</td>\n",
       "      <td id=\"T_0901b_row23_col3\" class=\"data row23 col3\" >\"Lecture Notes in Networks and Systems\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "      <td id=\"T_0901b_row24_col0\" class=\"data row24 col0\" >\"https://dblp.org/rec/conf/blockchain/Ako-NaiMT21\"</td>\n",
       "      <td id=\"T_0901b_row24_col1\" class=\"data row24 col1\" >\"Artificial Intelligence Decision and Validation Powered Smart Contract for Open Learning Content Creation.\"</td>\n",
       "      <td id=\"T_0901b_row24_col2\" class=\"data row24 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row24_col3\" class=\"data row24 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "      <td id=\"T_0901b_row25_col0\" class=\"data row25 col0\" >\"https://dblp.org/rec/conf/blockchain/Banerjee21\"</td>\n",
       "      <td id=\"T_0901b_row25_col1\" class=\"data row25 col1\" >\"A Fully Anonymous e-Voting Protocol Employing Universal Zk-SNARKs and Smart Contracts.\"</td>\n",
       "      <td id=\"T_0901b_row25_col2\" class=\"data row25 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row25_col3\" class=\"data row25 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "      <td id=\"T_0901b_row26_col0\" class=\"data row26 col0\" >\"https://dblp.org/rec/conf/blockchain/BurkertHLRSSVJ21\"</td>\n",
       "      <td id=\"T_0901b_row26_col1\" class=\"data row26 col1\" >\"Decentralized Online Multiplayer Game Based on Blockchains.\"</td>\n",
       "      <td id=\"T_0901b_row26_col2\" class=\"data row26 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row26_col3\" class=\"data row26 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "      <td id=\"T_0901b_row27_col0\" class=\"data row27 col0\" >\"https://dblp.org/rec/conf/blockchain/BurkertHWJ21\"</td>\n",
       "      <td id=\"T_0901b_row27_col1\" class=\"data row27 col1\" >\"Protection Against Online Fraud Using Blockchain.\"</td>\n",
       "      <td id=\"T_0901b_row27_col2\" class=\"data row27 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row27_col3\" class=\"data row27 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
       "      <td id=\"T_0901b_row28_col0\" class=\"data row28 col0\" >\"https://dblp.org/rec/conf/blockchain/CaceresBPL21\"</td>\n",
       "      <td id=\"T_0901b_row28_col1\" class=\"data row28 col1\" >\"Blockchain Validity Register for Healthcare Environments.\"</td>\n",
       "      <td id=\"T_0901b_row28_col2\" class=\"data row28 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row28_col3\" class=\"data row28 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
       "      <td id=\"T_0901b_row29_col0\" class=\"data row29 col0\" >\"https://dblp.org/rec/conf/blockchain/CarareCGF21\"</td>\n",
       "      <td id=\"T_0901b_row29_col1\" class=\"data row29 col1\" >\"Case Study: The Automation of an over the Counter Financial Derivatives Transaction Using the CORDA Blockchain.\"</td>\n",
       "      <td id=\"T_0901b_row29_col2\" class=\"data row29 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row29_col3\" class=\"data row29 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
       "      <td id=\"T_0901b_row30_col0\" class=\"data row30 col0\" >\"https://dblp.org/rec/conf/blockchain/DArcoM21\"</td>\n",
       "      <td id=\"T_0901b_row30_col1\" class=\"data row30 col1\" >\"On (Multi-stage) Proof-of-Works.\"</td>\n",
       "      <td id=\"T_0901b_row30_col2\" class=\"data row30 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row30_col3\" class=\"data row30 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
       "      <td id=\"T_0901b_row31_col0\" class=\"data row31 col0\" >\"https://dblp.org/rec/conf/blockchain/Dalwani21\"</td>\n",
       "      <td id=\"T_0901b_row31_col1\" class=\"data row31 col1\" >\"A Secure Blockchain-Based Solution for Management of Pandemic Data in Healthcare Systems.\"</td>\n",
       "      <td id=\"T_0901b_row31_col2\" class=\"data row31 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row31_col3\" class=\"data row31 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
       "      <td id=\"T_0901b_row32_col0\" class=\"data row32 col0\" >\"https://dblp.org/rec/conf/blockchain/DongMW21\"</td>\n",
       "      <td id=\"T_0901b_row32_col1\" class=\"data row32 col1\" >\"Blockchain-Enabled Next Generation Access Control.\"</td>\n",
       "      <td id=\"T_0901b_row32_col2\" class=\"data row32 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row32_col3\" class=\"data row32 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
       "      <td id=\"T_0901b_row33_col0\" class=\"data row33 col0\" >\"https://dblp.org/rec/conf/blockchain/GointBD21\"</td>\n",
       "      <td id=\"T_0901b_row33_col1\" class=\"data row33 col1\" >\"Establish Trust for Sharing Data for Smart Territories Thanks to Consents Notarized by Blockchain.\"</td>\n",
       "      <td id=\"T_0901b_row33_col2\" class=\"data row33 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row33_col3\" class=\"data row33 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
       "      <td id=\"T_0901b_row34_col0\" class=\"data row34 col0\" >\"https://dblp.org/rec/conf/blockchain/GoncalvesFGPP21\"</td>\n",
       "      <td id=\"T_0901b_row34_col1\" class=\"data row34 col1\" >\"A Smart Contract Architecture to Enhance the Industrial Symbiosis Process Between the Pulp and Paper Companies - A Case Study.\"</td>\n",
       "      <td id=\"T_0901b_row34_col2\" class=\"data row34 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row34_col3\" class=\"data row34 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
       "      <td id=\"T_0901b_row35_col0\" class=\"data row35 col0\" >\"https://dblp.org/rec/conf/blockchain/GouiaaHJ21\"</td>\n",
       "      <td id=\"T_0901b_row35_col1\" class=\"data row35 col1\" >\"Implementation and Evaluation of a Visual Query Language in the Context of Blockchain.\"</td>\n",
       "      <td id=\"T_0901b_row35_col2\" class=\"data row35 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row35_col3\" class=\"data row35 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
       "      <td id=\"T_0901b_row36_col0\" class=\"data row36 col0\" >\"https://dblp.org/rec/conf/blockchain/GouiaaHJ21a\"</td>\n",
       "      <td id=\"T_0901b_row36_col1\" class=\"data row36 col1\" >\"A Dag Based Decentralized Oracle Model: Implementation and Evaluation.\"</td>\n",
       "      <td id=\"T_0901b_row36_col2\" class=\"data row36 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row36_col3\" class=\"data row36 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
       "      <td id=\"T_0901b_row37_col0\" class=\"data row37 col0\" >\"https://dblp.org/rec/conf/blockchain/GutierrezHNV21\"</td>\n",
       "      <td id=\"T_0901b_row37_col1\" class=\"data row37 col1\" >\"Energy Trading Between Prosumers Based on Blockchain Technology.\"</td>\n",
       "      <td id=\"T_0901b_row37_col2\" class=\"data row37 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row37_col3\" class=\"data row37 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
       "      <td id=\"T_0901b_row38_col0\" class=\"data row38 col0\" >\"https://dblp.org/rec/conf/blockchain/HdhiliGJ21\"</td>\n",
       "      <td id=\"T_0901b_row38_col1\" class=\"data row38 col1\" >\"Implementation and Evaluation of a Visual Programming Language in the Context of Blockchain.\"</td>\n",
       "      <td id=\"T_0901b_row38_col2\" class=\"data row38 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row38_col3\" class=\"data row38 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
       "      <td id=\"T_0901b_row39_col0\" class=\"data row39 col0\" >\"https://dblp.org/rec/conf/blockchain/Jimenez-Serrania21\"</td>\n",
       "      <td id=\"T_0901b_row39_col1\" class=\"data row39 col1\" >\"Cryptocurrencies Impact on Financial Markets: Some Insights on Its Regulation and Economic and Accounting Implications.\"</td>\n",
       "      <td id=\"T_0901b_row39_col2\" class=\"data row39 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row39_col3\" class=\"data row39 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
       "      <td id=\"T_0901b_row40_col0\" class=\"data row40 col0\" >\"https://dblp.org/rec/conf/blockchain/KanthMT21\"</td>\n",
       "      <td id=\"T_0901b_row40_col1\" class=\"data row40 col1\" >\"Parameter Identification for Malicious Transaction Detection in Blockchain Protocols.\"</td>\n",
       "      <td id=\"T_0901b_row40_col2\" class=\"data row40 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row40_col3\" class=\"data row40 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
       "      <td id=\"T_0901b_row41_col0\" class=\"data row41 col0\" >\"https://dblp.org/rec/conf/blockchain/KrambergerWK21\"</td>\n",
       "      <td id=\"T_0901b_row41_col1\" class=\"data row41 col1\" >\"A Preliminary Review on Complementary Applications of Databases and Blockchain Technology.\"</td>\n",
       "      <td id=\"T_0901b_row41_col2\" class=\"data row41 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row41_col3\" class=\"data row41 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
       "      <td id=\"T_0901b_row42_col0\" class=\"data row42 col0\" >\"https://dblp.org/rec/conf/blockchain/LageSZ21\"</td>\n",
       "      <td id=\"T_0901b_row42_col1\" class=\"data row42 col1\" >\"The Value and Applications of Blockchain Technology in Business: A Systematic Review of Real Use Cases.\"</td>\n",
       "      <td id=\"T_0901b_row42_col2\" class=\"data row42 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row42_col3\" class=\"data row42 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
       "      <td id=\"T_0901b_row43_col0\" class=\"data row43 col0\" >\"https://dblp.org/rec/conf/blockchain/MartinJ0K21\"</td>\n",
       "      <td id=\"T_0901b_row43_col1\" class=\"data row43 col1\" >\"Machine Learning Powered Autoscaling for Blockchain-Based Fog Environments.\"</td>\n",
       "      <td id=\"T_0901b_row43_col2\" class=\"data row43 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row43_col3\" class=\"data row43 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
       "      <td id=\"T_0901b_row44_col0\" class=\"data row44 col0\" >\"https://dblp.org/rec/conf/blockchain/MezquitaGPC21\"</td>\n",
       "      <td id=\"T_0901b_row44_col1\" class=\"data row44 col1\" >\"Cryptocurrencies and Price Prediction: A Survey.\"</td>\n",
       "      <td id=\"T_0901b_row44_col2\" class=\"data row44 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row44_col3\" class=\"data row44 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
       "      <td id=\"T_0901b_row45_col0\" class=\"data row45 col0\" >\"https://dblp.org/rec/conf/blockchain/MugunthanRK21\"</td>\n",
       "      <td id=\"T_0901b_row45_col1\" class=\"data row45 col1\" >\"BlockFLow: Decentralized, Privacy-Preserving, and Accountable Federated Machine Learning.\"</td>\n",
       "      <td id=\"T_0901b_row45_col2\" class=\"data row45 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row45_col3\" class=\"data row45 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
       "      <td id=\"T_0901b_row46_col0\" class=\"data row46 col0\" >\"https://dblp.org/rec/conf/blockchain/NdiayeK21\"</td>\n",
       "      <td id=\"T_0901b_row46_col1\" class=\"data row46 col1\" >\"Formal Analysis of Smart Contracts: Model Impact Factor on Criminality.\"</td>\n",
       "      <td id=\"T_0901b_row46_col2\" class=\"data row46 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row46_col3\" class=\"data row46 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
       "      <td id=\"T_0901b_row47_col0\" class=\"data row47 col0\" >\"https://dblp.org/rec/conf/blockchain/PiedrahitaBR21\"</td>\n",
       "      <td id=\"T_0901b_row47_col1\" class=\"data row47 col1\" >\"A Secure Email Solution Based on Blockchain.\"</td>\n",
       "      <td id=\"T_0901b_row47_col2\" class=\"data row47 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row47_col3\" class=\"data row47 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
       "      <td id=\"T_0901b_row48_col0\" class=\"data row48 col0\" >\"https://dblp.org/rec/conf/blockchain/PillaiSR21\"</td>\n",
       "      <td id=\"T_0901b_row48_col1\" class=\"data row48 col1\" >\"Attacks on Blockchain Based Digital Identity.\"</td>\n",
       "      <td id=\"T_0901b_row48_col2\" class=\"data row48 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row48_col3\" class=\"data row48 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
       "      <td id=\"T_0901b_row49_col0\" class=\"data row49 col0\" >\"https://dblp.org/rec/conf/blockchain/PincheiraVG21\"</td>\n",
       "      <td id=\"T_0901b_row49_col1\" class=\"data row49 col1\" >\"Benchmarking Constrained IoT Devices in Blockchain-Based Agri-Food Traceability Applications.\"</td>\n",
       "      <td id=\"T_0901b_row49_col2\" class=\"data row49 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row49_col3\" class=\"data row49 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
       "      <td id=\"T_0901b_row50_col0\" class=\"data row50 col0\" >\"https://dblp.org/rec/conf/blockchain/PrechtG21\"</td>\n",
       "      <td id=\"T_0901b_row50_col1\" class=\"data row50 col1\" >\"Usage of Multiple Independent Blockchains for Enhancing Privacy Using the Example of the Bill of Lading.\"</td>\n",
       "      <td id=\"T_0901b_row50_col2\" class=\"data row50 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row50_col3\" class=\"data row50 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
       "      <td id=\"T_0901b_row51_col0\" class=\"data row51 col0\" >\"https://dblp.org/rec/conf/blockchain/RichardPTS21\"</td>\n",
       "      <td id=\"T_0901b_row51_col1\" class=\"data row51 col1\" >\"Blockchain Platform Selection for Security Token Offering (STO) Using Multi-criteria Decision Model.\"</td>\n",
       "      <td id=\"T_0901b_row51_col2\" class=\"data row51 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row51_col3\" class=\"data row51 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
       "      <td id=\"T_0901b_row52_col0\" class=\"data row52 col0\" >\"https://dblp.org/rec/conf/blockchain/SchmelzPNG21\"</td>\n",
       "      <td id=\"T_0901b_row52_col1\" class=\"data row52 col1\" >\"Towards Informational Self-determination: Data Portability Requests Based on GDPR by Providing Public Platforms for Authorised Minimal Invasive Privacy Protection.\"</td>\n",
       "      <td id=\"T_0901b_row52_col2\" class=\"data row52 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row52_col3\" class=\"data row52 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
       "      <td id=\"T_0901b_row53_col0\" class=\"data row53 col0\" >\"https://dblp.org/rec/conf/blockchain/ShuklaTHB21\"</td>\n",
       "      <td id=\"T_0901b_row53_col1\" class=\"data row53 col1\" >\"A Blockchain-Enabled Fog Computing Model for Peer-To-Peer Energy Trading in Smart Grid.\"</td>\n",
       "      <td id=\"T_0901b_row53_col2\" class=\"data row53 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row53_col3\" class=\"data row53 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
       "      <td id=\"T_0901b_row54_col0\" class=\"data row54 col0\" >\"https://dblp.org/rec/conf/blockchain/SilvaTB21\"</td>\n",
       "      <td id=\"T_0901b_row54_col1\" class=\"data row54 col1\" >\"Towards Micropayment for Intermediary Based Trading.\"</td>\n",
       "      <td id=\"T_0901b_row54_col2\" class=\"data row54 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row54_col3\" class=\"data row54 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
       "      <td id=\"T_0901b_row55_col0\" class=\"data row55 col0\" >\"https://dblp.org/rec/conf/blockchain/SivianesB21\"</td>\n",
       "      <td id=\"T_0901b_row55_col1\" class=\"data row55 col1\" >\"Application of Blockchain to Peer to Peer Energy Trading in Microgrids.\"</td>\n",
       "      <td id=\"T_0901b_row55_col2\" class=\"data row55 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row55_col3\" class=\"data row55 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
       "      <td id=\"T_0901b_row56_col0\" class=\"data row56 col0\" >\"https://dblp.org/rec/conf/blockchain/StaderiniB21\"</td>\n",
       "      <td id=\"T_0901b_row56_col1\" class=\"data row56 col1\" >\"Investigation on Vulnerabilities Location in Solidity Smart Contracts.\"</td>\n",
       "      <td id=\"T_0901b_row56_col2\" class=\"data row56 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row56_col3\" class=\"data row56 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
       "      <td id=\"T_0901b_row57_col0\" class=\"data row57 col0\" >\"https://dblp.org/rec/conf/blockchain/Stefanescu21\"</td>\n",
       "      <td id=\"T_0901b_row57_col1\" class=\"data row57 col1\" >\"Towards a Holistic DLT Architecture for IIoT.\"</td>\n",
       "      <td id=\"T_0901b_row57_col2\" class=\"data row57 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row57_col3\" class=\"data row57 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
       "      <td id=\"T_0901b_row58_col0\" class=\"data row58 col0\" >\"https://dblp.org/rec/conf/blockchain/StefanescuGMUU21\"</td>\n",
       "      <td id=\"T_0901b_row58_col1\" class=\"data row58 col1\" >\"Towards a Holistic DLT Architecture for IIoT: Improved DAG for Production Lines.\"</td>\n",
       "      <td id=\"T_0901b_row58_col2\" class=\"data row58 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row58_col3\" class=\"data row58 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
       "      <td id=\"T_0901b_row59_col0\" class=\"data row59 col0\" >\"https://dblp.org/rec/conf/blockchain/SuvajdzicSK21\"</td>\n",
       "      <td id=\"T_0901b_row59_col1\" class=\"data row59 col1\" >\"Blockchain and AI in Art: A Quick Look into Contemporary Art Industries.\"</td>\n",
       "      <td id=\"T_0901b_row59_col2\" class=\"data row59 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row59_col3\" class=\"data row59 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row60\" class=\"row_heading level0 row60\" >60</th>\n",
       "      <td id=\"T_0901b_row60_col0\" class=\"data row60 col0\" >\"https://dblp.org/rec/conf/blockchain/TadepalliT21\"</td>\n",
       "      <td id=\"T_0901b_row60_col1\" class=\"data row60 col1\" >\"COVID-19 Early Symptom Prediction Using Blockchain and Machine Learning.\"</td>\n",
       "      <td id=\"T_0901b_row60_col2\" class=\"data row60 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row60_col3\" class=\"data row60 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row61\" class=\"row_heading level0 row61\" >61</th>\n",
       "      <td id=\"T_0901b_row61_col0\" class=\"data row61 col0\" >\"https://dblp.org/rec/conf/blockchain/Vieira21\"</td>\n",
       "      <td id=\"T_0901b_row61_col1\" class=\"data row61 col1\" >\"Blockchain and the Riemann Zeta Function.\"</td>\n",
       "      <td id=\"T_0901b_row61_col2\" class=\"data row61 col2\" >\"BLOCKCHAIN\"</td>\n",
       "      <td id=\"T_0901b_row61_col3\" class=\"data row61 col3\" >\"BLOCKCHAIN\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row62\" class=\"row_heading level0 row62\" >62</th>\n",
       "      <td id=\"T_0901b_row62_col0\" class=\"data row62 col0\" >\"https://dblp.org/rec/conf/iceit/Alkhalifah22\"</td>\n",
       "      <td id=\"T_0901b_row62_col1\" class=\"data row62 col1\" >\"Gamified English App: A Mobile Application to Enhance Second Language Learning via Gamification.\"</td>\n",
       "      <td id=\"T_0901b_row62_col2\" class=\"data row62 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row62_col3\" class=\"data row62 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row63\" class=\"row_heading level0 row63\" >63</th>\n",
       "      <td id=\"T_0901b_row63_col0\" class=\"data row63 col0\" >\"https://dblp.org/rec/conf/iceit/ChenHTLHH22\"</td>\n",
       "      <td id=\"T_0901b_row63_col1\" class=\"data row63 col1\" >\"A Personalized Learning Path Recommender System with LINE Bot in MOOCs Based on LSTM.\"</td>\n",
       "      <td id=\"T_0901b_row63_col2\" class=\"data row63 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row63_col3\" class=\"data row63 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row64\" class=\"row_heading level0 row64\" >64</th>\n",
       "      <td id=\"T_0901b_row64_col0\" class=\"data row64 col0\" >\"https://dblp.org/rec/conf/iceit/ChenLZQ22\"</td>\n",
       "      <td id=\"T_0901b_row64_col1\" class=\"data row64 col1\" >\"An Event-Based Framework for Facilitating Real-Time Sentiment Analysis in Educational Contexts.\"</td>\n",
       "      <td id=\"T_0901b_row64_col2\" class=\"data row64 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row64_col3\" class=\"data row64 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row65\" class=\"row_heading level0 row65\" >65</th>\n",
       "      <td id=\"T_0901b_row65_col0\" class=\"data row65 col0\" >\"https://dblp.org/rec/conf/iceit/ChenZMG22\"</td>\n",
       "      <td id=\"T_0901b_row65_col1\" class=\"data row65 col1\" >\"Online Collaborative Learning Grouping Method Based on Immune Genetic Algorithm.\"</td>\n",
       "      <td id=\"T_0901b_row65_col2\" class=\"data row65 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row65_col3\" class=\"data row65 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row66\" class=\"row_heading level0 row66\" >66</th>\n",
       "      <td id=\"T_0901b_row66_col0\" class=\"data row66 col0\" >\"https://dblp.org/rec/conf/iceit/FanR22\"</td>\n",
       "      <td id=\"T_0901b_row66_col1\" class=\"data row66 col1\" >\"Scale Adaptive Enhance Network for Crowd Counting.\"</td>\n",
       "      <td id=\"T_0901b_row66_col2\" class=\"data row66 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row66_col3\" class=\"data row66 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row67\" class=\"row_heading level0 row67\" >67</th>\n",
       "      <td id=\"T_0901b_row67_col0\" class=\"data row67 col0\" >\"https://dblp.org/rec/conf/iceit/FuZ22\"</td>\n",
       "      <td id=\"T_0901b_row67_col1\" class=\"data row67 col1\" >\"Research on the Professional Identity of Undergraduates Majoring in Preschool Education of Connection between Secondary Vocational Education and Undergraduate Higher Education.\"</td>\n",
       "      <td id=\"T_0901b_row67_col2\" class=\"data row67 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row67_col3\" class=\"data row67 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row68\" class=\"row_heading level0 row68\" >68</th>\n",
       "      <td id=\"T_0901b_row68_col0\" class=\"data row68 col0\" >\"https://dblp.org/rec/conf/iceit/GangHS22\"</td>\n",
       "      <td id=\"T_0901b_row68_col1\" class=\"data row68 col1\" >\"Current Situation and Development of Outcome-Based Education in Computer Teaching.\"</td>\n",
       "      <td id=\"T_0901b_row68_col2\" class=\"data row68 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row68_col3\" class=\"data row68 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row69\" class=\"row_heading level0 row69\" >69</th>\n",
       "      <td id=\"T_0901b_row69_col0\" class=\"data row69 col0\" >\"https://dblp.org/rec/conf/iceit/Hu22\"</td>\n",
       "      <td id=\"T_0901b_row69_col1\" class=\"data row69 col1\" >\"Relating Chinese EFL Learners' Writing Strategy Use to Emotional Aspects.\"</td>\n",
       "      <td id=\"T_0901b_row69_col2\" class=\"data row69 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row69_col3\" class=\"data row69 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row70\" class=\"row_heading level0 row70\" >70</th>\n",
       "      <td id=\"T_0901b_row70_col0\" class=\"data row70 col0\" >\"https://dblp.org/rec/conf/iceit/Li22\"</td>\n",
       "      <td id=\"T_0901b_row70_col1\" class=\"data row70 col1\" >\"Research on the Path of Education Globalization in Engineering Universities of China.\"</td>\n",
       "      <td id=\"T_0901b_row70_col2\" class=\"data row70 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row70_col3\" class=\"data row70 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row71\" class=\"row_heading level0 row71\" >71</th>\n",
       "      <td id=\"T_0901b_row71_col0\" class=\"data row71 col0\" >\"https://dblp.org/rec/conf/iceit/Li22a\"</td>\n",
       "      <td id=\"T_0901b_row71_col1\" class=\"data row71 col1\" >\"Media Use and the Level of New Media Literacy of the Prospective Chinese Language Teachers in the Post COVID-19 Epidemic Era.\"</td>\n",
       "      <td id=\"T_0901b_row71_col2\" class=\"data row71 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row71_col3\" class=\"data row71 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row72\" class=\"row_heading level0 row72\" >72</th>\n",
       "      <td id=\"T_0901b_row72_col0\" class=\"data row72 col0\" >\"https://dblp.org/rec/conf/iceit/Li22b\"</td>\n",
       "      <td id=\"T_0901b_row72_col1\" class=\"data row72 col1\" >\"Research on the Practice of Cross Integration of Artificial Intelligence + X New Engineering Disciplines.\"</td>\n",
       "      <td id=\"T_0901b_row72_col2\" class=\"data row72 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row72_col3\" class=\"data row72 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row73\" class=\"row_heading level0 row73\" >73</th>\n",
       "      <td id=\"T_0901b_row73_col0\" class=\"data row73 col0\" >\"https://dblp.org/rec/conf/iceit/LiG22\"</td>\n",
       "      <td id=\"T_0901b_row73_col1\" class=\"data row73 col1\" >\"Exploration and Practice of Six in One Teaching Mode Based on OBE Concept - Take Language Education for Preschool Children as an Example.\"</td>\n",
       "      <td id=\"T_0901b_row73_col2\" class=\"data row73 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row73_col3\" class=\"data row73 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row74\" class=\"row_heading level0 row74\" >74</th>\n",
       "      <td id=\"T_0901b_row74_col0\" class=\"data row74 col0\" >\"https://dblp.org/rec/conf/iceit/LinWZLLX22\"</td>\n",
       "      <td id=\"T_0901b_row74_col1\" class=\"data row74 col1\" >\"Ideological and Political Teaching Reform: An Introduction to Artificial Intelligence Based on the OBE Concept.\"</td>\n",
       "      <td id=\"T_0901b_row74_col2\" class=\"data row74 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row74_col3\" class=\"data row74 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row75\" class=\"row_heading level0 row75\" >75</th>\n",
       "      <td id=\"T_0901b_row75_col0\" class=\"data row75 col0\" >\"https://dblp.org/rec/conf/iceit/Liu22\"</td>\n",
       "      <td id=\"T_0901b_row75_col1\" class=\"data row75 col1\" >\"Exploration on the Application-Oriented Teaching Mode of Data Mining Course for Undergraduates.\"</td>\n",
       "      <td id=\"T_0901b_row75_col2\" class=\"data row75 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row75_col3\" class=\"data row75 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row76\" class=\"row_heading level0 row76\" >76</th>\n",
       "      <td id=\"T_0901b_row76_col0\" class=\"data row76 col0\" >\"https://dblp.org/rec/conf/iceit/Liu22a\"</td>\n",
       "      <td id=\"T_0901b_row76_col1\" class=\"data row76 col1\" >\"Research on Network Management Prediction Based on Analysis of Network Behavior Characteristics.\"</td>\n",
       "      <td id=\"T_0901b_row76_col2\" class=\"data row76 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row76_col3\" class=\"data row76 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row77\" class=\"row_heading level0 row77\" >77</th>\n",
       "      <td id=\"T_0901b_row77_col0\" class=\"data row77 col0\" >\"https://dblp.org/rec/conf/iceit/LiuNFZYW22\"</td>\n",
       "      <td id=\"T_0901b_row77_col1\" class=\"data row77 col1\" >\"A Corpus-Based Sampling to Build Training Data Set for Extracting Japanese Sentence Pattern.\"</td>\n",
       "      <td id=\"T_0901b_row77_col2\" class=\"data row77 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row77_col3\" class=\"data row77 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row78\" class=\"row_heading level0 row78\" >78</th>\n",
       "      <td id=\"T_0901b_row78_col0\" class=\"data row78 col0\" >\"https://dblp.org/rec/conf/iceit/LiuZ22\"</td>\n",
       "      <td id=\"T_0901b_row78_col1\" class=\"data row78 col1\" >\"Research on Hospital Information System Course Design and Evaluation Based on Project-Driving Method.\"</td>\n",
       "      <td id=\"T_0901b_row78_col2\" class=\"data row78 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row78_col3\" class=\"data row78 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row79\" class=\"row_heading level0 row79\" >79</th>\n",
       "      <td id=\"T_0901b_row79_col0\" class=\"data row79 col0\" >\"https://dblp.org/rec/conf/iceit/LuoWZ22\"</td>\n",
       "      <td id=\"T_0901b_row79_col1\" class=\"data row79 col1\" >\"Research on Heuristic Teaching Model Based on Case Comparative Experiment.\"</td>\n",
       "      <td id=\"T_0901b_row79_col2\" class=\"data row79 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row79_col3\" class=\"data row79 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row80\" class=\"row_heading level0 row80\" >80</th>\n",
       "      <td id=\"T_0901b_row80_col0\" class=\"data row80 col0\" >\"https://dblp.org/rec/conf/iceit/LuoXJM22\"</td>\n",
       "      <td id=\"T_0901b_row80_col1\" class=\"data row80 col1\" >\"Heterogeneous Graph Based Knowledge Tracing.\"</td>\n",
       "      <td id=\"T_0901b_row80_col2\" class=\"data row80 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row80_col3\" class=\"data row80 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row81\" class=\"row_heading level0 row81\" >81</th>\n",
       "      <td id=\"T_0901b_row81_col0\" class=\"data row81 col0\" >\"https://dblp.org/rec/conf/iceit/Muller22\"</td>\n",
       "      <td id=\"T_0901b_row81_col1\" class=\"data row81 col1\" >\"Fast Mapping, an Indicator of the Acquisition of German as a Foreign Language in Bilingual Families: A Case Study.\"</td>\n",
       "      <td id=\"T_0901b_row81_col2\" class=\"data row81 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row81_col3\" class=\"data row81 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row82\" class=\"row_heading level0 row82\" >82</th>\n",
       "      <td id=\"T_0901b_row82_col0\" class=\"data row82 col0\" >\"https://dblp.org/rec/conf/iceit/NiHYHZCS22\"</td>\n",
       "      <td id=\"T_0901b_row82_col1\" class=\"data row82 col1\" >\"Vocational Education Development Model Based on Intelligent Management System.\"</td>\n",
       "      <td id=\"T_0901b_row82_col2\" class=\"data row82 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row82_col3\" class=\"data row82 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row83\" class=\"row_heading level0 row83\" >83</th>\n",
       "      <td id=\"T_0901b_row83_col0\" class=\"data row83 col0\" >\"https://dblp.org/rec/conf/iceit/OoiG22\"</td>\n",
       "      <td id=\"T_0901b_row83_col1\" class=\"data row83 col1\" >\"Analyzation of Class Observation Different between Expert Teachers and Beginner Teachers.\"</td>\n",
       "      <td id=\"T_0901b_row83_col2\" class=\"data row83 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row83_col3\" class=\"data row83 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row84\" class=\"row_heading level0 row84\" >84</th>\n",
       "      <td id=\"T_0901b_row84_col0\" class=\"data row84 col0\" >\"https://dblp.org/rec/conf/iceit/Pearce22\"</td>\n",
       "      <td id=\"T_0901b_row84_col1\" class=\"data row84 col1\" >\"Social Networking Sites Stating Claim in Educational Practices While Losing the Battle to COVID-2019 and Onward Situations.\"</td>\n",
       "      <td id=\"T_0901b_row84_col2\" class=\"data row84 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row84_col3\" class=\"data row84 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row85\" class=\"row_heading level0 row85\" >85</th>\n",
       "      <td id=\"T_0901b_row85_col0\" class=\"data row85 col0\" >\"https://dblp.org/rec/conf/iceit/QianLWD22\"</td>\n",
       "      <td id=\"T_0901b_row85_col1\" class=\"data row85 col1\" >\"Analysis of Topic Quality and Student Characteristics in Online Discussion Board Based on S-P Table.\"</td>\n",
       "      <td id=\"T_0901b_row85_col2\" class=\"data row85 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row85_col3\" class=\"data row85 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row86\" class=\"row_heading level0 row86\" >86</th>\n",
       "      <td id=\"T_0901b_row86_col0\" class=\"data row86 col0\" >\"https://dblp.org/rec/conf/iceit/QinW22\"</td>\n",
       "      <td id=\"T_0901b_row86_col1\" class=\"data row86 col1\" >\"Benefits, Challenges and Solutions of Artificial Intelligence Applied in Education.\"</td>\n",
       "      <td id=\"T_0901b_row86_col2\" class=\"data row86 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row86_col3\" class=\"data row86 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row87\" class=\"row_heading level0 row87\" >87</th>\n",
       "      <td id=\"T_0901b_row87_col0\" class=\"data row87 col0\" >\"https://dblp.org/rec/conf/iceit/RaoHL22\"</td>\n",
       "      <td id=\"T_0901b_row87_col1\" class=\"data row87 col1\" >\"Exploration on Actual Combat Teaching Reform of the Warship Intelligence and Electronic Warfare Command Major Based on CBE Theory.\"</td>\n",
       "      <td id=\"T_0901b_row87_col2\" class=\"data row87 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row87_col3\" class=\"data row87 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row88\" class=\"row_heading level0 row88\" >88</th>\n",
       "      <td id=\"T_0901b_row88_col0\" class=\"data row88 col0\" >\"https://dblp.org/rec/conf/iceit/RenTWL22\"</td>\n",
       "      <td id=\"T_0901b_row88_col1\" class=\"data row88 col1\" >\"Reform and Exploration of Practice Teaching Under Background of Actual Combat.\"</td>\n",
       "      <td id=\"T_0901b_row88_col2\" class=\"data row88 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row88_col3\" class=\"data row88 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row89\" class=\"row_heading level0 row89\" >89</th>\n",
       "      <td id=\"T_0901b_row89_col0\" class=\"data row89 col0\" >\"https://dblp.org/rec/conf/iceit/ShiYY22\"</td>\n",
       "      <td id=\"T_0901b_row89_col1\" class=\"data row89 col1\" >\"Research on Advancing Professional Ability of Petty Officers by Micro Course.\"</td>\n",
       "      <td id=\"T_0901b_row89_col2\" class=\"data row89 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row89_col3\" class=\"data row89 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row90\" class=\"row_heading level0 row90\" >90</th>\n",
       "      <td id=\"T_0901b_row90_col0\" class=\"data row90 col0\" >\"https://dblp.org/rec/conf/iceit/Simon22\"</td>\n",
       "      <td id=\"T_0901b_row90_col1\" class=\"data row90 col1\" >\"T.A.L.A Goal Setting Life Skills Learning Approach on the Meta-Empirical Competence and Academic Performance of Diverse Learners.\"</td>\n",
       "      <td id=\"T_0901b_row90_col2\" class=\"data row90 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row90_col3\" class=\"data row90 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row91\" class=\"row_heading level0 row91\" >91</th>\n",
       "      <td id=\"T_0901b_row91_col0\" class=\"data row91 col0\" >\"https://dblp.org/rec/conf/iceit/Sun22\"</td>\n",
       "      <td id=\"T_0901b_row91_col1\" class=\"data row91 col1\" >\"Exploring the Relationship between Teachers' Perceptions of School Climate and Their Attitudes toward Inclusion at the Preschool Level in China.\"</td>\n",
       "      <td id=\"T_0901b_row91_col2\" class=\"data row91 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row91_col3\" class=\"data row91 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row92\" class=\"row_heading level0 row92\" >92</th>\n",
       "      <td id=\"T_0901b_row92_col0\" class=\"data row92 col0\" >\"https://dblp.org/rec/conf/iceit/TaoXLS22\"</td>\n",
       "      <td id=\"T_0901b_row92_col1\" class=\"data row92 col1\" >\"Design and Research of a Virtual Computer Network Experimental Teaching System.\"</td>\n",
       "      <td id=\"T_0901b_row92_col2\" class=\"data row92 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row92_col3\" class=\"data row92 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row93\" class=\"row_heading level0 row93\" >93</th>\n",
       "      <td id=\"T_0901b_row93_col0\" class=\"data row93 col0\" >\"https://dblp.org/rec/conf/iceit/UbaniN22\"</td>\n",
       "      <td id=\"T_0901b_row93_col1\" class=\"data row93 col1\" >\"Review of Collaborative Intelligent Tutoring Systems (CITS) 2009-2021.\"</td>\n",
       "      <td id=\"T_0901b_row93_col2\" class=\"data row93 col2\" >\"\"</td>\n",
       "      <td id=\"T_0901b_row93_col3\" class=\"data row93 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row94\" class=\"row_heading level0 row94\" >94</th>\n",
       "      <td id=\"T_0901b_row94_col0\" class=\"data row94 col0\" >\"https://dblp.org/rec/conf/iceit/Wang22\"</td>\n",
       "      <td id=\"T_0901b_row94_col1\" class=\"data row94 col1\" >\"Exploring Evaluation Principles for English for Academic Purposes (EAP) Textbooks.\"</td>\n",
       "      <td id=\"T_0901b_row94_col2\" class=\"data row94 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row94_col3\" class=\"data row94 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row95\" class=\"row_heading level0 row95\" >95</th>\n",
       "      <td id=\"T_0901b_row95_col0\" class=\"data row95 col0\" >\"https://dblp.org/rec/conf/iceit/WangL22\"</td>\n",
       "      <td id=\"T_0901b_row95_col1\" class=\"data row95 col1\" >\"Teaching Reform on Compiler Technology Course Based on Ideological and Political Construction.\"</td>\n",
       "      <td id=\"T_0901b_row95_col2\" class=\"data row95 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row95_col3\" class=\"data row95 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row96\" class=\"row_heading level0 row96\" >96</th>\n",
       "      <td id=\"T_0901b_row96_col0\" class=\"data row96 col0\" >\"https://dblp.org/rec/conf/iceit/WangL22a\"</td>\n",
       "      <td id=\"T_0901b_row96_col1\" class=\"data row96 col1\" >\"Exploring College Students' Self-Presentation Behaviors, Motivations and Relationship with Presence in Online Learning Space.\"</td>\n",
       "      <td id=\"T_0901b_row96_col2\" class=\"data row96 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row96_col3\" class=\"data row96 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row97\" class=\"row_heading level0 row97\" >97</th>\n",
       "      <td id=\"T_0901b_row97_col0\" class=\"data row97 col0\" >\"https://dblp.org/rec/conf/iceit/WangZMLG22\"</td>\n",
       "      <td id=\"T_0901b_row97_col1\" class=\"data row97 col1\" >\"An Microservices-Based OpenStack Monitoring System.\"</td>\n",
       "      <td id=\"T_0901b_row97_col2\" class=\"data row97 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row97_col3\" class=\"data row97 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row98\" class=\"row_heading level0 row98\" >98</th>\n",
       "      <td id=\"T_0901b_row98_col0\" class=\"data row98 col0\" >\"https://dblp.org/rec/conf/iceit/WeiY22\"</td>\n",
       "      <td id=\"T_0901b_row98_col1\" class=\"data row98 col1\" >\"Personalized Recommendation of Learning Resources Based on Knowledge Graph.\"</td>\n",
       "      <td id=\"T_0901b_row98_col2\" class=\"data row98 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row98_col3\" class=\"data row98 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0901b_level0_row99\" class=\"row_heading level0 row99\" >99</th>\n",
       "      <td id=\"T_0901b_row99_col0\" class=\"data row99 col0\" >\"https://dblp.org/rec/conf/iceit/WenhuaZ22\"</td>\n",
       "      <td id=\"T_0901b_row99_col1\" class=\"data row99 col1\" >\"Application of Education Information Technology in Electronic Information Professional English Course.\"</td>\n",
       "      <td id=\"T_0901b_row99_col2\" class=\"data row99 col2\" >\"ICEIT\"</td>\n",
       "      <td id=\"T_0901b_row99_col3\" class=\"data row99 col3\" >\"ICEIT\"</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f6c6c25e640>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highlighted_df=res_df.style.apply(kgnet.utils.highlightDiferrentRowValues, subset=['dblp_Venue','Pred_Venue'], axis=1)\n",
    "highlighted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "783d892b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PREFIX dblp2022: <https://dblp.org/rdf/schema#>\\nPREFIX kgnet: <http://kgnet/>\\nSELECT ?Publication  ?Title  ?dblp_Venue \\n sql:getKeyValue_v2(?Publication,?Pred_Venue_dic) as ?Pred_Venue \\n from <https://dblp2022.org> \\nWHERE { \\n?Publication <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> dblp2022:Publication .\\n{SELECT sql:getNodeClass_v2(\"http://206.12.99.65:64647/gml_inference/mid/94\",\"\"\"{\"model_id\" : 94, \"named_graph_uri\" : \"https://dblp2022.org\", \"sparqlEndpointURL\" : \"http://206.12.98.118:8890/sparql\", \"dataQuery\" : [\"PREFIX dblp2022: <https://dblp.org/rdf/schema#> PREFIX kgnet: <http://kgnet/> SELECT ?s ?p ?o   from <https://dblp2022.org>  where { ?s ?p ?o {  SELECT ?s  ?Title  ?dblp_Venue from <https://dblp2022.org>  WHERE {  ?s <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> dblp2022:Publication . ?s dblp2022:publishedIn ?dblp_Venue . ?s dblp2022:title ?Title . ?s dblp2022:numberOfCreators \\'3\\' . }   LIMIT 100 } filter(!isBlank(?o)). }\"] , \"targetNodesQuery\" : \"PREFIX dblp2022: <https://dblp.org/rdf/schema#> PREFIX kgnet: <http://kgnet/> SELECT distinct ?s  from <https://dblp2022.org>  WHERE {  ?s <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> dblp2022:Publication . ?s dblp2022:publishedIn ?dblp_Venue . ?s dblp2022:title ?Title . ?s dblp2022:numberOfCreators \\'3\\' . }   LIMIT 100\" }\"\"\") \\n as ?Pred_Venue_dic WHERE {}} ?Publication dblp2022:publishedIn ?dblp_Venue .\\n?Publication dblp2022:title ?Title .\\n?Publication dblp2022:numberOfCreators \"3\" .\\n}\\n LIMIT 100'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inferenceQueryMetadata['candidateSparqlQuery']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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