feat: improved lispminer

notebooks/lispminer/lispminer.ipynb

@@ -193,7 +193,41 @@
    "source": [
     "LISp-Miner\n",
     "\n",
-    "![lispminerresults](./1.png)"
+    "![lispminerresults](./performance/70_50_1.png)\n",
+    "![lispminerresults](./performance/70_50_2.png)\n",
+    "![lispminerresults](./performance/70_50_3.png)\n",
+    "![lispminerresults](./performance/70_50_4.png)\n",
+    "![lispminerresults](./performance/70_50_5.png)\n",
+    "![lispminerresults](./performance/70_50_6.png)\n",
+    "![lispminerresults](./performance/70_50_7.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "cac0a321-7b56-4db1-b1d2-a46de240c223",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average\n",
+      "28.571428571428573\n",
+      "Std. dev.\n",
+      "2.7180425129200643\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "time_70_50 = [35, 27, 27, 29, 27, 27, 28]\n",
+    "print('Average')\n",
+    "average = np.mean(time_70_50)\n",
+    "print(average)\n",
+    "print('Std. dev.')\n",
+    "std_dev = np.std(time_70_50)\n",
+    "print(std_dev)"
    ]
   },
   {
@@ -258,7 +292,40 @@
    "source": [
     "LISp-Miner\n",
     "\n",
-    "![lispminerresults](./2.png)"
+    "![lispminerresults](./performance/70_60_1.png)\n",
+    "![lispminerresults](./performance/70_60_2.png)\n",
+    "![lispminerresults](./performance/70_60_3.png)\n",
+    "![lispminerresults](./performance/70_60_4.png)\n",
+    "![lispminerresults](./performance/70_60_5.png)\n",
+    "![lispminerresults](./performance/70_60_6.png)\n",
+    "![lispminerresults](./performance/70_60_7.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "d33f138e-2387-457d-90c0-39b917152046",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average\n",
+      "26.142857142857142\n",
+      "Std. dev.\n",
+      "3.4817307448439827\n"
+     ]
+    }
+   ],
+   "source": [
+    "time_70_60 = [28, 24, 25, 24, 24, 34, 24]\n",
+    "print('Average')\n",
+    "average = np.mean(time_70_60)\n",
+    "print(average)\n",
+    "print('Std. dev.')\n",
+    "std_dev = np.std(time_70_60)\n",
+    "print(std_dev)"
    ]
   },
   {
@@ -323,7 +390,40 @@
    "source": [
     "LISp-Miner\n",
     "\n",
-    "![lispminerresults](./3.png)"
+    "![lispminerresults](./performance/140_50_1.png)\n",
+    "![lispminerresults](./performance/140_50_2.png)\n",
+    "![lispminerresults](./performance/140_50_3.png)\n",
+    "![lispminerresults](./performance/140_50_4.png)\n",
+    "![lispminerresults](./performance/140_50_5.png)\n",
+    "![lispminerresults](./performance/140_50_6.png)\n",
+    "![lispminerresults](./performance/140_50_7.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a985d599-3c29-47d4-a4ce-3ac60f33a01a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average\n",
+      "11.571428571428571\n",
+      "Std. dev.\n",
+      "0.4948716593053935\n"
+     ]
+    }
+   ],
+   "source": [
+    "time_140_50 = [12, 12, 12, 11, 11, 11, 12]\n",
+    "print('Average')\n",
+    "average = np.mean(time_140_50)\n",
+    "print(average)\n",
+    "print('Std. dev.')\n",
+    "std_dev = np.std(time_140_50)\n",
+    "print(std_dev)"
    ]
   },
   {
@@ -388,7 +488,40 @@
    "source": [
     "LISp-Miner\n",
     "\n",
-    "![lispminerresults](./4.png)"
+    "![lispminerresults](./performance/140_60_1.png)\n",
+    "![lispminerresults](./performance/140_60_2.png)\n",
+    "![lispminerresults](./performance/140_60_3.png)\n",
+    "![lispminerresults](./performance/140_60_4.png)\n",
+    "![lispminerresults](./performance/140_60_5.png)\n",
+    "![lispminerresults](./performance/140_60_6.png)\n",
+    "![lispminerresults](./performance/140_60_7.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "57b6acf6-6f0d-4548-afd2-eda981c1620c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average\n",
+      "10.0\n",
+      "Std. dev.\n",
+      "1.0690449676496976\n"
+     ]
+    }
+   ],
+   "source": [
+    "time_140_60 = [9, 8, 10, 10, 11, 11, 11]\n",
+    "print('Average')\n",
+    "average = np.mean(time_140_60)\n",
+    "print(average)\n",
+    "print('Std. dev.')\n",
+    "std_dev = np.std(time_140_60)\n",
+    "print(std_dev)"
    ]
   },
   {
@@ -559,7 +692,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 10,
    "id": "e9d4739b-da29-4a69-b8ef-f8d7e6daaa70",
    "metadata": {},
    "outputs": [
@@ -596,68 +729,69 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>70, 50%</td>\n",
-       "      <td>70</td>\n",
+       "      <td>28.571</td>\n",
        "      <td>178</td>\n",
        "      <td>0.996</td>\n",
        "      <td>178</td>\n",
-       "      <td>70.281124</td>\n",
+       "      <td>28.685743</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>70, 60%</td>\n",
-       "      <td>24</td>\n",
+       "      <td>26.143</td>\n",
        "      <td>32</td>\n",
        "      <td>1.070</td>\n",
        "      <td>32</td>\n",
-       "      <td>22.429907</td>\n",
+       "      <td>24.432710</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>140, 50%</td>\n",
-       "      <td>11</td>\n",
+       "      <td>11.571</td>\n",
        "      <td>70</td>\n",
        "      <td>0.480</td>\n",
        "      <td>70</td>\n",
-       "      <td>22.916667</td>\n",
+       "      <td>24.106250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>140, 60%</td>\n",
-       "      <td>7</td>\n",
+       "      <td>10.000</td>\n",
        "      <td>8</td>\n",
        "      <td>0.491</td>\n",
        "      <td>8</td>\n",
-       "      <td>14.256619</td>\n",
+       "      <td>20.366599</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "  Support, Confidence  LISp-Miner Time (s)  LISp-Miner Rules  \\\n",
-       "0             70, 50%                   70               178   \n",
-       "1             70, 60%                   24                32   \n",
-       "2            140, 50%                   11                70   \n",
-       "3            140, 60%                    7                 8   \n",
+       "0             70, 50%               28.571               178   \n",
+       "1             70, 60%               26.143                32   \n",
+       "2            140, 50%               11.571                70   \n",
+       "3            140, 60%               10.000                 8   \n",
        "\n",
        "   Action-Rules Time (s)  Action-Rules Rules  Action-Rules Speed (x)  \n",
-       "0                  0.996                 178               70.281124  \n",
-       "1                  1.070                  32               22.429907  \n",
-       "2                  0.480                  70               22.916667  \n",
-       "3                  0.491                   8               14.256619  "
+       "0                  0.996                 178               28.685743  \n",
+       "1                  1.070                  32               24.432710  \n",
+       "2                  0.480                  70               24.106250  \n",
+       "3                  0.491                   8               20.366599  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
+    "import pandas as pd\n",
     "data = {\n",
     "    'Support, Confidence': ['70, 50%', '70, 60%', '140, 50%', '140, 60%'],\n",
-    "    'LISp-Miner Time (s)': [70, 24, 11, 7],\n",
+    "    'LISp-Miner Time (s)': [28.571, 26.143, 11.571, 10.0],\n",
     "    'LISp-Miner Rules': [178, 32, 70, 8],\n",
-    "    'Action-Rules Time (s)': [0.996, 1.07, 0.480, 0.491],\n",
+    "    'Action-Rules Time (s)': [0.996, 1.070, 0.480, 0.491],\n",
     "    'Action-Rules Rules': [178, 32, 70, 8]\n",
     "}\n",
     "\n",