Fix FPG type

hw1.ipynb

@@ -18,7 +18,43 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Defaulting to user installation because normal site-packages is not writeable\n",
+      "Requirement already satisfied: pandas in d:\\programs\\anaconda3\\lib\\site-packages (2.1.4)\n",
+      "Requirement already satisfied: numpy<2,>=1.23.2 in d:\\programs\\anaconda3\\lib\\site-packages (from pandas) (1.26.4)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in d:\\programs\\anaconda3\\lib\\site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in d:\\programs\\anaconda3\\lib\\site-packages (from pandas) (2023.3.post1)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in d:\\programs\\anaconda3\\lib\\site-packages (from pandas) (2023.3)\n",
+      "Requirement already satisfied: six>=1.5 in d:\\programs\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Defaulting to user installation because normal site-packages is not writeable\n",
+      "Requirement already satisfied: mlxtend in c:\\users\\toshiba\\appdata\\roaming\\python\\python311\\site-packages (0.23.1)\n",
+      "Requirement already satisfied: scipy>=1.2.1 in d:\\programs\\anaconda3\\lib\\site-packages (from mlxtend) (1.11.4)\n",
+      "Requirement already satisfied: numpy>=1.16.2 in d:\\programs\\anaconda3\\lib\\site-packages (from mlxtend) (1.26.4)\n",
+      "Requirement already satisfied: pandas>=0.24.2 in d:\\programs\\anaconda3\\lib\\site-packages (from mlxtend) (2.1.4)\n",
+      "Requirement already satisfied: scikit-learn>=1.0.2 in d:\\programs\\anaconda3\\lib\\site-packages (from mlxtend) (1.2.2)\n",
+      "Requirement already satisfied: matplotlib>=3.0.0 in d:\\programs\\anaconda3\\lib\\site-packages (from mlxtend) (3.8.0)\n",
+      "Requirement already satisfied: joblib>=0.13.2 in d:\\programs\\anaconda3\\lib\\site-packages (from mlxtend) (1.2.0)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (1.2.0)\n",
+      "Requirement already satisfied: cycler>=0.10 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (0.11.0)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (4.25.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (1.4.4)\n",
+      "Requirement already satisfied: packaging>=20.0 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (23.1)\n",
+      "Requirement already satisfied: pillow>=6.2.0 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (10.2.0)\n",
+      "Requirement already satisfied: pyparsing>=2.3.1 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (3.0.9)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in d:\\programs\\anaconda3\\lib\\site-packages (from matplotlib>=3.0.0->mlxtend) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in d:\\programs\\anaconda3\\lib\\site-packages (from pandas>=0.24.2->mlxtend) (2023.3.post1)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in d:\\programs\\anaconda3\\lib\\site-packages (from pandas>=0.24.2->mlxtend) (2023.3)\n",
+      "Requirement already satisfied: threadpoolctl>=2.0.0 in d:\\programs\\anaconda3\\lib\\site-packages (from scikit-learn>=1.0.2->mlxtend) (2.2.0)\n",
+      "Requirement already satisfied: six>=1.5 in d:\\programs\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib>=3.0.0->mlxtend) (1.16.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
    "source": [
     "%pip install pandas\n",
     "%pip install mlxtend"
@@ -1090,7 +1126,7 @@
    ],
    "source": [
     "min_confidence = CONSTANTS.MIN_CONFIDENCE_VALUE\n",
-    "rules_fpg = association_rules(repeated_item_sets_apriori, metric=\"confidence\", min_threshold=min_confidence)\n",
+    "rules_fpg = association_rules(repeated_item_sets_fpg, metric=\"confidence\", min_threshold=min_confidence)\n",
     "print(f\"Association rules using FP Growth with min_support = {min_support} and min_confidence = {min_confidence}:\")\n",
     "rules_fpg"
    ]