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Add Table of contents to hw1.ipynb

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hw1.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ***Contents:***\n",
"* <a href=\"#0-setup\">0. Setup</a> \n",
"* <a href=\"#1-data-preprocessing\">1. Data-preprocessing</a> \n",
"* <a href=\"#2-extracting-rules-using-apriori\">2. Extracting rules using apriori</a> \n",
"* <a href=\"#3-extracting-rules-using-fp-growth\">3. Extracting rules using FP Growth</a> \n",
"* <a href=\"#4-performance-comparison\">4. Performance comparison</a> "
]
},
{
"cell_type": "markdown",
"metadata": {},
......@@ -18,46 +30,10 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"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"
]
}
],
"outputs": [],
"source": [
"%pip install pandas\n",
"%pip install mlxtend"
"# %pip install pandas\n",
"# %pip install mlxtend"
]
},
{
......@@ -626,7 +602,7 @@
" <tr>\n",
" <th>7</th>\n",
" <td>0.200000</td>\n",
" <td>(Coffee, Pastry)</td>\n",
" <td>(Pastry, Coffee)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
......@@ -646,7 +622,7 @@
"4 0.400000 (Pastry)\n",
"5 0.200000 (Scandinavian)\n",
"6 0.200000 (Pastry, Bread)\n",
"7 0.200000 (Coffee, Pastry)\n",
"7 0.200000 (Pastry, Coffee)\n",
"8 0.200000 (Pastry, Medialuna)"
]
},
......@@ -730,29 +706,29 @@
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>(Coffee)</td>\n",
" <td>(Pastry)</td>\n",
" <td>0.266667</td>\n",
" <td>(Coffee)</td>\n",
" <td>0.400000</td>\n",
" <td>0.266667</td>\n",
" <td>0.2</td>\n",
" <td>0.75</td>\n",
" <td>0.50</td>\n",
" <td>1.875000</td>\n",
" <td>0.093333</td>\n",
" <td>2.400000</td>\n",
" <td>0.636364</td>\n",
" <td>1.466667</td>\n",
" <td>0.777778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>(Pastry)</td>\n",
" <td>(Coffee)</td>\n",
" <td>0.400000</td>\n",
" <td>(Pastry)</td>\n",
" <td>0.266667</td>\n",
" <td>0.400000</td>\n",
" <td>0.2</td>\n",
" <td>0.50</td>\n",
" <td>0.75</td>\n",
" <td>1.875000</td>\n",
" <td>0.093333</td>\n",
" <td>1.466667</td>\n",
" <td>0.777778</td>\n",
" <td>2.400000</td>\n",
" <td>0.636364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
......@@ -787,15 +763,15 @@
"text/plain": [
" antecedents consequents antecedent support consequent support support \\\n",
"0 (Pastry) (Bread) 0.400000 0.466667 0.2 \n",
"1 (Coffee) (Pastry) 0.266667 0.400000 0.2 \n",
"2 (Pastry) (Coffee) 0.400000 0.266667 0.2 \n",
"1 (Pastry) (Coffee) 0.400000 0.266667 0.2 \n",
"2 (Coffee) (Pastry) 0.266667 0.400000 0.2 \n",
"3 (Pastry) (Medialuna) 0.400000 0.333333 0.2 \n",
"4 (Medialuna) (Pastry) 0.333333 0.400000 0.2 \n",
"\n",
" confidence lift leverage conviction zhangs_metric \n",
"0 0.50 1.071429 0.013333 1.066667 0.111111 \n",
"1 0.75 1.875000 0.093333 2.400000 0.636364 \n",
"2 0.50 1.875000 0.093333 1.466667 0.777778 \n",
"1 0.50 1.875000 0.093333 1.466667 0.777778 \n",
"2 0.75 1.875000 0.093333 2.400000 0.636364 \n",
"3 0.50 1.500000 0.066667 1.333333 0.555556 \n",
"4 0.60 1.500000 0.066667 1.500000 0.500000 "
]
......@@ -945,7 +921,7 @@
" <tr>\n",
" <th>7</th>\n",
" <td>0.200000</td>\n",
" <td>(Coffee, Pastry)</td>\n",
" <td>(Pastry, Coffee)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
......@@ -965,7 +941,7 @@
"4 0.266667 (Coffee)\n",
"5 0.333333 (Medialuna)\n",
"6 0.200000 (Pastry, Bread)\n",
"7 0.200000 (Coffee, Pastry)\n",
"7 0.200000 (Pastry, Coffee)\n",
"8 0.200000 (Pastry, Medialuna)"
]
},
......@@ -1049,29 +1025,29 @@
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>(Coffee)</td>\n",
" <td>(Pastry)</td>\n",
" <td>0.266667</td>\n",
" <td>(Coffee)</td>\n",
" <td>0.400000</td>\n",
" <td>0.266667</td>\n",
" <td>0.2</td>\n",
" <td>0.75</td>\n",
" <td>0.50</td>\n",
" <td>1.875000</td>\n",
" <td>0.093333</td>\n",
" <td>2.400000</td>\n",
" <td>0.636364</td>\n",
" <td>1.466667</td>\n",
" <td>0.777778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>(Pastry)</td>\n",
" <td>(Coffee)</td>\n",
" <td>0.400000</td>\n",
" <td>(Pastry)</td>\n",
" <td>0.266667</td>\n",
" <td>0.400000</td>\n",
" <td>0.2</td>\n",
" <td>0.50</td>\n",
" <td>0.75</td>\n",
" <td>1.875000</td>\n",
" <td>0.093333</td>\n",
" <td>1.466667</td>\n",
" <td>0.777778</td>\n",
" <td>2.400000</td>\n",
" <td>0.636364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
......@@ -1106,15 +1082,15 @@
"text/plain": [
" antecedents consequents antecedent support consequent support support \\\n",
"0 (Pastry) (Bread) 0.400000 0.466667 0.2 \n",
"1 (Coffee) (Pastry) 0.266667 0.400000 0.2 \n",
"2 (Pastry) (Coffee) 0.400000 0.266667 0.2 \n",
"1 (Pastry) (Coffee) 0.400000 0.266667 0.2 \n",
"2 (Coffee) (Pastry) 0.266667 0.400000 0.2 \n",
"3 (Pastry) (Medialuna) 0.400000 0.333333 0.2 \n",
"4 (Medialuna) (Pastry) 0.333333 0.400000 0.2 \n",
"\n",
" confidence lift leverage conviction zhangs_metric \n",
"0 0.50 1.071429 0.013333 1.066667 0.111111 \n",
"1 0.75 1.875000 0.093333 2.400000 0.636364 \n",
"2 0.50 1.875000 0.093333 1.466667 0.777778 \n",
"1 0.50 1.875000 0.093333 1.466667 0.777778 \n",
"2 0.75 1.875000 0.093333 2.400000 0.636364 \n",
"3 0.50 1.500000 0.066667 1.333333 0.555556 \n",
"4 0.60 1.500000 0.066667 1.500000 0.500000 "
]
......
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