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Commit 0520c617 authored by Almouhannad Hafez's avatar Almouhannad Hafez
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Rerun cells

parent acbe4a86
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Showing with 79 additions and 79 deletions
1.data_preprocessing.ipynb
View file @ 0520c617
......@@ -24,7 +24,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
......@@ -33,7 +33,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
......@@ -64,7 +64,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 3,
"metadata": {},
"outputs": [
{
......@@ -92,7 +92,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 4,
"metadata": {},
"outputs": [
{
......@@ -131,7 +131,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"outputs": [
{
......@@ -155,7 +155,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 6,
"metadata": {},
"outputs": [
{
......@@ -182,7 +182,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 7,
"metadata": {},
"outputs": [
{
......@@ -209,7 +209,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 8,
"metadata": {},
"outputs": [
{
......@@ -249,7 +249,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 9,
"metadata": {},
"outputs": [
{
......@@ -295,7 +295,7 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 10,
"metadata": {},
"outputs": [
{
......@@ -369,7 +369,7 @@
"5 3 Cookies"
]
},
"execution_count": 11,
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
......@@ -381,7 +381,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 11,
"metadata": {},
"outputs": [
{
......@@ -408,7 +408,7 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 12,
"metadata": {},
"outputs": [
{
......@@ -450,7 +450,7 @@
},
{
"cell_type": "code",
"execution_count": 14,
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
......
2.1.association_rules_apriori_fpg.ipynb
View file @ 0520c617
......@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
......@@ -30,7 +30,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
......@@ -60,7 +60,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 3,
"metadata": {},
"outputs": [
{
......@@ -87,7 +87,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
......@@ -103,7 +103,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"outputs": [
{
......@@ -201,7 +201,7 @@
"8 0.200000 (Pastry, Medialuna)"
]
},
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
......@@ -225,7 +225,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 6,
"metadata": {},
"outputs": [
{
......@@ -354,7 +354,7 @@
"4 0.60 1.500000 0.066667 1.500000 0.500000 "
]
},
"execution_count": 7,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
......@@ -386,7 +386,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 7,
"metadata": {},
"outputs": [
{
......@@ -413,7 +413,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
......@@ -429,7 +429,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 9,
"metadata": {},
"outputs": [
{
......@@ -527,7 +527,7 @@
"8 0.200000 (Pastry, Medialuna)"
]
},
"execution_count": 10,
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
......@@ -551,7 +551,7 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 10,
"metadata": {},
"outputs": [
{
......@@ -680,7 +680,7 @@
"4 0.60 1.500000 0.066667 1.500000 0.500000 "
]
},
"execution_count": 11,
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
......@@ -712,7 +712,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 11,
"metadata": {},
"outputs": [
{
......@@ -739,14 +739,14 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Execution time for Apriori: 11.745002031326294 seconds\n"
"Execution time for Apriori: 10.434999465942383 seconds\n"
]
}
],
......@@ -776,14 +776,14 @@
},
{
"cell_type": "code",
"execution_count": 14,
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Execution time for FP Growth: 2.6620032787323 seconds\n"
"Execution time for FP Growth: 2.471986770629883 seconds\n"
]
}
],
......
2.2.association_rules_eclat.ipynb
View file @ 0520c617
......@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
......@@ -44,7 +44,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 2,
"metadata": {},
"outputs": [
{
......@@ -71,7 +71,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
......@@ -88,7 +88,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 4,
"metadata": {},
"outputs": [
{
......@@ -136,13 +136,13 @@
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>[Bread]</td>\n",
" <td>0.466667</td>\n",
" <td>[Muffin]</td>\n",
" <td>0.200000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>[Muffin]</td>\n",
" <td>0.200000</td>\n",
" <td>[Pastry]</td>\n",
" <td>0.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
......@@ -151,8 +151,8 @@
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>[Pastry]</td>\n",
" <td>0.400000</td>\n",
" <td>[Bread]</td>\n",
" <td>0.466667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
......@@ -166,7 +166,7 @@
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>[Bread, Pastry]</td>\n",
" <td>[Pastry, Bread]</td>\n",
" <td>0.200000</td>\n",
" </tr>\n",
" </tbody>\n",
......@@ -177,16 +177,16 @@
" itemsets support\n",
"0 [Coffee] 0.266667\n",
"1 [Medialuna] 0.333333\n",
"2 [Bread] 0.466667\n",
"3 [Muffin] 0.200000\n",
"2 [Muffin] 0.200000\n",
"3 [Pastry] 0.400000\n",
"4 [Scandinavian] 0.200000\n",
"5 [Pastry] 0.400000\n",
"5 [Bread] 0.466667\n",
"6 [Coffee, Pastry] 0.200000\n",
"7 [Medialuna, Pastry] 0.200000\n",
"8 [Bread, Pastry] 0.200000"
"8 [Pastry, Bread] 0.200000"
]
},
"execution_count": 5,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
......@@ -211,7 +211,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"outputs": [
{
......@@ -257,55 +257,55 @@
" <tbody>\n",
" <tr>\n",
" <th>0</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>1</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>2</th>\n",
" <td>(Medialuna)</td>\n",
" <td>(Pastry)</td>\n",
" <td>0.333333</td>\n",
" <td>(Medialuna)</td>\n",
" <td>0.400000</td>\n",
" <td>0.333333</td>\n",
" <td>0.2</td>\n",
" <td>0.60</td>\n",
" <td>0.50</td>\n",
" <td>1.500000</td>\n",
" <td>0.066667</td>\n",
" <td>1.500000</td>\n",
" <td>0.500000</td>\n",
" <td>1.333333</td>\n",
" <td>0.555556</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>(Pastry)</td>\n",
" <td>(Medialuna)</td>\n",
" <td>0.400000</td>\n",
" <td>(Pastry)</td>\n",
" <td>0.333333</td>\n",
" <td>0.400000</td>\n",
" <td>0.2</td>\n",
" <td>0.50</td>\n",
" <td>0.60</td>\n",
" <td>1.500000</td>\n",
" <td>0.066667</td>\n",
" <td>1.333333</td>\n",
" <td>0.555556</td>\n",
" <td>1.500000</td>\n",
" <td>0.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
......@@ -326,21 +326,21 @@
],
"text/plain": [
" antecedents consequents antecedent support consequent support support \\\n",
"0 (Coffee) (Pastry) 0.266667 0.400000 0.2 \n",
"1 (Pastry) (Coffee) 0.400000 0.266667 0.2 \n",
"2 (Medialuna) (Pastry) 0.333333 0.400000 0.2 \n",
"3 (Pastry) (Medialuna) 0.400000 0.333333 0.2 \n",
"0 (Pastry) (Coffee) 0.400000 0.266667 0.2 \n",
"1 (Coffee) (Pastry) 0.266667 0.400000 0.2 \n",
"2 (Pastry) (Medialuna) 0.400000 0.333333 0.2 \n",
"3 (Medialuna) (Pastry) 0.333333 0.400000 0.2 \n",
"4 (Pastry) (Bread) 0.400000 0.466667 0.2 \n",
"\n",
" confidence lift leverage conviction zhangs_metric \n",
"0 0.75 1.875000 0.093333 2.400000 0.636364 \n",
"1 0.50 1.875000 0.093333 1.466667 0.777778 \n",
"2 0.60 1.500000 0.066667 1.500000 0.500000 \n",
"3 0.50 1.500000 0.066667 1.333333 0.555556 \n",
"0 0.50 1.875000 0.093333 1.466667 0.777778 \n",
"1 0.75 1.875000 0.093333 2.400000 0.636364 \n",
"2 0.50 1.500000 0.066667 1.333333 0.555556 \n",
"3 0.60 1.500000 0.066667 1.500000 0.500000 \n",
"4 0.50 1.071429 0.013333 1.066667 0.111111 "
]
},
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
......
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