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

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