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chore: rebase on master
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@sabbatinif
sabbatinif committed Aug 3, 2022
2 parents 3566780 + 8984103 commit ee73090
Showing 1 changed file with 62 additions and 22 deletions.
84 changes: 62 additions & 22 deletions demo/DemoClassification.ipynb
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"text/plain": " target\n0 setosa\n1 setosa\n2 setosa\n3 setosa\n4 setosa\n.. ...\n145 virginica\n146 virginica\n147 virginica\n148 virginica\n149 virginica\n\n[150 rows x 1 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>target</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>setosa</td>\n </tr>\n <tr>\n <th>1</th>\n <td>setosa</td>\n </tr>\n <tr>\n <th>2</th>\n <td>setosa</td>\n </tr>\n <tr>\n <th>3</th>\n <td>setosa</td>\n </tr>\n <tr>\n <th>4</th>\n <td>setosa</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n </tr>\n <tr>\n <th>145</th>\n <td>virginica</td>\n </tr>\n <tr>\n <th>146</th>\n <td>virginica</td>\n </tr>\n <tr>\n <th>147</th>\n <td>virginica</td>\n </tr>\n <tr>\n <th>148</th>\n <td>virginica</td>\n </tr>\n <tr>\n <th>149</th>\n <td>virginica</td>\n </tr>\n </tbody>\n</table>\n<p>150 rows × 1 columns</p>\n</div>"
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"text/plain": " SepalLength SepalWidth PetalLength PetalWidth iris\n0 5.1 3.5 1.4 0.2 setosa\n1 4.9 3.0 1.4 0.2 setosa\n2 4.7 3.2 1.3 0.2 setosa\n3 4.6 3.1 1.5 0.2 setosa\n4 5.0 3.6 1.4 0.2 setosa\n.. ... ... ... ... ...\n145 6.7 3.0 5.2 2.3 virginica\n146 6.3 2.5 5.0 1.9 virginica\n147 6.5 3.0 5.2 2.0 virginica\n148 6.2 3.4 5.4 2.3 virginica\n149 5.9 3.0 5.1 1.8 virginica\n\n[150 rows x 5 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SepalLength</th>\n <th>SepalWidth</th>\n <th>PetalLength</th>\n <th>PetalWidth</th>\n <th>iris</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>5.1</td>\n <td>3.5</td>\n <td>1.4</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>1</th>\n <td>4.9</td>\n <td>3.0</td>\n <td>1.4</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>2</th>\n <td>4.7</td>\n <td>3.2</td>\n <td>1.3</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4.6</td>\n <td>3.1</td>\n <td>1.5</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5.0</td>\n <td>3.6</td>\n <td>1.4</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>145</th>\n <td>6.7</td>\n <td>3.0</td>\n <td>5.2</td>\n <td>2.3</td>\n <td>virginica</td>\n </tr>\n <tr>\n <th>146</th>\n <td>6.3</td>\n <td>2.5</td>\n <td>5.0</td>\n <td>1.9</td>\n <td>virginica</td>\n </tr>\n <tr>\n <th>147</th>\n <td>6.5</td>\n <td>3.0</td>\n <td>5.2</td>\n <td>2.0</td>\n <td>virginica</td>\n </tr>\n <tr>\n <th>148</th>\n <td>6.2</td>\n <td>3.4</td>\n <td>5.4</td>\n <td>2.3</td>\n <td>virginica</td>\n </tr>\n <tr>\n <th>149</th>\n <td>5.9</td>\n <td>3.0</td>\n <td>5.1</td>\n <td>1.8</td>\n <td>virginica</td>\n </tr>\n </tbody>\n</table>\n<p>150 rows × 5 columns</p>\n</div>"
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},
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"name": "stdout",
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"text": [
"CART performance (3 rules):\n",
"Accuracy = 0.95\n",
"Fidelity = 0.96\n",
"Accuracy = 0.40\n",
"Fidelity = 0.39\n",
"\n",
"\n",
"CART extracted rules:\n",
"\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" PetalWidth =< 0.45, SepalLength =< 4.65, SepalWidth =< 2.65.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalLength =< 4.65, SepalWidth =< 3.15.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor) :-\n",
" PetalWidth =< 0.45, SepalLength =< 4.65, PetalWidth =< 0.25, SepalLength =< 4.5.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalLength =< 4.65, PetalWidth =< 0.25.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor) :-\n",
" PetalWidth =< 0.45, SepalLength =< 4.65.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, PetalLength =< 1.35.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, SepalWidth =< 3.05, SepalLength =< 4.85.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, SepalWidth =< 3.05, SepalLength =< 4.95.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, SepalWidth =< 3.05.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, SepalWidth =< 3.15, PetalWidth =< 0.15.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, SepalWidth =< 3.15.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, SepalWidth =< 3.45.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55, PetalWidth =< 0.25.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35, SepalWidth =< 3.55.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75, PetalWidth =< 0.35.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05, SepalWidth =< 3.75.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" PetalWidth =< 0.45, SepalWidth =< 4.05.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalWidth =< 0.45.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor) :-\n",
" PetalLength =< 4.2.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica) :-\n",
" SepalLength =< 6.5, SepalLength =< 5.8.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, setosa) :-\n",
" PetalLength =< 2.35.\n",
" SepalLength =< 6.5, PetalLength =< 4.85.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor) :-\n",
" PetalWidth =< 1.75.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, virginica).\n"
" SepalLength =< 6.5.\n",
"iris(PetalLength, PetalWidth, SepalLength, SepalWidth, versicolor).\n"
]
}
],
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