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Add Levenshtein example. Bump TrustyAI to 0.4.0 #39

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merged 2 commits into from
Jan 16, 2024
Merged

Add Levenshtein example. Bump TrustyAI to 0.4.0 #39

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6c38778
Add Levenshtein example. Bump TrustyAI to 0.4.0
ruivieira Jan 16, 2024
64927fa
Update README.md
ruivieira Jan 16, 2024
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210 changes: 100 additions & 110 deletions examples/Counterfactuals.ipynb
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104 changes: 48 additions & 56 deletions examples/Dataset.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -74,55 +74,55 @@
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" <td>13</td>\n",
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" </tr>\n",
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" <td>41</td>\n",
" <td>True</td>\n",
" </tr>\n",
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" <th>2</th>\n",
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" <td>24</td>\n",
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" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x1 x2 x3 x4 select\n",
"0 110.775961 8897.843314 769f28d7-df70-4907-8f49-f8a5efeadbb2 17 False\n",
"1 134.706970 5968.935158 4d22cc7d-db38-4e25-8be4-f18394fb3705 33 False\n",
"2 124.157443 6880.264047 8de2e39b-406c-48ce-a6cc-169ee8f73ef0 39 True\n",
"3 170.961902 8536.049163 5727068c-35c9-4cde-83f0-9b5f522373de 39 False\n",
"4 172.601273 7478.442753 76c9587b-e68f-45e8-a39d-ed9fab2b5609 11 False"
"0 199.691719 8423.634001 aa433471-f2f4-4210-beab-2a5fde4afc93 13 True\n",
"1 175.015510 5144.954980 8c8cfe67-7257-4f3d-9506-f4816c4e770e 41 True\n",
"2 181.826085 8659.891995 7bd8c06d-1064-4f13-b372-c65af8e30149 41 True\n",
"3 166.700817 7487.153923 2b0370a4-b41e-4b16-9c1f-a65f0a65464c 3 False\n",
"4 157.718382 5539.941095 6c245358-d261-4e15-8517-c3f09ecdac66 24 True"
]
},
"execution_count": 3,
Expand Down Expand Up @@ -185,7 +185,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Feature{name='x1', type=number, value=110.77596090318106}, Feature{name='x2', type=number, value=8897.843313935722}, Feature{name='x3', type=categorical, value=769f28d7-df70-4907-8f49-f8a5efeadbb2}, Feature{name='x4', type=number, value=17}]\n"
"[Feature{name='x1', type=number, value=199.69171905389746}, Feature{name='x2', type=number, value=8423.634000506001}, Feature{name='x3', type=categorical, value=aa433471-f2f4-4210-beab-2a5fde4afc93}, Feature{name='x4', type=number, value=13}]\n"
]
}
],
Expand Down Expand Up @@ -224,7 +224,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Output{value=false, type=boolean, score=1.0, name='select'}]\n"
"[Output{value=true, type=boolean, score=1.0, name='select'}]\n"
]
}
],
Expand Down Expand Up @@ -260,7 +260,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Feature{name='x2', type=number, value=8897.843313935722}, Feature{name='x3', type=categorical, value=769f28d7-df70-4907-8f49-f8a5efeadbb2}, Feature{name='select', type=boolean, value=false}]\n"
"[Feature{name='x2', type=number, value=8423.634000506001}, Feature{name='x3', type=categorical, value=aa433471-f2f4-4210-beab-2a5fde4afc93}, Feature{name='select', type=boolean, value=true}]\n"
]
}
],
Expand All @@ -278,7 +278,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Output{value=110.77596090318106, type=number, score=1.0, name='x1'}, Output{value=17.0, type=number, score=1.0, name='x4'}]\n"
"[Output{value=199.69171905389746, type=number, score=1.0, name='x1'}, Output{value=13.0, type=number, score=1.0, name='x4'}]\n"
]
}
],
Expand Down Expand Up @@ -313,16 +313,16 @@
{
"data": {
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"array([[0.68468018, 0.60703705, 0.7619673 , 0.56649717, 0.72130264],\n",
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]
},
"execution_count": 13,
Expand Down Expand Up @@ -383,7 +383,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Feature{name='input-0', type=number, value=0.49418369920147376}, Feature{name='input-1', type=number, value=0.541389237195627}, Feature{name='input-2', type=number, value=0.79744718322189}, Feature{name='input-3', type=number, value=0.7596647445704917}]\n"
"[Feature{name='input-0', type=number, value=0.6846801847772033}, Feature{name='input-1', type=number, value=0.6070370508287989}, Feature{name='input-2', type=number, value=0.7619673021775413}, Feature{name='input-3', type=number, value=0.5664971655888972}]\n"
]
}
],
Expand All @@ -401,7 +401,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Output{value=0.6663965038979389, type=number, score=1.0, name='output-0'}]\n"
"[Output{value=0.7213026353546987, type=number, score=1.0, name='output-0'}]\n"
]
}
],
Expand Down Expand Up @@ -437,7 +437,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Feature{name='input-0', type=number, value=0.541389237195627}, Feature{name='input-1', type=number, value=0.7596647445704917}, Feature{name='input-2', type=number, value=0.6663965038979389}]\n"
"[Feature{name='input-0', type=number, value=0.6070370508287989}, Feature{name='input-1', type=number, value=0.5664971655888972}, Feature{name='input-2', type=number, value=0.7213026353546987}]\n"
]
}
],
Expand All @@ -455,26 +455,18 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[Output{value=0.49418369920147376, type=number, score=1.0, name='output-0'}, Output{value=0.79744718322189, type=number, score=1.0, name='output-1'}]\n"
"[Output{value=0.6846801847772033, type=number, score=1.0, name='output-0'}, Output{value=0.7619673021775413, type=number, score=1.0, name='output-1'}]\n"
]
}
],
"source": [
"print(ds.outputs[0].outputs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "169523a6",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
Expand All @@ -488,7 +480,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.0"
"version": "3.11.7"
},
"toc": {
"base_numbering": 1,
Expand Down
359 changes: 190 additions & 169 deletions examples/EnergyLoadForecasting.ipynb
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441 changes: 227 additions & 214 deletions examples/EngineFaultDetection.ipynb
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16 changes: 4 additions & 12 deletions examples/GroupFairnessMetrics.ipynb
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Expand Up @@ -645,9 +645,9 @@
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rui/.virtualenvs/trustyai-explainability-python-examples/lib/python3.10/site-packages/xgboost/compat.py:31: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
"/home/rui/.virtualenvs/trustyai-explainability-python-examples/lib/python3.11/site-packages/xgboost/compat.py:31: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
" from pandas import MultiIndex, Int64Index\n",
"/Users/rui/.virtualenvs/trustyai-explainability-python-examples/lib/python3.10/site-packages/xgboost/data.py:208: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
"/home/rui/.virtualenvs/trustyai-explainability-python-examples/lib/python3.11/site-packages/xgboost/data.py:208: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
" from pandas import MultiIndex, Int64Index\n"
]
}
Expand Down Expand Up @@ -770,19 +770,11 @@
" positive_class=[1])\n",
"print(score)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ad3d2363",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
Expand All @@ -796,7 +788,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.0"
"version": "3.11.7"
}
},
"nbformat": 4,
Expand Down
313 changes: 313 additions & 0 deletions examples/LanguageMetrics.ipynb
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