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fix the "AttributeError" bug #405

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fix the "AttributeError" bug #405

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931a754
fix: fix the 'AttributeError: 'str' object has no attribute 'columns''
Sep 20, 2023
bb84974
Stashing local changes before merge
Sep 20, 2023
75281c4
Merge remote-tracking branch 'upstream/main' into dev
Sep 20, 2023
d894f83
clear output and fix the ERR of unexpected feature_weight
Sep 21, 2023
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32 changes: 23 additions & 9 deletions docs/source/notebooks/DiCE_with_advanced_options.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -60,7 +60,9 @@
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"dataset = helpers.load_adult_income_dataset()\n",
Expand Down Expand Up @@ -112,7 +114,7 @@
"# provide the trained ML model to DiCE's model object\n",
"ML_modelpath = helpers.get_adult_income_modelpath(backend=backend)\n",
"# Step 2: dice_ml.Model\n",
"m = dice_ml.Model(model_path=ML_modelpath, backend=backend)"
"m = dice_ml.Model(model_path=ML_modelpath, backend=backend,func=\"ohe-min-max\" )"
]
},
{
Expand All @@ -139,14 +141,16 @@
"outputs": [],
"source": [
"# query instance in the form of a dictionary; keys: feature name, values: feature value\n",
"query_instance = {'age': 22,\n",
"query_instance_dict = {'age': 22,\n",
" 'workclass': 'Private',\n",
" 'education': 'HS-grad',\n",
" 'marital_status': 'Single',\n",
" 'occupation': 'Service',\n",
" 'race': 'White',\n",
" 'gender': 'Female',\n",
" 'hours_per_week': 45}"
" 'hours_per_week': 45}\n",
"import pandas as pd\n",
"query_instance = pd.DataFrame([query_instance_dict])"
]
},
{
Expand Down Expand Up @@ -232,6 +236,16 @@
"feature_weights = {'age': 1, 'hours_per_week': 1}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# initiate gradient-based DiCE for user-defined feature_weight\n",
"exp = dice_ml.Dice(d, m, method=\"gradient\")"
]
},
{
"cell_type": "code",
"execution_count": null,
Expand Down Expand Up @@ -314,11 +328,8 @@
}
],
"metadata": {
"nbsphinx": {
"execute": "never"
},
"kernelspec": {
"display_name": "Python 3",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
Expand All @@ -332,7 +343,10 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.12"
"version": "3.8.18"
},
"nbsphinx": {
"execute": "never"
},
"toc": {
"base_numbering": 1,
Expand Down