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bugfix
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Eden Wu committed Sep 1, 2024
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Showing 1 changed file with 89 additions and 2 deletions.
91 changes: 89 additions & 2 deletions examples/s4e9.ipynb
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"/ext3/miniconda3/lib/python3.9/site-packages/datamart_profiler/core.py:199: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
" data = data.astype(object).fillna('').astype(str)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"training, score: 55164.69642711305...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/preprocessing/_label.py:114: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
" y = column_or_1d(y, warn=True)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/datamart_profiler/core.py:199: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
" data = data.astype(object).fillna('').astype(str)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"training, score: 62603.8140657158...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/preprocessing/_label.py:114: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
" y = column_or_1d(y, warn=True)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/datamart_profiler/core.py:199: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
" data = data.astype(object).fillna('').astype(str)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"training, score: 57468.024932105174...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/preprocessing/_label.py:114: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
" y = column_or_1d(y, warn=True)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/datamart_profiler/core.py:199: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
" data = data.astype(object).fillna('').astype(str)\n",
"/ext3/miniconda3/lib/python3.9/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" return fit_method(estimator, *args, **kwargs)\n"
]
}
Expand Down Expand Up @@ -399,7 +486,7 @@
" \n",
" \n",
" best_generator = None\n",
" best_score = 0\n",
" best_score = 99999\n",
" \n",
"\n",
" for i in range(n_trails):\n",
Expand Down Expand Up @@ -445,7 +532,7 @@
" \n",
" scores = cross_val_score(pipeline, X_gen, y_gen, scoring=make_scorer(mean_squared_error), cv=5)\n",
" score = sum(scores) / len(scores)\n",
" if score > best_score:\n",
" if score < best_score:\n",
" best_score = score\n",
" best_generator = generator\n",
" \n",
Expand Down

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