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logs.log
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2024-09-03 21:46:45,900:WARNING:
'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install.
2024-09-03 21:46:45,901:WARNING:
'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install.
2024-09-03 21:46:45,901:WARNING:
'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install.
2024-09-03 21:46:45,901:WARNING:
'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install.
2024-09-03 21:50:21,339:INFO:PyCaret RegressionExperiment
2024-09-03 21:50:21,339:INFO:Logging name: reg-default-name
2024-09-03 21:50:21,339:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 21:50:21,366:INFO:version 3.4.0
2024-09-03 21:50:21,367:INFO:Initializing setup()
2024-09-03 21:50:21,367:INFO:self.USI: d2db
2024-09-03 21:50:21,368:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 21:50:21,368:INFO:Checking environment
2024-09-03 21:50:21,368:INFO:python_version: 3.12.3
2024-09-03 21:50:21,369:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 21:50:21,369:INFO:machine: AMD64
2024-09-03 21:50:21,549:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 21:50:21,561:INFO:Memory: svmem(total=16369221632, available=7592579072, percent=53.6, used=8776642560, free=7592579072)
2024-09-03 21:50:21,561:INFO:Physical Core: 8
2024-09-03 21:50:21,561:INFO:Logical Core: 16
2024-09-03 21:50:21,561:INFO:Checking libraries
2024-09-03 21:50:21,561:INFO:System:
2024-09-03 21:50:21,561:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 21:50:21,562:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 21:50:21,562:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 21:50:21,562:INFO:PyCaret required dependencies:
2024-09-03 21:50:21,878:INFO: pip: 24.0
2024-09-03 21:50:21,878:INFO: setuptools: 74.0.0
2024-09-03 21:50:21,879:INFO: pycaret: 3.4.0
2024-09-03 21:50:21,879:INFO: IPython: 8.27.0
2024-09-03 21:50:21,879:INFO: ipywidgets: 8.1.5
2024-09-03 21:50:21,879:INFO: tqdm: 4.66.5
2024-09-03 21:50:21,879:INFO: numpy: 1.26.4
2024-09-03 21:50:21,879:INFO: pandas: 2.2.2
2024-09-03 21:50:21,879:INFO: jinja2: 3.1.4
2024-09-03 21:50:21,879:INFO: scipy: 1.11.4
2024-09-03 21:50:21,879:INFO: joblib: 1.3.2
2024-09-03 21:50:21,879:INFO: sklearn: 1.4.2
2024-09-03 21:50:21,879:INFO: pyod: 2.0.1
2024-09-03 21:50:21,879:INFO: imblearn: 0.12.3
2024-09-03 21:50:21,879:INFO: category_encoders: 2.6.3
2024-09-03 21:50:21,879:INFO: lightgbm: 4.5.0
2024-09-03 21:50:21,880:INFO: numba: 0.60.0
2024-09-03 21:50:21,880:INFO: requests: 2.32.3
2024-09-03 21:50:21,880:INFO: matplotlib: 3.7.5
2024-09-03 21:50:21,880:INFO: scikitplot: 0.3.7
2024-09-03 21:50:21,880:INFO: yellowbrick: 1.5
2024-09-03 21:50:21,880:INFO: plotly: 5.24.0
2024-09-03 21:50:21,880:INFO: plotly-resampler: Not installed
2024-09-03 21:50:21,880:INFO: kaleido: 0.2.1
2024-09-03 21:50:21,880:INFO: schemdraw: 0.15
2024-09-03 21:50:21,880:INFO: statsmodels: 0.14.2
2024-09-03 21:50:21,880:INFO: sktime: 0.32.3
2024-09-03 21:50:21,880:INFO: tbats: 1.1.3
2024-09-03 21:50:21,880:INFO: pmdarima: 2.0.4
2024-09-03 21:50:21,881:INFO: psutil: 6.0.0
2024-09-03 21:50:21,881:INFO: markupsafe: 2.1.5
2024-09-03 21:50:21,881:INFO: pickle5: Not installed
2024-09-03 21:50:21,881:INFO: cloudpickle: 3.0.0
2024-09-03 21:50:21,881:INFO: deprecation: 2.1.0
2024-09-03 21:50:21,881:INFO: xxhash: 3.5.0
2024-09-03 21:50:21,881:INFO: wurlitzer: Not installed
2024-09-03 21:50:21,881:INFO:PyCaret optional dependencies:
2024-09-03 21:50:21,907:INFO: shap: Not installed
2024-09-03 21:50:21,907:INFO: interpret: Not installed
2024-09-03 21:50:21,907:INFO: umap: Not installed
2024-09-03 21:50:21,907:INFO: ydata_profiling: 4.9.0
2024-09-03 21:50:21,907:INFO: explainerdashboard: Not installed
2024-09-03 21:50:21,907:INFO: autoviz: Not installed
2024-09-03 21:50:21,907:INFO: fairlearn: Not installed
2024-09-03 21:50:21,907:INFO: deepchecks: Not installed
2024-09-03 21:50:21,908:INFO: xgboost: Not installed
2024-09-03 21:50:21,908:INFO: catboost: Not installed
2024-09-03 21:50:21,908:INFO: kmodes: Not installed
2024-09-03 21:50:21,908:INFO: mlxtend: Not installed
2024-09-03 21:50:21,908:INFO: statsforecast: Not installed
2024-09-03 21:50:21,908:INFO: tune_sklearn: Not installed
2024-09-03 21:50:21,908:INFO: ray: Not installed
2024-09-03 21:50:21,908:INFO: hyperopt: Not installed
2024-09-03 21:50:21,909:INFO: optuna: Not installed
2024-09-03 21:50:21,909:INFO: skopt: Not installed
2024-09-03 21:50:21,909:INFO: mlflow: Not installed
2024-09-03 21:50:21,909:INFO: gradio: Not installed
2024-09-03 21:50:21,909:INFO: fastapi: Not installed
2024-09-03 21:50:21,909:INFO: uvicorn: Not installed
2024-09-03 21:50:21,909:INFO: m2cgen: Not installed
2024-09-03 21:50:21,909:INFO: evidently: Not installed
2024-09-03 21:50:21,909:INFO: fugue: Not installed
2024-09-03 21:50:21,909:INFO: streamlit: 1.38.0
2024-09-03 21:50:21,909:INFO: prophet: Not installed
2024-09-03 21:50:21,909:INFO:None
2024-09-03 21:50:21,909:INFO:Set up data.
2024-09-03 21:53:16,801:INFO:PyCaret RegressionExperiment
2024-09-03 21:53:16,802:INFO:Logging name: reg-default-name
2024-09-03 21:53:16,802:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 21:53:16,802:INFO:version 3.4.0
2024-09-03 21:53:16,802:INFO:Initializing setup()
2024-09-03 21:53:16,802:INFO:self.USI: 3961
2024-09-03 21:53:16,802:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 21:53:16,802:INFO:Checking environment
2024-09-03 21:53:16,802:INFO:python_version: 3.12.3
2024-09-03 21:53:16,802:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 21:53:16,802:INFO:machine: AMD64
2024-09-03 21:53:16,803:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 21:53:16,817:INFO:Memory: svmem(total=16369221632, available=7328395264, percent=55.2, used=9040826368, free=7328395264)
2024-09-03 21:53:16,817:INFO:Physical Core: 8
2024-09-03 21:53:16,817:INFO:Logical Core: 16
2024-09-03 21:53:16,817:INFO:Checking libraries
2024-09-03 21:53:16,818:INFO:System:
2024-09-03 21:53:16,818:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 21:53:16,818:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 21:53:16,818:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 21:53:16,818:INFO:PyCaret required dependencies:
2024-09-03 21:53:16,819:INFO: pip: 24.0
2024-09-03 21:53:16,819:INFO: setuptools: 74.0.0
2024-09-03 21:53:16,819:INFO: pycaret: 3.4.0
2024-09-03 21:53:16,819:INFO: IPython: 8.27.0
2024-09-03 21:53:16,819:INFO: ipywidgets: 8.1.5
2024-09-03 21:53:16,819:INFO: tqdm: 4.66.5
2024-09-03 21:53:16,820:INFO: numpy: 1.26.4
2024-09-03 21:53:16,820:INFO: pandas: 2.2.2
2024-09-03 21:53:16,820:INFO: jinja2: 3.1.4
2024-09-03 21:53:16,820:INFO: scipy: 1.11.4
2024-09-03 21:53:16,821:INFO: joblib: 1.3.2
2024-09-03 21:53:16,821:INFO: sklearn: 1.4.2
2024-09-03 21:53:16,821:INFO: pyod: 2.0.1
2024-09-03 21:53:16,821:INFO: imblearn: 0.12.3
2024-09-03 21:53:16,821:INFO: category_encoders: 2.6.3
2024-09-03 21:53:16,821:INFO: lightgbm: 4.5.0
2024-09-03 21:53:16,821:INFO: numba: 0.60.0
2024-09-03 21:53:16,821:INFO: requests: 2.32.3
2024-09-03 21:53:16,821:INFO: matplotlib: 3.7.5
2024-09-03 21:53:16,821:INFO: scikitplot: 0.3.7
2024-09-03 21:53:16,821:INFO: yellowbrick: 1.5
2024-09-03 21:53:16,821:INFO: plotly: 5.24.0
2024-09-03 21:53:16,821:INFO: plotly-resampler: Not installed
2024-09-03 21:53:16,821:INFO: kaleido: 0.2.1
2024-09-03 21:53:16,821:INFO: schemdraw: 0.15
2024-09-03 21:53:16,822:INFO: statsmodels: 0.14.2
2024-09-03 21:53:16,822:INFO: sktime: 0.32.3
2024-09-03 21:53:16,822:INFO: tbats: 1.1.3
2024-09-03 21:53:16,822:INFO: pmdarima: 2.0.4
2024-09-03 21:53:16,822:INFO: psutil: 6.0.0
2024-09-03 21:53:16,822:INFO: markupsafe: 2.1.5
2024-09-03 21:53:16,822:INFO: pickle5: Not installed
2024-09-03 21:53:16,822:INFO: cloudpickle: 3.0.0
2024-09-03 21:53:16,822:INFO: deprecation: 2.1.0
2024-09-03 21:53:16,822:INFO: xxhash: 3.5.0
2024-09-03 21:53:16,822:INFO: wurlitzer: Not installed
2024-09-03 21:53:16,822:INFO:PyCaret optional dependencies:
2024-09-03 21:53:16,822:INFO: shap: Not installed
2024-09-03 21:53:16,822:INFO: interpret: Not installed
2024-09-03 21:53:16,822:INFO: umap: Not installed
2024-09-03 21:53:16,823:INFO: ydata_profiling: 4.9.0
2024-09-03 21:53:16,823:INFO: explainerdashboard: Not installed
2024-09-03 21:53:16,823:INFO: autoviz: Not installed
2024-09-03 21:53:16,823:INFO: fairlearn: Not installed
2024-09-03 21:53:16,823:INFO: deepchecks: Not installed
2024-09-03 21:53:16,823:INFO: xgboost: Not installed
2024-09-03 21:53:16,823:INFO: catboost: Not installed
2024-09-03 21:53:16,823:INFO: kmodes: Not installed
2024-09-03 21:53:16,823:INFO: mlxtend: Not installed
2024-09-03 21:53:16,823:INFO: statsforecast: Not installed
2024-09-03 21:53:16,823:INFO: tune_sklearn: Not installed
2024-09-03 21:53:16,823:INFO: ray: Not installed
2024-09-03 21:53:16,823:INFO: hyperopt: Not installed
2024-09-03 21:53:16,823:INFO: optuna: Not installed
2024-09-03 21:53:16,824:INFO: skopt: Not installed
2024-09-03 21:53:16,824:INFO: mlflow: Not installed
2024-09-03 21:53:16,824:INFO: gradio: Not installed
2024-09-03 21:53:16,824:INFO: fastapi: Not installed
2024-09-03 21:53:16,824:INFO: uvicorn: Not installed
2024-09-03 21:53:16,824:INFO: m2cgen: Not installed
2024-09-03 21:53:16,824:INFO: evidently: Not installed
2024-09-03 21:53:16,824:INFO: fugue: Not installed
2024-09-03 21:53:16,824:INFO: streamlit: 1.38.0
2024-09-03 21:53:16,824:INFO: prophet: Not installed
2024-09-03 21:53:16,824:INFO:None
2024-09-03 21:53:16,824:INFO:Set up data.
2024-09-03 21:57:38,073:INFO:PyCaret RegressionExperiment
2024-09-03 21:57:38,074:INFO:Logging name: reg-default-name
2024-09-03 21:57:38,074:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 21:57:38,074:INFO:version 3.4.0
2024-09-03 21:57:38,074:INFO:Initializing setup()
2024-09-03 21:57:38,074:INFO:self.USI: 1293
2024-09-03 21:57:38,074:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 21:57:38,074:INFO:Checking environment
2024-09-03 21:57:38,074:INFO:python_version: 3.12.3
2024-09-03 21:57:38,074:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 21:57:38,075:INFO:machine: AMD64
2024-09-03 21:57:38,075:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 21:57:38,086:INFO:Memory: svmem(total=16369221632, available=7601766400, percent=53.6, used=8767455232, free=7601766400)
2024-09-03 21:57:38,087:INFO:Physical Core: 8
2024-09-03 21:57:38,087:INFO:Logical Core: 16
2024-09-03 21:57:38,087:INFO:Checking libraries
2024-09-03 21:57:38,087:INFO:System:
2024-09-03 21:57:38,087:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 21:57:38,087:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 21:57:38,087:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 21:57:38,089:INFO:PyCaret required dependencies:
2024-09-03 21:57:38,090:INFO: pip: 24.0
2024-09-03 21:57:38,090:INFO: setuptools: 74.0.0
2024-09-03 21:57:38,091:INFO: pycaret: 3.4.0
2024-09-03 21:57:38,091:INFO: IPython: 8.27.0
2024-09-03 21:57:38,091:INFO: ipywidgets: 8.1.5
2024-09-03 21:57:38,091:INFO: tqdm: 4.66.5
2024-09-03 21:57:38,091:INFO: numpy: 1.26.4
2024-09-03 21:57:38,091:INFO: pandas: 2.2.2
2024-09-03 21:57:38,091:INFO: jinja2: 3.1.4
2024-09-03 21:57:38,091:INFO: scipy: 1.11.4
2024-09-03 21:57:38,092:INFO: joblib: 1.3.2
2024-09-03 21:57:38,092:INFO: sklearn: 1.4.2
2024-09-03 21:57:38,092:INFO: pyod: 2.0.1
2024-09-03 21:57:38,092:INFO: imblearn: 0.12.3
2024-09-03 21:57:38,092:INFO: category_encoders: 2.6.3
2024-09-03 21:57:38,092:INFO: lightgbm: 4.5.0
2024-09-03 21:57:38,092:INFO: numba: 0.60.0
2024-09-03 21:57:38,093:INFO: requests: 2.32.3
2024-09-03 21:57:38,093:INFO: matplotlib: 3.7.5
2024-09-03 21:57:38,093:INFO: scikitplot: 0.3.7
2024-09-03 21:57:38,093:INFO: yellowbrick: 1.5
2024-09-03 21:57:38,093:INFO: plotly: 5.24.0
2024-09-03 21:57:38,093:INFO: plotly-resampler: Not installed
2024-09-03 21:57:38,093:INFO: kaleido: 0.2.1
2024-09-03 21:57:38,093:INFO: schemdraw: 0.15
2024-09-03 21:57:38,094:INFO: statsmodels: 0.14.2
2024-09-03 21:57:38,094:INFO: sktime: 0.32.3
2024-09-03 21:57:38,094:INFO: tbats: 1.1.3
2024-09-03 21:57:38,094:INFO: pmdarima: 2.0.4
2024-09-03 21:57:38,094:INFO: psutil: 6.0.0
2024-09-03 21:57:38,094:INFO: markupsafe: 2.1.5
2024-09-03 21:57:38,094:INFO: pickle5: Not installed
2024-09-03 21:57:38,095:INFO: cloudpickle: 3.0.0
2024-09-03 21:57:38,095:INFO: deprecation: 2.1.0
2024-09-03 21:57:38,095:INFO: xxhash: 3.5.0
2024-09-03 21:57:38,095:INFO: wurlitzer: Not installed
2024-09-03 21:57:38,095:INFO:PyCaret optional dependencies:
2024-09-03 21:57:38,095:INFO: shap: Not installed
2024-09-03 21:57:38,095:INFO: interpret: Not installed
2024-09-03 21:57:38,096:INFO: umap: Not installed
2024-09-03 21:57:38,096:INFO: ydata_profiling: 4.9.0
2024-09-03 21:57:38,096:INFO: explainerdashboard: Not installed
2024-09-03 21:57:38,096:INFO: autoviz: Not installed
2024-09-03 21:57:38,096:INFO: fairlearn: Not installed
2024-09-03 21:57:38,096:INFO: deepchecks: Not installed
2024-09-03 21:57:38,096:INFO: xgboost: Not installed
2024-09-03 21:57:38,097:INFO: catboost: Not installed
2024-09-03 21:57:38,097:INFO: kmodes: Not installed
2024-09-03 21:57:38,097:INFO: mlxtend: Not installed
2024-09-03 21:57:38,097:INFO: statsforecast: Not installed
2024-09-03 21:57:38,097:INFO: tune_sklearn: Not installed
2024-09-03 21:57:38,097:INFO: ray: Not installed
2024-09-03 21:57:38,097:INFO: hyperopt: Not installed
2024-09-03 21:57:38,097:INFO: optuna: Not installed
2024-09-03 21:57:38,098:INFO: skopt: Not installed
2024-09-03 21:57:38,098:INFO: mlflow: Not installed
2024-09-03 21:57:38,098:INFO: gradio: Not installed
2024-09-03 21:57:38,098:INFO: fastapi: Not installed
2024-09-03 21:57:38,098:INFO: uvicorn: Not installed
2024-09-03 21:57:38,098:INFO: m2cgen: Not installed
2024-09-03 21:57:38,098:INFO: evidently: Not installed
2024-09-03 21:57:38,098:INFO: fugue: Not installed
2024-09-03 21:57:38,099:INFO: streamlit: 1.38.0
2024-09-03 21:57:38,099:INFO: prophet: Not installed
2024-09-03 21:57:38,099:INFO:None
2024-09-03 21:57:38,099:INFO:Set up data.
2024-09-03 22:01:41,908:INFO:PyCaret RegressionExperiment
2024-09-03 22:01:41,909:INFO:Logging name: reg-default-name
2024-09-03 22:01:41,909:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 22:01:41,909:INFO:version 3.4.0
2024-09-03 22:01:41,909:INFO:Initializing setup()
2024-09-03 22:01:41,909:INFO:self.USI: f714
2024-09-03 22:01:41,909:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 22:01:41,910:INFO:Checking environment
2024-09-03 22:01:41,910:INFO:python_version: 3.12.3
2024-09-03 22:01:41,910:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 22:01:41,910:INFO:machine: AMD64
2024-09-03 22:01:41,910:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 22:01:41,923:INFO:Memory: svmem(total=16369221632, available=7335542784, percent=55.2, used=9033678848, free=7335542784)
2024-09-03 22:01:41,924:INFO:Physical Core: 8
2024-09-03 22:01:41,924:INFO:Logical Core: 16
2024-09-03 22:01:41,925:INFO:Checking libraries
2024-09-03 22:01:41,925:INFO:System:
2024-09-03 22:01:41,925:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 22:01:41,925:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 22:01:41,925:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 22:01:41,925:INFO:PyCaret required dependencies:
2024-09-03 22:01:41,926:INFO: pip: 24.0
2024-09-03 22:01:41,926:INFO: setuptools: 74.0.0
2024-09-03 22:01:41,926:INFO: pycaret: 3.4.0
2024-09-03 22:01:41,926:INFO: IPython: 8.27.0
2024-09-03 22:01:41,926:INFO: ipywidgets: 8.1.5
2024-09-03 22:01:41,926:INFO: tqdm: 4.66.5
2024-09-03 22:01:41,926:INFO: numpy: 1.26.4
2024-09-03 22:01:41,927:INFO: pandas: 2.2.2
2024-09-03 22:01:41,927:INFO: jinja2: 3.1.4
2024-09-03 22:01:41,927:INFO: scipy: 1.11.4
2024-09-03 22:01:41,927:INFO: joblib: 1.3.2
2024-09-03 22:01:41,927:INFO: sklearn: 1.4.2
2024-09-03 22:01:41,927:INFO: pyod: 2.0.1
2024-09-03 22:01:41,927:INFO: imblearn: 0.12.3
2024-09-03 22:01:41,927:INFO: category_encoders: 2.6.3
2024-09-03 22:01:41,927:INFO: lightgbm: 4.5.0
2024-09-03 22:01:41,927:INFO: numba: 0.60.0
2024-09-03 22:01:41,928:INFO: requests: 2.32.3
2024-09-03 22:01:41,928:INFO: matplotlib: 3.7.5
2024-09-03 22:01:41,928:INFO: scikitplot: 0.3.7
2024-09-03 22:01:41,928:INFO: yellowbrick: 1.5
2024-09-03 22:01:41,928:INFO: plotly: 5.24.0
2024-09-03 22:01:41,928:INFO: plotly-resampler: Not installed
2024-09-03 22:01:41,928:INFO: kaleido: 0.2.1
2024-09-03 22:01:41,928:INFO: schemdraw: 0.15
2024-09-03 22:01:41,928:INFO: statsmodels: 0.14.2
2024-09-03 22:01:41,928:INFO: sktime: 0.32.3
2024-09-03 22:01:41,928:INFO: tbats: 1.1.3
2024-09-03 22:01:41,928:INFO: pmdarima: 2.0.4
2024-09-03 22:01:41,928:INFO: psutil: 6.0.0
2024-09-03 22:01:41,928:INFO: markupsafe: 2.1.5
2024-09-03 22:01:41,929:INFO: pickle5: Not installed
2024-09-03 22:01:41,929:INFO: cloudpickle: 3.0.0
2024-09-03 22:01:41,929:INFO: deprecation: 2.1.0
2024-09-03 22:01:41,929:INFO: xxhash: 3.5.0
2024-09-03 22:01:41,929:INFO: wurlitzer: Not installed
2024-09-03 22:01:41,929:INFO:PyCaret optional dependencies:
2024-09-03 22:01:41,929:INFO: shap: Not installed
2024-09-03 22:01:41,929:INFO: interpret: Not installed
2024-09-03 22:01:41,929:INFO: umap: Not installed
2024-09-03 22:01:41,929:INFO: ydata_profiling: 4.9.0
2024-09-03 22:01:41,929:INFO: explainerdashboard: Not installed
2024-09-03 22:01:41,930:INFO: autoviz: Not installed
2024-09-03 22:01:41,930:INFO: fairlearn: Not installed
2024-09-03 22:01:41,930:INFO: deepchecks: Not installed
2024-09-03 22:01:41,930:INFO: xgboost: Not installed
2024-09-03 22:01:41,930:INFO: catboost: Not installed
2024-09-03 22:01:41,930:INFO: kmodes: Not installed
2024-09-03 22:01:41,930:INFO: mlxtend: Not installed
2024-09-03 22:01:41,930:INFO: statsforecast: Not installed
2024-09-03 22:01:41,931:INFO: tune_sklearn: Not installed
2024-09-03 22:01:41,931:INFO: ray: Not installed
2024-09-03 22:01:41,931:INFO: hyperopt: Not installed
2024-09-03 22:01:41,931:INFO: optuna: Not installed
2024-09-03 22:01:41,931:INFO: skopt: Not installed
2024-09-03 22:01:41,931:INFO: mlflow: Not installed
2024-09-03 22:01:41,931:INFO: gradio: Not installed
2024-09-03 22:01:41,931:INFO: fastapi: Not installed
2024-09-03 22:01:41,932:INFO: uvicorn: Not installed
2024-09-03 22:01:41,932:INFO: m2cgen: Not installed
2024-09-03 22:01:41,932:INFO: evidently: Not installed
2024-09-03 22:01:41,932:INFO: fugue: Not installed
2024-09-03 22:01:41,932:INFO: streamlit: 1.38.0
2024-09-03 22:01:41,932:INFO: prophet: Not installed
2024-09-03 22:01:41,932:INFO:None
2024-09-03 22:01:41,932:INFO:Set up data.
2024-09-03 22:01:48,158:INFO:PyCaret RegressionExperiment
2024-09-03 22:01:48,158:INFO:Logging name: reg-default-name
2024-09-03 22:01:48,158:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 22:01:48,158:INFO:version 3.4.0
2024-09-03 22:01:48,159:INFO:Initializing setup()
2024-09-03 22:01:48,159:INFO:self.USI: a8bb
2024-09-03 22:01:48,159:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 22:01:48,159:INFO:Checking environment
2024-09-03 22:01:48,159:INFO:python_version: 3.12.3
2024-09-03 22:01:48,159:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 22:01:48,159:INFO:machine: AMD64
2024-09-03 22:01:48,159:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 22:01:48,171:INFO:Memory: svmem(total=16369221632, available=7339876352, percent=55.2, used=9029345280, free=7339876352)
2024-09-03 22:01:48,172:INFO:Physical Core: 8
2024-09-03 22:01:48,172:INFO:Logical Core: 16
2024-09-03 22:01:48,172:INFO:Checking libraries
2024-09-03 22:01:48,172:INFO:System:
2024-09-03 22:01:48,172:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 22:01:48,172:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 22:01:48,172:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 22:01:48,172:INFO:PyCaret required dependencies:
2024-09-03 22:01:48,173:INFO: pip: 24.0
2024-09-03 22:01:48,173:INFO: setuptools: 74.0.0
2024-09-03 22:01:48,173:INFO: pycaret: 3.4.0
2024-09-03 22:01:48,173:INFO: IPython: 8.27.0
2024-09-03 22:01:48,173:INFO: ipywidgets: 8.1.5
2024-09-03 22:01:48,173:INFO: tqdm: 4.66.5
2024-09-03 22:01:48,173:INFO: numpy: 1.26.4
2024-09-03 22:01:48,173:INFO: pandas: 2.2.2
2024-09-03 22:01:48,173:INFO: jinja2: 3.1.4
2024-09-03 22:01:48,173:INFO: scipy: 1.11.4
2024-09-03 22:01:48,173:INFO: joblib: 1.3.2
2024-09-03 22:01:48,173:INFO: sklearn: 1.4.2
2024-09-03 22:01:48,173:INFO: pyod: 2.0.1
2024-09-03 22:01:48,173:INFO: imblearn: 0.12.3
2024-09-03 22:01:48,174:INFO: category_encoders: 2.6.3
2024-09-03 22:01:48,174:INFO: lightgbm: 4.5.0
2024-09-03 22:01:48,174:INFO: numba: 0.60.0
2024-09-03 22:01:48,174:INFO: requests: 2.32.3
2024-09-03 22:01:48,174:INFO: matplotlib: 3.7.5
2024-09-03 22:01:48,174:INFO: scikitplot: 0.3.7
2024-09-03 22:01:48,174:INFO: yellowbrick: 1.5
2024-09-03 22:01:48,175:INFO: plotly: 5.24.0
2024-09-03 22:01:48,175:INFO: plotly-resampler: Not installed
2024-09-03 22:01:48,175:INFO: kaleido: 0.2.1
2024-09-03 22:01:48,175:INFO: schemdraw: 0.15
2024-09-03 22:01:48,175:INFO: statsmodels: 0.14.2
2024-09-03 22:01:48,175:INFO: sktime: 0.32.3
2024-09-03 22:01:48,175:INFO: tbats: 1.1.3
2024-09-03 22:01:48,176:INFO: pmdarima: 2.0.4
2024-09-03 22:01:48,176:INFO: psutil: 6.0.0
2024-09-03 22:01:48,176:INFO: markupsafe: 2.1.5
2024-09-03 22:01:48,176:INFO: pickle5: Not installed
2024-09-03 22:01:48,176:INFO: cloudpickle: 3.0.0
2024-09-03 22:01:48,176:INFO: deprecation: 2.1.0
2024-09-03 22:01:48,176:INFO: xxhash: 3.5.0
2024-09-03 22:01:48,176:INFO: wurlitzer: Not installed
2024-09-03 22:01:48,177:INFO:PyCaret optional dependencies:
2024-09-03 22:01:48,177:INFO: shap: Not installed
2024-09-03 22:01:48,178:INFO: interpret: Not installed
2024-09-03 22:01:48,178:INFO: umap: Not installed
2024-09-03 22:01:48,178:INFO: ydata_profiling: 4.9.0
2024-09-03 22:01:48,178:INFO: explainerdashboard: Not installed
2024-09-03 22:01:48,178:INFO: autoviz: Not installed
2024-09-03 22:01:48,178:INFO: fairlearn: Not installed
2024-09-03 22:01:48,179:INFO: deepchecks: Not installed
2024-09-03 22:01:48,179:INFO: xgboost: Not installed
2024-09-03 22:01:48,179:INFO: catboost: Not installed
2024-09-03 22:01:48,179:INFO: kmodes: Not installed
2024-09-03 22:01:48,179:INFO: mlxtend: Not installed
2024-09-03 22:01:48,179:INFO: statsforecast: Not installed
2024-09-03 22:01:48,179:INFO: tune_sklearn: Not installed
2024-09-03 22:01:48,179:INFO: ray: Not installed
2024-09-03 22:01:48,179:INFO: hyperopt: Not installed
2024-09-03 22:01:48,179:INFO: optuna: Not installed
2024-09-03 22:01:48,180:INFO: skopt: Not installed
2024-09-03 22:01:48,180:INFO: mlflow: Not installed
2024-09-03 22:01:48,180:INFO: gradio: Not installed
2024-09-03 22:01:48,180:INFO: fastapi: Not installed
2024-09-03 22:01:48,180:INFO: uvicorn: Not installed
2024-09-03 22:01:48,180:INFO: m2cgen: Not installed
2024-09-03 22:01:48,180:INFO: evidently: Not installed
2024-09-03 22:01:48,180:INFO: fugue: Not installed
2024-09-03 22:01:48,180:INFO: streamlit: 1.38.0
2024-09-03 22:01:48,180:INFO: prophet: Not installed
2024-09-03 22:01:48,181:INFO:None
2024-09-03 22:01:48,181:INFO:Set up data.
2024-09-03 22:01:48,187:INFO:Set up folding strategy.
2024-09-03 22:01:48,187:INFO:Set up train/test split.
2024-09-03 22:01:48,194:INFO:Set up index.
2024-09-03 22:01:48,194:INFO:Assigning column types.
2024-09-03 22:01:48,199:INFO:Engine successfully changes for model 'lr' to 'sklearn'.
2024-09-03 22:01:48,200:INFO:Engine for model 'lasso' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,210:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,220:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,389:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,489:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,490:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:48,490:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:48,491:INFO:Engine for model 'lasso' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,501:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,514:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,649:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,744:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,746:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:48,746:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:48,746:INFO:Engine successfully changes for model 'lasso' to 'sklearn'.
2024-09-03 22:01:48,756:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,765:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,886:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,979:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:48,980:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:48,981:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:48,991:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,001:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,117:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,207:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,208:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,208:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,209:INFO:Engine successfully changes for model 'ridge' to 'sklearn'.
2024-09-03 22:01:49,227:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,351:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,482:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,483:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,484:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,502:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,612:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,703:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,704:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,704:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,705:INFO:Engine successfully changes for model 'en' to 'sklearn'.
2024-09-03 22:01:49,836:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,930:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:49,931:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:49,931:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,067:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:50,158:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:50,159:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,160:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,161:INFO:Engine successfully changes for model 'knn' to 'sklearn'.
2024-09-03 22:01:50,292:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:50,383:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,383:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,513:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:50,605:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,606:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,606:INFO:Engine successfully changes for model 'svm' to 'sklearn'.
2024-09-03 22:01:50,830:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:50,830:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:51,054:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:51,054:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:51,058:INFO:Preparing preprocessing pipeline...
2024-09-03 22:01:51,059:INFO:Set up simple imputation.
2024-09-03 22:01:51,063:INFO:Set up encoding of categorical features.
2024-09-03 22:01:51,064:INFO:Set up removing multicollinearity.
2024-09-03 22:01:51,064:INFO:Set up binning of numerical features.
2024-09-03 22:01:55,877:INFO:PyCaret RegressionExperiment
2024-09-03 22:01:55,877:INFO:Logging name: reg-default-name
2024-09-03 22:01:55,877:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 22:01:55,877:INFO:version 3.4.0
2024-09-03 22:01:55,877:INFO:Initializing setup()
2024-09-03 22:01:55,877:INFO:self.USI: fa41
2024-09-03 22:01:55,877:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 22:01:55,878:INFO:Checking environment
2024-09-03 22:01:55,878:INFO:python_version: 3.12.3
2024-09-03 22:01:55,878:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 22:01:55,878:INFO:machine: AMD64
2024-09-03 22:01:55,878:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 22:01:55,890:INFO:Memory: svmem(total=16369221632, available=7348662272, percent=55.1, used=9020559360, free=7348662272)
2024-09-03 22:01:55,891:INFO:Physical Core: 8
2024-09-03 22:01:55,891:INFO:Logical Core: 16
2024-09-03 22:01:55,891:INFO:Checking libraries
2024-09-03 22:01:55,891:INFO:System:
2024-09-03 22:01:55,892:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 22:01:55,892:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 22:01:55,892:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 22:01:55,892:INFO:PyCaret required dependencies:
2024-09-03 22:01:55,892:INFO: pip: 24.0
2024-09-03 22:01:55,892:INFO: setuptools: 74.0.0
2024-09-03 22:01:55,893:INFO: pycaret: 3.4.0
2024-09-03 22:01:55,893:INFO: IPython: 8.27.0
2024-09-03 22:01:55,893:INFO: ipywidgets: 8.1.5
2024-09-03 22:01:55,893:INFO: tqdm: 4.66.5
2024-09-03 22:01:55,893:INFO: numpy: 1.26.4
2024-09-03 22:01:55,893:INFO: pandas: 2.2.2
2024-09-03 22:01:55,893:INFO: jinja2: 3.1.4
2024-09-03 22:01:55,893:INFO: scipy: 1.11.4
2024-09-03 22:01:55,894:INFO: joblib: 1.3.2
2024-09-03 22:01:55,894:INFO: sklearn: 1.4.2
2024-09-03 22:01:55,894:INFO: pyod: 2.0.1
2024-09-03 22:01:55,894:INFO: imblearn: 0.12.3
2024-09-03 22:01:55,894:INFO: category_encoders: 2.6.3
2024-09-03 22:01:55,894:INFO: lightgbm: 4.5.0
2024-09-03 22:01:55,894:INFO: numba: 0.60.0
2024-09-03 22:01:55,894:INFO: requests: 2.32.3
2024-09-03 22:01:55,894:INFO: matplotlib: 3.7.5
2024-09-03 22:01:55,894:INFO: scikitplot: 0.3.7
2024-09-03 22:01:55,895:INFO: yellowbrick: 1.5
2024-09-03 22:01:55,895:INFO: plotly: 5.24.0
2024-09-03 22:01:55,895:INFO: plotly-resampler: Not installed
2024-09-03 22:01:55,895:INFO: kaleido: 0.2.1
2024-09-03 22:01:55,895:INFO: schemdraw: 0.15
2024-09-03 22:01:55,895:INFO: statsmodels: 0.14.2
2024-09-03 22:01:55,895:INFO: sktime: 0.32.3
2024-09-03 22:01:55,895:INFO: tbats: 1.1.3
2024-09-03 22:01:55,895:INFO: pmdarima: 2.0.4
2024-09-03 22:01:55,895:INFO: psutil: 6.0.0
2024-09-03 22:01:55,895:INFO: markupsafe: 2.1.5
2024-09-03 22:01:55,896:INFO: pickle5: Not installed
2024-09-03 22:01:55,896:INFO: cloudpickle: 3.0.0
2024-09-03 22:01:55,896:INFO: deprecation: 2.1.0
2024-09-03 22:01:55,896:INFO: xxhash: 3.5.0
2024-09-03 22:01:55,896:INFO: wurlitzer: Not installed
2024-09-03 22:01:55,896:INFO:PyCaret optional dependencies:
2024-09-03 22:01:55,896:INFO: shap: Not installed
2024-09-03 22:01:55,896:INFO: interpret: Not installed
2024-09-03 22:01:55,896:INFO: umap: Not installed
2024-09-03 22:01:55,897:INFO: ydata_profiling: 4.9.0
2024-09-03 22:01:55,897:INFO: explainerdashboard: Not installed
2024-09-03 22:01:55,897:INFO: autoviz: Not installed
2024-09-03 22:01:55,897:INFO: fairlearn: Not installed
2024-09-03 22:01:55,897:INFO: deepchecks: Not installed
2024-09-03 22:01:55,897:INFO: xgboost: Not installed
2024-09-03 22:01:55,897:INFO: catboost: Not installed
2024-09-03 22:01:55,897:INFO: kmodes: Not installed
2024-09-03 22:01:55,897:INFO: mlxtend: Not installed
2024-09-03 22:01:55,897:INFO: statsforecast: Not installed
2024-09-03 22:01:55,897:INFO: tune_sklearn: Not installed
2024-09-03 22:01:55,897:INFO: ray: Not installed
2024-09-03 22:01:55,897:INFO: hyperopt: Not installed
2024-09-03 22:01:55,897:INFO: optuna: Not installed
2024-09-03 22:01:55,898:INFO: skopt: Not installed
2024-09-03 22:01:55,898:INFO: mlflow: Not installed
2024-09-03 22:01:55,898:INFO: gradio: Not installed
2024-09-03 22:01:55,898:INFO: fastapi: Not installed
2024-09-03 22:01:55,898:INFO: uvicorn: Not installed
2024-09-03 22:01:55,898:INFO: m2cgen: Not installed
2024-09-03 22:01:55,898:INFO: evidently: Not installed
2024-09-03 22:01:55,898:INFO: fugue: Not installed
2024-09-03 22:01:55,898:INFO: streamlit: 1.38.0
2024-09-03 22:01:55,898:INFO: prophet: Not installed
2024-09-03 22:01:55,898:INFO:None
2024-09-03 22:01:55,898:INFO:Set up data.
2024-09-03 22:01:55,906:INFO:Set up folding strategy.
2024-09-03 22:01:55,906:INFO:Set up train/test split.
2024-09-03 22:01:55,912:INFO:Set up index.
2024-09-03 22:01:55,912:INFO:Assigning column types.
2024-09-03 22:01:55,919:INFO:Engine successfully changes for model 'lr' to 'sklearn'.
2024-09-03 22:01:55,920:INFO:Engine for model 'lasso' has not been set explicitly, hence returning None.
2024-09-03 22:01:55,930:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:55,940:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,064:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,160:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,166:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,167:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,168:INFO:Engine for model 'lasso' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,178:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,187:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,303:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,392:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,393:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,394:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,394:INFO:Engine successfully changes for model 'lasso' to 'sklearn'.
2024-09-03 22:01:56,403:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,414:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,526:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,621:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,621:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,623:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,633:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,642:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,796:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,908:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:56,910:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,911:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:56,912:INFO:Engine successfully changes for model 'ridge' to 'sklearn'.
2024-09-03 22:01:56,930:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,054:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,142:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,143:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,143:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,161:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,288:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,380:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,380:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,380:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,381:INFO:Engine successfully changes for model 'en' to 'sklearn'.
2024-09-03 22:01:57,517:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,611:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,612:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,612:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,748:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,837:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:01:57,838:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,839:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:57,839:INFO:Engine successfully changes for model 'knn' to 'sklearn'.
2024-09-03 22:01:57,969:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:58,063:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,063:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,192:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:01:58,284:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,285:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,285:INFO:Engine successfully changes for model 'svm' to 'sklearn'.
2024-09-03 22:01:58,509:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,510:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,731:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,731:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:01:58,733:INFO:Preparing preprocessing pipeline...
2024-09-03 22:01:58,733:INFO:Set up simple imputation.
2024-09-03 22:01:58,736:INFO:Set up encoding of categorical features.
2024-09-03 22:01:58,736:INFO:Set up removing multicollinearity.
2024-09-03 22:01:58,736:INFO:Set up binning of numerical features.
2024-09-03 22:02:16,660:INFO:PyCaret RegressionExperiment
2024-09-03 22:02:16,661:INFO:Logging name: reg-default-name
2024-09-03 22:02:16,661:INFO:ML Usecase: MLUsecase.REGRESSION
2024-09-03 22:02:16,661:INFO:version 3.4.0
2024-09-03 22:02:16,661:INFO:Initializing setup()
2024-09-03 22:02:16,661:INFO:self.USI: 0078
2024-09-03 22:02:16,662:INFO:self._variable_keys: {'memory', 'X_test', 'y_train', 'exp_name_log', 'seed', 'y_test', '_ml_usecase', '_available_plots', 'fold_groups_param', 'X_train', 'fold_shuffle_param', 'target_param', 'n_jobs_param', 'idx', 'USI', 'logging_param', 'data', 'fold_generator', 'y', 'gpu_param', 'X', 'gpu_n_jobs_param', 'exp_id', 'transform_target_param', 'html_param', 'log_plots_param', 'pipeline'}
2024-09-03 22:02:16,662:INFO:Checking environment
2024-09-03 22:02:16,663:INFO:python_version: 3.12.3
2024-09-03 22:02:16,663:INFO:python_build: ('tags/v3.12.3:f6650f9', 'Apr 9 2024 14:05:25')
2024-09-03 22:02:16,663:INFO:machine: AMD64
2024-09-03 22:02:16,663:INFO:platform: Windows-11-10.0.22631-SP0
2024-09-03 22:02:16,675:INFO:Memory: svmem(total=16369221632, available=7311568896, percent=55.3, used=9057652736, free=7311568896)
2024-09-03 22:02:16,675:INFO:Physical Core: 8
2024-09-03 22:02:16,677:INFO:Logical Core: 16
2024-09-03 22:02:16,678:INFO:Checking libraries
2024-09-03 22:02:16,678:INFO:System:
2024-09-03 22:02:16,678:INFO: python: 3.12.3 (tags/v3.12.3:f6650f9, Apr 9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]
2024-09-03 22:02:16,678:INFO:executable: D:\Code\Projects\AutoML\.venv\Scripts\python.exe
2024-09-03 22:02:16,678:INFO: machine: Windows-11-10.0.22631-SP0
2024-09-03 22:02:16,678:INFO:PyCaret required dependencies:
2024-09-03 22:02:16,678:INFO: pip: 24.0
2024-09-03 22:02:16,678:INFO: setuptools: 74.0.0
2024-09-03 22:02:16,679:INFO: pycaret: 3.4.0
2024-09-03 22:02:16,679:INFO: IPython: 8.27.0
2024-09-03 22:02:16,679:INFO: ipywidgets: 8.1.5
2024-09-03 22:02:16,679:INFO: tqdm: 4.66.5
2024-09-03 22:02:16,679:INFO: numpy: 1.26.4
2024-09-03 22:02:16,679:INFO: pandas: 2.2.2
2024-09-03 22:02:16,679:INFO: jinja2: 3.1.4
2024-09-03 22:02:16,679:INFO: scipy: 1.11.4
2024-09-03 22:02:16,679:INFO: joblib: 1.3.2
2024-09-03 22:02:16,679:INFO: sklearn: 1.4.2
2024-09-03 22:02:16,680:INFO: pyod: 2.0.1
2024-09-03 22:02:16,680:INFO: imblearn: 0.12.3
2024-09-03 22:02:16,680:INFO: category_encoders: 2.6.3
2024-09-03 22:02:16,680:INFO: lightgbm: 4.5.0
2024-09-03 22:02:16,680:INFO: numba: 0.60.0
2024-09-03 22:02:16,680:INFO: requests: 2.32.3
2024-09-03 22:02:16,680:INFO: matplotlib: 3.7.5
2024-09-03 22:02:16,681:INFO: scikitplot: 0.3.7
2024-09-03 22:02:16,681:INFO: yellowbrick: 1.5
2024-09-03 22:02:16,681:INFO: plotly: 5.24.0
2024-09-03 22:02:16,681:INFO: plotly-resampler: Not installed
2024-09-03 22:02:16,681:INFO: kaleido: 0.2.1
2024-09-03 22:02:16,681:INFO: schemdraw: 0.15
2024-09-03 22:02:16,681:INFO: statsmodels: 0.14.2
2024-09-03 22:02:16,681:INFO: sktime: 0.32.3
2024-09-03 22:02:16,681:INFO: tbats: 1.1.3
2024-09-03 22:02:16,682:INFO: pmdarima: 2.0.4
2024-09-03 22:02:16,682:INFO: psutil: 6.0.0
2024-09-03 22:02:16,682:INFO: markupsafe: 2.1.5
2024-09-03 22:02:16,682:INFO: pickle5: Not installed
2024-09-03 22:02:16,682:INFO: cloudpickle: 3.0.0
2024-09-03 22:02:16,682:INFO: deprecation: 2.1.0
2024-09-03 22:02:16,682:INFO: xxhash: 3.5.0
2024-09-03 22:02:16,682:INFO: wurlitzer: Not installed
2024-09-03 22:02:16,682:INFO:PyCaret optional dependencies:
2024-09-03 22:02:16,682:INFO: shap: Not installed
2024-09-03 22:02:16,683:INFO: interpret: Not installed
2024-09-03 22:02:16,683:INFO: umap: Not installed
2024-09-03 22:02:16,683:INFO: ydata_profiling: 4.9.0
2024-09-03 22:02:16,683:INFO: explainerdashboard: Not installed
2024-09-03 22:02:16,683:INFO: autoviz: Not installed
2024-09-03 22:02:16,683:INFO: fairlearn: Not installed
2024-09-03 22:02:16,683:INFO: deepchecks: Not installed
2024-09-03 22:02:16,683:INFO: xgboost: Not installed
2024-09-03 22:02:16,683:INFO: catboost: Not installed
2024-09-03 22:02:16,683:INFO: kmodes: Not installed
2024-09-03 22:02:16,702:INFO: mlxtend: Not installed
2024-09-03 22:02:16,702:INFO: statsforecast: Not installed
2024-09-03 22:02:16,702:INFO: tune_sklearn: Not installed
2024-09-03 22:02:16,703:INFO: ray: Not installed
2024-09-03 22:02:16,711:INFO: hyperopt: Not installed
2024-09-03 22:02:16,711:INFO: optuna: Not installed
2024-09-03 22:02:16,711:INFO: skopt: Not installed
2024-09-03 22:02:16,711:INFO: mlflow: Not installed
2024-09-03 22:02:16,712:INFO: gradio: Not installed
2024-09-03 22:02:16,712:INFO: fastapi: Not installed
2024-09-03 22:02:16,712:INFO: uvicorn: Not installed
2024-09-03 22:02:16,712:INFO: m2cgen: Not installed
2024-09-03 22:02:16,712:INFO: evidently: Not installed
2024-09-03 22:02:16,712:INFO: fugue: Not installed
2024-09-03 22:02:16,713:INFO: streamlit: 1.38.0
2024-09-03 22:02:16,713:INFO: prophet: Not installed
2024-09-03 22:02:16,713:INFO:None
2024-09-03 22:02:16,713:INFO:Set up data.
2024-09-03 22:02:16,723:INFO:Set up folding strategy.
2024-09-03 22:02:16,723:INFO:Set up train/test split.
2024-09-03 22:02:16,736:INFO:Set up index.
2024-09-03 22:02:16,736:INFO:Assigning column types.
2024-09-03 22:02:16,743:INFO:Engine successfully changes for model 'lr' to 'sklearn'.
2024-09-03 22:02:16,743:INFO:Engine for model 'lasso' has not been set explicitly, hence returning None.
2024-09-03 22:02:16,761:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:02:16,776:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:02:16,893:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:16,991:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:16,992:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:16,992:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:16,994:INFO:Engine for model 'lasso' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,006:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,016:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,138:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,230:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,231:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:17,232:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:17,232:INFO:Engine successfully changes for model 'lasso' to 'sklearn'.
2024-09-03 22:02:17,242:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,257:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,414:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,508:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,509:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:17,509:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:17,525:INFO:Engine for model 'ridge' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,539:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,697:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,811:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,812:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:17,813:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:17,813:INFO:Engine successfully changes for model 'ridge' to 'sklearn'.
2024-09-03 22:02:17,833:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:02:17,970:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,061:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,062:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,062:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,080:INFO:Engine for model 'en' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,192:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,285:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,286:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,287:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,288:INFO:Engine successfully changes for model 'en' to 'sklearn'.
2024-09-03 22:02:18,429:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,519:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,520:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,521:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,677:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,775:INFO:Engine for model 'knn' has not been set explicitly, hence returning None.
2024-09-03 22:02:18,776:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,778:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:18,778:INFO:Engine successfully changes for model 'knn' to 'sklearn'.
2024-09-03 22:02:18,917:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:19,011:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,012:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,150:INFO:Engine for model 'svm' has not been set explicitly, hence returning None.
2024-09-03 22:02:19,243:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,244:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,245:INFO:Engine successfully changes for model 'svm' to 'sklearn'.
2024-09-03 22:02:19,484:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,484:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,721:WARNING:
'xgboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install xgboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,722:WARNING:
'catboost' is a soft dependency and not included in the pycaret installation. Please run: `pip install catboost` to install.
Alternately, you can install this by running `pip install pycaret[models]`
2024-09-03 22:02:19,724:INFO:Preparing preprocessing pipeline...
2024-09-03 22:02:19,724:INFO:Set up simple imputation.
2024-09-03 22:02:19,727:INFO:Set up encoding of categorical features.
2024-09-03 22:02:19,728:INFO:Set up column name cleaning.
2024-09-03 22:02:19,862:INFO:Finished creating preprocessing pipeline.
2024-09-03 22:02:19,901:INFO:Pipeline: Pipeline(memory=FastMemory(location=C:\Users\rashi\AppData\Local\Temp\joblib),
steps=[('numerical_imputer',
TransformerWrapper(include=['N='],
transformer=SimpleImputer())),
('categorical_imputer',
TransformerWrapper(include=['Country', 'Gender'],
transformer=SimpleImputer(strategy='most_frequent'))),
('onehot_encoding',
TransformerWrapper(include=['Country', 'Gender'],
transformer=OneHotEncoder(cols=['Country',
'Gender'],
handle_missing='return_nan',
use_cat_names=True))),
('clean_column_names',
TransformerWrapper(transformer=CleanColumnNames()))])
2024-09-03 22:02:19,901:INFO:Creating final display dataframe.
2024-09-03 22:02:20,203:INFO:Setup _display_container: Description Value
0 Session id 1390
1 Target Mean
2 Target type Regression
3 Original data shape (105, 4)
4 Transformed data shape (105, 24)
5 Transformed train set shape (73, 24)
6 Transformed test set shape (32, 24)
7 Numeric features 1
8 Categorical features 2
9 Rows with missing values 66.7%
10 Preprocess True
11 Imputation type simple
12 Numeric imputation mean
13 Categorical imputation mode
14 Maximum one-hot encoding 25