├── .gitignore ├── 1_createdata.py ├── 2_outliers.py ├── 3_features.py ├── 4_MLmodels.py ├── 5_realtime_predictions.py ├── README.MD ├── Step_1_create_dataset ├── CreateDataset.py └── __init__.py ├── Step_2_preprocess ├── Filters.py └── OutlierDetection.py ├── Step_3_feature_engineering ├── Dim_reduction.py ├── FrequencyAbstraction.py ├── TemporalAbstraction.py └── __init__.py ├── Step_4_MLmodels ├── Evaluation.py ├── FeatureSelection.py ├── LearningAlgorithms.py ├── PrepareDatasetForLearning.py └── __init__.py ├── datasets ├── mental_states │ ├── Concentration │ │ └── concentration_2021-07-06--17-35-50_1168978808786958657.csv │ ├── Meditation │ │ ├── Meditative_2021-07-06--17-28-41_1605648304345181728.csv │ │ └── med_2021-07-07--12-36-23_4031631162162162619.csv │ └── Neutral │ │ ├── Neutral_2021-07-06--17-26-04_3567260142020984011.csv │ │ ├── neu_2021-07-07--13-08-27_4576604433855122072.csv │ │ └── neutral_2021-07-07--12-34-23_1343048316368309635.csv └── motor_imagery │ ├── med_2021-08-26--18-45-49_174012250194033688.csv │ ├── med_2021-08-26--18-48-25_5428895603401473874.csv │ ├── med_2021-08-26--18-50-50_1825578246933324357.csv │ ├── med_2021-08-26--18-55-41_3804064105700769135.csv │ ├── med_2021-08-26--18-58-14_5014239148325750123.csv │ ├── med_2021-08-26--18-59-47_3499085155498433131.csv │ ├── med_2021-08-26--21-00-53_9000433702878193504.csv │ ├── med_2021-08-26--21-03-58_7419762883904244960.csv │ ├── med_2021-08-26--21-10-24_3279868010562620674.csv │ ├── med_2021-08-26--21-11-50_6232541803114330650.csv │ └── med_2021-08-26--21-13-19_5003057843969271283.csv ├── final_LDA_model_BCI.sav ├── final_random_forest_model_BCI.sav ├── requirements.txt ├── startercode ├── Pre-processing.py ├── README.md ├── Receiver.py ├── Stream_data_ownversion.py └── bell.mp3 ├── test.py └── util ├── VisualizeDataset.py ├── __init__.py └── util.py /.gitignore: -------------------------------------------------------------------------------- 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