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EEG Muse2 Motor Imagery Brain Electrical Activity

Those gathered 30 CSVs represent 19 healthy subjects (12 males, 7 females)

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f

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About this Dataset

EEG Muse2 Motor Imagery Brain Electrical Activity

This dataset was collected by me as a means for training machine / deep learning models in an EEG motor imagery classification. This was one of my roles as a machine learning engineer for the graduation project in Faculty of Artificial Intelligence, KafrElsheikh university.
I am profoundly grateful to all the technical support and advice provided by the project's supervisor, Dr. Mona AlNaggar

The goal is to perform motor imagery classification (left, right, relaxed) and translate JUST thoughts into action.

I used Muse2 Headband with 4 electrodes and Muse Monitor android app to start the recording sessions, and export the CSVs.

This high dimensional, temporal-data was collected in both subject-independent and subject-dependent contexts with the help of 19 healthy subjects (12 males, 7 females) in different states aged between 19 and 68 as a means of training for various deterministic and non-deterministic machine learning models to carry out Motor imagery classification task. 20 columns, where we have 5 powerbands (Alpha, beta, theta, delta, gamma) per each of the 4 sensor-electrodes, were of significance to the motor imagery classification. I didn't use the raw data. However, raw data is exported via muse monitor too so you can use it as more insights can be extracted out of the raw data and thus use 4 columns only (AF7, AF8, TP9, TP10).
Features like gyro, accelerometer weren't an area of interest for this EEG brain analysis or motor imagery classification. Feature engineering techniques like PCA, ICA can be beneficial especially for the raw data scenario.

Motor Imagery is one class of the event-related potentials. It is the imagination of motion, without doing any actual movement.

For the elements column, there are instances of blink, Marker 1, 2, 3.
An Important assumption to mention about the data markers is that :

Marker 1 -> left motor imagery

Marker 2 -> right motor imagery

Marker 3 -> Relaxed state (which is an intermediate phase between right and left in the conducted motor imagery experiments for 19 subjects)

Data was later split into training, testing and validation portions.
The experiment involves various steps, fitting the muse2 headband to the subject's head, the experiment conductor carefully looking over Mind Monitor android app and starts a recording session to collect the data, objects are present on the right and left of the experiment subject.
Usually, relaxing state is maintained at first then left imagery then relax then right imagery and so on.

Before heading onto the experiment, subjects were trained upon the official Muse app, meditative sessions so we are sure of their ability to maintain their focus especially in the intermediate step between left and right imagery.

Experiment setup in comfortable and stable lightened places :-
The volunteer begins by sitting down on a comfortable chair, their arms parallel and resting on a table. Prior to this, they are trained in meditation using the Muse app to help them achieve a relaxed state.
Two cups of water are placed on either side of the participant, each 5 cm away from a hand and within their line of sight. The volunteer then sits comfortably, raises their chin slightly, and keeps their head steady to avoid noise in the EEG data. Their eyes rotate to the left or right, looking over the cup without moving their head.

The experiment conductor then instructs the participant to engage in motor imagery, imagining picking up the cup on their left with their left hand and drinking, but without any actual hand movement. This state of focus is maintained for a duration of 0.5, 1, 2, or 3 minutes, depending on the subject’s attention span. The same process is repeated for the cup on the right with the right hand.

If the experiment conductor notices a decline in the concentration level, indicating a lower attention span, they ask the volunteer to concentrate more on the motor imagery and apply a visual stimulus to the cup. These steps are repeated several times, ranging from 2 to 3, to capture clean and accurate EEG data while the volunteer is engaged in motor imagery tasks. It’s a careful balance of physical stillness and mental activity.

Potential applications for the motor imagery classification: Translating thoughts into actions for controlling a game, helping the handicapped control their surroundings especially in a smart home environment.

Obviously, the performance metric for such motor imagery task would be the F1 score which is harmonic mean between precision and recall.

Tables

Musemonitor 2024–06–02–09–47–17–5812437961079996628

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_02_09_47_17_5812437961079996628
  • 1.93 MB
  • 108335 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_02_09_47_17_5812437961079996628 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–03–05–38–00–6365449446820111413

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_03_05_38_00_6365449446820111413
  • 1.46 MB
  • 75708 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_03_05_38_00_6365449446820111413 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–05–17–23–37–9208698270315378717

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_05_17_23_37_9208698270315378717
  • 2.38 MB
  • 129164 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_05_17_23_37_9208698270315378717 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–05–17–33–40–3002428320981162812

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_05_17_33_40_3002428320981162812
  • 3.72 MB
  • 308318 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_05_17_33_40_3002428320981162812 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–06–12–56–03–1872932237480975429

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_06_12_56_03_1872932237480975429
  • 5.31 MB
  • 291703 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_06_12_56_03_1872932237480975429 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–06–13–58–43–4711803696841563144

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_06_13_58_43_4711803696841563144
  • 5.23 MB
  • 292048 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_06_13_58_43_4711803696841563144 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–12–13–38–16–3222374500720036221

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_12_13_38_16_3222374500720036221
  • 3.53 MB
  • 212364 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_12_13_38_16_3222374500720036221 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–12–14–22–03–4954767773620636657

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_12_14_22_03_4954767773620636657
  • 4.78 MB
  • 289170 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_12_14_22_03_4954767773620636657 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–13–14–10–20–4505350993163227406

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_13_14_10_20_4505350993163227406
  • 3.8 MB
  • 211172 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_13_14_10_20_4505350993163227406 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–13–14–48–13–779422176232281909

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_13_14_48_13_779422176232281909
  • 7.55 MB
  • 423021 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_13_14_48_13_779422176232281909 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–17–21–42–37–7129358710896752933

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_17_21_42_37_7129358710896752933
  • 6.87 MB
  • 553130 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_17_21_42_37_7129358710896752933 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–18–01–31–42–5718445944978450870

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_18_01_31_42_5718445944978450870
  • 6.41 MB
  • 360120 rows
  • 41 columns
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CREATE TABLE musemonitor_2024_06_18_01_31_42_5718445944978450870 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–19–00–37–24–4635291951372140676

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_19_00_37_24_4635291951372140676
  • 6.41 MB
  • 338747 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_19_00_37_24_4635291951372140676 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–19–10–40–52–4943173446412590144

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_19_10_40_52_4943173446412590144
  • 8.06 MB
  • 441352 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_19_10_40_52_4943173446412590144 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–20–16–28–41–7279045766420892505

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_20_16_28_41_7279045766420892505
  • 4.51 MB
  • 249129 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_20_16_28_41_7279045766420892505 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–20–22–56–06–1640398272947211195

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_20_22_56_06_1640398272947211195
  • 1.52 MB
  • 79004 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_20_22_56_06_1640398272947211195 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–00–02–00–3021179978499686494

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_00_02_00_3021179978499686494
  • 1.62 MB
  • 84727 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_00_02_00_3021179978499686494 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–01–47–40–2765725268234193889

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_01_47_40_2765725268234193889
  • 2.84 MB
  • 171598 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_01_47_40_2765725268234193889 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–18–29–25–6241035167039508312

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_18_29_25_6241035167039508312
  • 3.73 MB
  • 203121 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_18_29_25_6241035167039508312 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–20–00–24–6554922359716231338

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_20_00_24_6554922359716231338
  • 1.71 MB
  • 88999 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_20_00_24_6554922359716231338 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–21–59–52–6156926087727383308

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_21_59_52_6156926087727383308
  • 2.27 MB
  • 141023 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_21_59_52_6156926087727383308 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–22–22–27–335105096489991602

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_22_22_27_335105096489991602
  • 2.21 MB
  • 128608 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_22_22_27_335105096489991602 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–21–23–10–14–7413883026386137496

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_21_23_10_14_7413883026386137496
  • 4.66 MB
  • 259120 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_21_23_10_14_7413883026386137496 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–22–00–04–51–5653597502572991858

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_22_00_04_51_5653597502572991858
  • 4.31 MB
  • 235662 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_22_00_04_51_5653597502572991858 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–22–00–32–25–561002230933821771

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_22_00_32_25_561002230933821771
  • 7.56 MB
  • 431113 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_22_00_32_25_561002230933821771 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–22–18–29–43–644927611320945296

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_22_18_29_43_644927611320945296
  • 2.43 MB
  • 130070 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_22_18_29_43_644927611320945296 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–22–18–41–35–2861114036213037750

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_22_18_41_35_2861114036213037750
  • 2.21 MB
  • 116708 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_22_18_41_35_2861114036213037750 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–22–18–50–07–1277522147074047198

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_22_18_50_07_1277522147074047198
  • 1.92 MB
  • 100713 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_22_18_50_07_1277522147074047198 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–22–18–57–07–8732425103180053829

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_22_18_57_07_8732425103180053829
  • 2.36 MB
  • 125929 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_22_18_57_07_8732425103180053829 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

Musemonitor 2024–06–23–03–40–25–4163822837414138498

@kaggle.muhammadatefelkaffas_eeg_muse2_motor_imagery_brain_ele_bfaaf32f.musemonitor_2024_06_23_03_40_25_4163822837414138498
  • 6.7 MB
  • 367961 rows
  • 41 columns
Loading... 

CREATE TABLE musemonitor_2024_06_23_03_40_25_4163822837414138498 (
  "timestamp" VARCHAR,
  "delta_tp9" DOUBLE,
  "delta_af7" DOUBLE,
  "delta_af8" DOUBLE,
  "delta_tp10" DOUBLE,
  "theta_tp9" DOUBLE,
  "theta_af7" DOUBLE,
  "theta_af8" DOUBLE,
  "theta_tp10" DOUBLE,
  "alpha_tp9" DOUBLE,
  "alpha_af7" DOUBLE,
  "alpha_af8" DOUBLE,
  "alpha_tp10" DOUBLE,
  "beta_tp9" DOUBLE,
  "beta_af7" DOUBLE,
  "beta_af8" DOUBLE,
  "beta_tp10" DOUBLE,
  "gamma_tp9" DOUBLE,
  "gamma_af7" DOUBLE,
  "gamma_af8" DOUBLE,
  "gamma_tp10" DOUBLE,
  "raw_tp9" DOUBLE,
  "raw_af7" DOUBLE,
  "raw_af8" DOUBLE,
  "raw_tp10" DOUBLE,
  "aux_right" DOUBLE,
  "mellow" DOUBLE,
  "concentration" DOUBLE,
  "accelerometer_x" DOUBLE,
  "accelerometer_y" DOUBLE,
  "accelerometer_z" DOUBLE,
  "gyro_x" DOUBLE,
  "gyro_y" DOUBLE,
  "gyro_z" DOUBLE,
  "headbandon" DOUBLE,
  "hsi_tp9" DOUBLE,
  "hsi_af7" DOUBLE,
  "hsi_af8" DOUBLE,
  "hsi_tp10" DOUBLE,
  "battery" DOUBLE,
  "elements" VARCHAR
);

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