.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "generated/auto_examples/core/tutorial_minimal.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_generated_auto_examples_core_tutorial_minimal.py>`
        to download the full example code or to run this example in your browser via Binder.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_generated_auto_examples_core_tutorial_minimal.py:

Minimal Tutorial
================

This is a minimal tutorial demonstrating how to use EEGDash with BrainDecode.

.. GENERATED FROM PYTHON SOURCE LINES 6-82




.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    ╭────────────────────── EEG 2025 Competition Data Notice ──────────────────────╮
    │ This object loads the HBN dataset that has been preprocessed for the EEG     │
    │ Challenge:                                                                   │
    │   * Downsampled from 500Hz to 100Hz                                          │
    │   * Bandpass filtered (0.5-50 Hz)                                            │
    │                                                                              │
    │ For full preprocessing applied for competition details, see:                 │
    │   https://github.com/eeg2025/downsample-datasets                             │
    │                                                                              │
    │ The HBN dataset have some preprocessing applied by the HBN team:             │
    │   * Re-reference (Cz Channel)                                                │
    │                                                                              │
    │ IMPORTANT: The data accessed via `EEGChallengeDataset` is NOT identical to   │
    │ what you get from EEGDashDataset directly.                                   │
    │ If you are participating in the competition, always use                      │
    │ `EEGChallengeDataset` to ensure consistency with the challenge data.         │
    ╰──────────────────────── Source: EEGChallengeDataset ─────────────────────────╯
    /home/runner/work/EEGDash/EEGDash/.venv/lib/python3.11/site-packages/braindecode/preprocessing/preprocess.py:76: UserWarning: apply_on_array can only be True if fn is a callable function. Automatically correcting to apply_on_array=False.
      warn(

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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 24099  =      0.000 ...   240.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23899  =      0.000 ...   238.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23499  =      0.000 ...   234.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
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    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 64599  =      0.000 ...   645.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23699  =      0.000 ...   236.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 42399  =      0.000 ...   423.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 67699  =      0.000 ...   676.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23699  =      0.000 ...   236.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 72999  =      0.000 ...   729.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 28099  =      0.000 ...   280.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 30399  =      0.000 ...   303.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 45399  =      0.000 ...   453.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 25499  =      0.000 ...   254.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 70099  =      0.000 ...   700.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 25099  =      0.000 ...   250.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 90199  =      0.000 ...   901.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 42199  =      0.000 ...   421.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 34499  =      0.000 ...   344.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 27499  =      0.000 ...   274.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 44799  =      0.000 ...   447.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 39299  =      0.000 ...   392.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 28799  =      0.000 ...   287.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 44899  =      0.000 ...   448.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 64399  =      0.000 ...   643.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23599  =      0.000 ...   235.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 45899  =      0.000 ...   458.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 19899  =      0.000 ...   198.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 28499  =      0.000 ...   284.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 36399  =      0.000 ...   363.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 33199  =      0.000 ...   331.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23899  =      0.000 ...   238.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 73799  =      0.000 ...   737.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 65899  =      0.000 ...   658.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 25099  =      0.000 ...   250.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 24599  =      0.000 ...   245.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 68399  =      0.000 ...   683.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 41099  =      0.000 ...   410.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 87499  =      0.000 ...   874.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 27199  =      0.000 ...   271.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 20499  =      0.000 ...   204.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 28099  =      0.000 ...   280.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 76999  =      0.000 ...   769.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 25399  =      0.000 ...   253.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 34099  =      0.000 ...   340.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 32499  =      0.000 ...   324.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 24499  =      0.000 ...   244.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 31299  =      0.000 ...   312.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 63799  =      0.000 ...   637.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 84299  =      0.000 ...   842.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 37799  =      0.000 ...   377.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 24199  =      0.000 ...   241.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23399  =      0.000 ...   233.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23899  =      0.000 ...   238.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 37899  =      0.000 ...   378.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 25099  =      0.000 ...   250.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 24899  =      0.000 ...   248.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23299  =      0.000 ...   232.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23499  =      0.000 ...   234.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)


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    Sampling frequency of the instance is already 100.0, returning unmodified.
    Reading 0 ... 23299  =      0.000 ...   232.990 secs...
    Filtering raw data in 1 contiguous segment
    Setting up band-pass filter from 1 - 35 Hz

    FIR filter parameters
    ---------------------
    Designing a one-pass, zero-phase, non-causal bandpass filter:
    - Windowed time-domain design (firwin) method
    - Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
    - Lower passband edge: 1.00
    - Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)
    - Upper passband edge: 35.00 Hz
    - Upper transition bandwidth: 8.75 Hz (-6 dB cutoff frequency: 39.38 Hz)
    - Filter length: 331 samples (3.310 s)

    /home/runner/work/EEGDash/EEGDash/.venv/lib/python3.11/site-packages/braindecode/models/eegconformer.py:227: UserWarning: This model has only been tested on no more than 64 channels. no guarantee to work with more channels.
      warnings.warn(
    Epoch 0, Train Loss: 0.9679644703865051
    Epoch 0, Train Loss: 0.8921031355857849
    Epoch 0, Train Loss: 0.849151074886322
    Epoch 0, Train Loss: 0.8439958691596985
    Epoch 0, Train Loss: 0.7785032391548157
    Epoch 0, Train Loss: 0.6439814567565918
    Epoch 0, Train Loss: 0.8139665722846985
    Epoch 0, Train Loss: 0.7177555561065674
    Epoch 0, Train Loss: 0.6848160624504089
    Epoch 0, Train Loss: 0.7088982462882996
    Epoch 0, Train Loss: 0.5866825580596924
    Epoch 0, Train Loss: 0.656911313533783
    Epoch 0, Train Loss: 0.62745600938797
    Epoch 0, Train Loss: 0.6201995611190796
    Epoch 0, Train Loss: 0.5437533855438232
    Epoch 0, Train Loss: 0.5202212333679199
    Epoch 0, Train Loss: 0.5641738772392273
    Epoch 0, Train Loss: 0.5559564828872681
    Epoch 0, Train Loss: 0.5279741287231445
    Epoch 0, Train Loss: 0.44319313764572144
    Epoch 0, Train Loss: 0.47026365995407104
    Epoch 0, Train Loss: 0.48361530900001526
    Epoch 0, Train Loss: 0.45760565996170044
    Epoch 0, Train Loss: 0.4191645681858063
    Epoch 0, Train Loss: 0.3658750653266907
    Epoch 0, Train Loss: 0.3718827962875366
    Epoch 0, Train Loss: 0.4073079228401184
    Epoch 0, Train Loss: 0.4027576148509979
    Epoch 0, Train Loss: 0.3633304834365845
    Epoch 0, Train Loss: 0.33228179812431335
    Epoch 0, Train Loss: 0.3149203360080719
    Epoch 0, Train Loss: 0.346628874540329
    Epoch 0, Train Loss: 0.2923716604709625
    Epoch 0, Train Loss: 0.25961795449256897
    Epoch 0, Train Loss: 0.2600626051425934
    Epoch 0, Train Loss: 0.25003546476364136
    Epoch 0, Train Loss: 0.2974083423614502
    Epoch 0, Train Loss: 0.23388975858688354
    Epoch 0, Train Loss: 0.24133805930614471
    Epoch 0, Train Loss: 0.23634371161460876
    Epoch 0, Train Loss: 0.21605560183525085
    Epoch 0, Train Loss: 0.207214817404747
    Epoch 0, Train Loss: 0.21125225722789764
    Epoch 0, Train Loss: 0.2294277548789978
    Epoch 0, Train Loss: 0.2026420384645462
    Epoch 0, Train Loss: 0.19489146769046783
    Epoch 0, Train Loss: 0.17918914556503296
    Epoch 0, Train Loss: 0.15126442909240723
    Epoch 0, Train Loss: 0.1530677080154419
    Epoch 0, Train Loss: 0.17365451157093048
    Epoch 0, Train Loss: 0.14585493505001068
    Epoch 0, Train Loss: 0.13838805258274078
    Epoch 0, Train Loss: 0.16423428058624268
    Epoch 0, Train Loss: 0.1701347678899765
    Epoch 0, Train Loss: 0.17438624799251556
    Epoch 0, Train Loss: 0.16735567152500153
    Epoch 0, Train Loss: 0.14590606093406677
    Epoch 0, Train Loss: 0.12571404874324799
    Epoch 0, Train Loss: 0.1400178074836731
    Epoch 0, Train Loss: 0.12966258823871613
    Epoch 0, Train Loss: 0.17775529623031616
    Epoch 0, Train Loss: 0.11948881298303604
    Epoch 0, Train Loss: 0.15703994035720825
    Epoch 0, Train Loss: 0.14076770842075348
    Epoch 0, Train Loss: 0.15396569669246674
    Epoch 0, Train Loss: 0.14290080964565277
    Epoch 0, Train Loss: 0.13138242065906525
    Epoch 0, Train Loss: 0.1185741126537323
    Epoch 0, Train Loss: 0.13480868935585022
    Epoch 0, Train Loss: 0.13691693544387817
    Epoch 0, Train Loss: 0.12852129340171814
    Epoch 0, Train Loss: 0.12147456407546997
    Epoch 0, Train Loss: 0.13725121319293976
    Epoch 0, Train Loss: 0.11373895406723022
    Epoch 0, Train Loss: 0.09391383081674576
    Epoch 0, Train Loss: 0.13199786841869354
    Epoch 0, Train Loss: 0.11445124447345734
    Epoch 0, Train Loss: 0.11710852384567261
    Epoch 0, Train Loss: 0.15299315750598907
    Epoch 0, Train Loss: 0.09594841301441193
    Epoch 0, Train Loss: 0.13457626104354858
    Epoch 0, Train Loss: 0.10883072018623352
    Epoch 0, Train Loss: 0.1314234882593155
    Epoch 0, Train Loss: 0.1067039892077446
    Epoch 0, Train Loss: 0.12025930732488632
    Epoch 0, Train Loss: 0.14685828983783722
    Epoch 0, Train Loss: 0.13076792657375336
    Epoch 0, Train Loss: 0.11947646737098694
    Epoch 0, Train Loss: 0.14975133538246155
    Epoch 0, Train Loss: 0.12320507317781448
    Epoch 0, Train Loss: 0.13587673008441925
    Epoch 0, Train Loss: 0.11331874877214432
    Epoch 0, Train Loss: 0.11118576675653458
    Epoch 0, Train Loss: 0.14853011071681976
    Epoch 0, Train Loss: 0.1203271746635437
    Epoch 0, Test Loss: 0.23042696714401245
    Epoch 0, Test Loss: 0.2303001433610916
    Epoch 0, Test Loss: 0.2327008843421936
    Epoch 0, Test Loss: 0.23307712376117706
    Epoch 0, Test Loss: 0.23079842329025269
    Epoch 0, Test Loss: 0.23053455352783203
    Epoch 0, Test Loss: 0.2321237176656723
    Epoch 0, Test Loss: 0.23232343792915344
    Epoch 0, Test Loss: 0.2327950894832611
    Epoch 0, Test Loss: 0.23113606870174408
    Epoch 0, Test Loss: 0.2322867214679718
    Epoch 0, Test Loss: 0.23242607712745667
    Epoch 0, Test Loss: 0.23104973137378693
    Epoch 0, Test Loss: 0.23304609954357147
    Epoch 0, Test Loss: 0.23079894483089447
    Epoch 0, Test Loss: 0.23119741678237915
    Epoch 0, Test Loss: 0.2319776862859726
    Epoch 0, Test Loss: 0.22980712354183197
    Epoch 0, Test Loss: 0.2309442013502121
    Epoch 0, Test Loss: 0.2320765107870102
    Epoch 0, Test Loss: 0.23106777667999268
    Epoch 0, Test Loss: 0.2335919886827469
    Epoch 0, Test Loss: 0.22923682630062103
    Epoch 0, Test Loss: 0.232705757021904






|

.. code-block:: Python


    import torch
    import torch.nn.functional as F
    from sklearn.model_selection import train_test_split
    from torch.utils.data import DataLoader

    from braindecode.models import EEGConformer
    from braindecode.preprocessing import (
        Preprocessor,
        create_fixed_length_windows,
        preprocess,
    )
    from eegdash.dataset import EEGChallengeDataset
    from eegdash.paths import get_default_cache_dir

    # Load data
    dataset = EEGChallengeDataset(
        release="R1",
        task="contrastChangeDetection",
        description_fields=["p_factor"],
        cache_dir=get_default_cache_dir(),
    )

    # Filter out any non-EEG files (e.g. .tsv/.json sidecars)
    valid_extensions = (".vhdr", ".edf", ".bdf", ".set")
    dataset.datasets = [
        ds for ds in dataset.datasets if str(ds.bidspath).endswith(valid_extensions)
    ]

    # Preprocess
    preprocess(
        dataset,
        [
            Preprocessor("resample", sfreq=100),
            Preprocessor("filter", l_freq=1, h_freq=35),
        ],
    )

    # Segment into windows
    windows_ds = create_fixed_length_windows(
        dataset,
        window_size_samples=200,
        window_stride_samples=200,
        drop_last_window=True,
    )

    # Split and create loaders (not splitting by subjects, so there is obvious leakage)
    train_ds, test_ds = train_test_split(windows_ds, test_size=0.2, random_state=42)
    train_loader = DataLoader(train_ds, batch_size=100)
    test_loader = DataLoader(test_ds, batch_size=100)

    # Define model and optimizer
    model = EEGConformer(
        n_chans=129,
        n_outputs=1,
        n_times=200,
        num_layers=4,
        num_heads=8,
    )
    optimizer = torch.optim.Adam(model.parameters(), lr=0.00002, weight_decay=1e-2)

    # Train
    for epoch in range(1):
        model.train()
        for batch in train_loader:
            optimizer.zero_grad()
            loss = F.mse_loss(model(batch[0]), batch[1].float().unsqueeze(1))
            loss.backward()
            optimizer.step()
            print(f"Epoch {epoch}, Train Loss: {loss.item()}")

        model.eval()
        with torch.no_grad():
            for batch in test_loader:
                loss = F.mse_loss(model(batch[0]), batch[1].float().unsqueeze(1))
                print(f"Epoch {epoch}, Test Loss: {loss.item()}")


.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (2 minutes 33.817 seconds)

**Estimated memory usage:**  4666 MB


.. _sphx_glr_download_generated_auto_examples_core_tutorial_minimal.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: binder-badge

      .. image:: images/binder_badge_logo.svg
        :target: https://mybinder.org/v2/gh/eegdash/EEGDash/main?urlpath=lab/tree/notebooks/generated/auto_examples/core/tutorial_minimal.ipynb
        :alt: Launch binder
        :width: 150 px

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: tutorial_minimal.ipynb <tutorial_minimal.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: tutorial_minimal.py <tutorial_minimal.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: tutorial_minimal.zip <tutorial_minimal.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_