diff --git a/dataset.zarr/.zattrs b/dataset.zarr/.zattrs
deleted file mode 100644
index f9d245359a3484f3f3cff74b25a7937f17d017ad..0000000000000000000000000000000000000000
--- a/dataset.zarr/.zattrs
+++ /dev/null
@@ -1,11 +0,0 @@
-{
-    "braindecode_version": "1.3.0",
-    "dataset_type": "WindowsDataset",
-    "mne_version": "1.11.0",
-    "n_datasets": 1,
-    "numpy_version": "1.26.4",
-    "pandas_version": "2.3.3",
-    "scipy_version": "1.16.3",
-    "window_kwargs": "[[\"create_windows_from_events\", {\"infer_mapping\": true, \"infer_window_size_stride\": true, \"trial_start_offset_samples\": 0, \"trial_stop_offset_samples\": 0, \"window_size_samples\": null, \"window_stride_samples\": null, \"drop_last_window\": false, \"mapping\": {\"feet\": 0, \"left_hand\": 1, \"right_hand\": 2, \"tongue\": 3}, \"preload\": false, \"drop_bad_windows\": true, \"picks\": null, \"reject\": null, \"flat\": null, \"on_missing\": \"error\", \"accepted_bads_ratio\": 0.0, \"verbose\": \"error\", \"use_mne_epochs\": true}]]",
-    "zarr_version": "2.18.7"
-}
\ No newline at end of file
diff --git a/dataset.zarr/.zgroup b/dataset.zarr/.zgroup
deleted file mode 100644
index 3b7daf227c1687f28bc23b69f183e27ce9a475c1..0000000000000000000000000000000000000000
--- a/dataset.zarr/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/dataset.zarr/recording_0/.zattrs b/dataset.zarr/recording_0/.zattrs
deleted file mode 100644
index 3c6adff5b7152388b35a0fb11063b5f9cc5b5e5d..0000000000000000000000000000000000000000
--- a/dataset.zarr/recording_0/.zattrs
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-    "description": "{\"subject\":1,\"session\":\"0train\",\"run\":\"0\"}",
-    "info": "{\"ch_names\": [\"Fz\", \"FC3\", \"FC1\", \"FCz\", \"FC2\", \"FC4\", \"C5\", \"C3\", \"C1\", \"Cz\", \"C2\", \"C4\", \"C6\", \"CP3\", \"CP1\", \"CPz\", \"CP2\", \"CP4\", \"P1\", \"Pz\", \"P2\", \"POz\", \"EOG1\", \"EOG2\", \"EOG3\", \"stim\"], \"sfreq\": 250.0, \"ch_types\": [\"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eeg\", \"eog\", \"eog\", \"eog\", \"stim\"], \"lowpass\": 125.0, \"highpass\": 0.0}",
-    "metadata": "{\"columns\":[\"i_window_in_trial\",\"i_start_in_trial\",\"i_stop_in_trial\",\"target\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47],\"data\":[[0,750,1750,3],[0,2753,3753,0],[0,4671,5671,2],[0,6623,7623,1],[0,8631,9631,1],[0,10742,11742,2],[0,12659,13659,0],[0,14709,15709,3],[0,16640,17640,2],[0,18638,19638,0],[0,20544,21544,1],[0,22439,23439,1],[0,24411,25411,1],[0,26355,27355,3],[0,28322,29322,2],[0,30442,31442,2],[0,32450,33450,1],[0,34516,35516,1],[0,36552,37552,0],[0,38618,39618,1],[0,40688,41688,2],[0,42768,43768,3],[0,44680,45680,3],[0,46711,47711,0],[0,48664,49664,1],[0,50625,51625,3],[0,52729,53729,3],[0,54733,55733,2],[0,56708,57708,3],[0,58734,59734,3],[0,60805,61805,2],[0,62912,63912,1],[0,65004,66004,2],[0,67095,68095,0],[0,69138,70138,0],[0,71202,72202,0],[0,73222,74222,3],[0,75194,76194,0],[0,77157,78157,1],[0,79082,80082,3],[0,81163,82163,2],[0,83141,84141,0],[0,85131,86131,2],[0,87250,88250,0],[0,89156,90156,3],[0,91084,92084,2],[0,93198,94198,0],[0,95257,96257,1]]}",
-    "metadata_dtypes": "{\"i_window_in_trial\":\"int64\",\"i_start_in_trial\":\"int64\",\"i_stop_in_trial\":\"int64\",\"target\":\"int64\"}"
-}
\ No newline at end of file
diff --git a/dataset.zarr/recording_0/.zgroup b/dataset.zarr/recording_0/.zgroup
deleted file mode 100644
index 3b7daf227c1687f28bc23b69f183e27ce9a475c1..0000000000000000000000000000000000000000
--- a/dataset.zarr/recording_0/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/dataset.zarr/recording_0/data/.zarray b/dataset.zarr/recording_0/data/.zarray
deleted file mode 100644
index 3c0c12c2bc7c72ad6afc2e8c5bd42949e22a5b3c..0000000000000000000000000000000000000000
--- a/dataset.zarr/recording_0/data/.zarray
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-    "chunks": [
-        1,
-        26,
-        1000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        48,
-        26,
-        1000
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
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diff --git a/dataset.zarr/recording_0/data/c/9/0/0 b/dataset.zarr/recording_0/data/c/9/0/0
deleted file mode 100644
index b93d1b55144c011ed828f0bb0da84d3895248c93..0000000000000000000000000000000000000000
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diff --git a/dataset.zarr/recording_0/data/zarr.json b/dataset.zarr/recording_0/data/zarr.json
deleted file mode 100644
index 7e4250d8dbde26ab9abf0c19499f8b86d7253450..0000000000000000000000000000000000000000
--- a/dataset.zarr/recording_0/data/zarr.json
+++ /dev/null
@@ -1,44 +0,0 @@
-{
-  "shape": [
-    48,
-    26,
-    1000
-  ],
-  "data_type": "float32",
-  "chunk_grid": {
-    "name": "regular",
-    "configuration": {
-      "chunk_shape": [
-        1,
-        26,
-        1000
-      ]
-    }
-  },
-  "chunk_key_encoding": {
-    "name": "default",
-    "configuration": {
-      "separator": "/"
-    }
-  },
-  "fill_value": 0.0,
-  "codecs": [
-    {
-      "name": "bytes",
-      "configuration": {
-        "endian": "little"
-      }
-    },
-    {
-      "name": "zstd",
-      "configuration": {
-        "level": 5,
-        "checksum": false
-      }
-    }
-  ],
-  "attributes": {},
-  "zarr_format": 3,
-  "node_type": "array",
-  "storage_transformers": []
-}
\ No newline at end of file
diff --git a/dataset.zarr/recording_0/zarr.json b/dataset.zarr/recording_0/zarr.json
deleted file mode 100644
index cdd0aec0b5432fe23b86fb63f346fc8a8563a517..0000000000000000000000000000000000000000
--- a/dataset.zarr/recording_0/zarr.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-  "attributes": {
-    "metadata": "{\"columns\":[\"i_window_in_trial\",\"i_start_in_trial\",\"i_stop_in_trial\",\"target\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47],\"data\":[[0,750,1750,3],[0,2753,3753,0],[0,4671,5671,2],[0,6623,7623,1],[0,8631,9631,1],[0,10742,11742,2],[0,12659,13659,0],[0,14709,15709,3],[0,16640,17640,2],[0,18638,19638,0],[0,20544,21544,1],[0,22439,23439,1],[0,24411,25411,1],[0,26355,27355,3],[0,28322,29322,2],[0,30442,31442,2],[0,32450,33450,1],[0,34516,35516,1],[0,36552,37552,0],[0,38618,39618,1],[0,40688,41688,2],[0,42768,43768,3],[0,44680,45680,3],[0,46711,47711,0],[0,48664,49664,1],[0,50625,51625,3],[0,52729,53729,3],[0,54733,55733,2],[0,56708,57708,3],[0,58734,59734,3],[0,60805,61805,2],[0,62912,63912,1],[0,65004,66004,2],[0,67095,68095,0],[0,69138,70138,0],[0,71202,72202,0],[0,73222,74222,3],[0,75194,76194,0],[0,77157,78157,1],[0,79082,80082,3],[0,81163,82163,2],[0,83141,84141,0],[0,85131,86131,2],[0,87250,88250,0],[0,89156,90156,3],[0,91084,92084,2],[0,93198,94198,0],[0,95257,96257,1]]}",
-    "metadata_dtypes": "{\"i_window_in_trial\":\"int64\",\"i_start_in_trial\":\"int64\",\"i_stop_in_trial\":\"int64\",\"target\":\"int64\"}",
-    "description": "{\"subject\":1,\"session\":\"0train\",\"run\":\"0\"}",
-    "info": "{\"acq_pars\": null, \"acq_stim\": null, \"ctf_head_t\": null, \"description\": null, \"dev_head_t\": null, \"dev_ctf_t\": null, \"dig\": [{\"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 1, \"name\": \"FIFFV_POINT_CARDINAL\"}, \"r\": [-0.08248999847728919, -3.913088162527112e-09, 9.395539901646544e-13], \"ident\": {\"_mne_type\": \"NamedInt\", \"value\": 1, \"name\": \"FIFFV_POINT_LPA\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 4, \"name\": \"FIFFV_COORD_HEAD\"}}, {\"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 1, \"name\": \"FIFFV_POINT_CARDINAL\"}, \"r\": [5.383374011326547e-09, 0.11404662483597017, 2.1455351384425114e-11], \"ident\": {\"_mne_type\": \"NamedInt\", \"value\": 2, \"name\": \"FIFFV_POINT_NASION\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 4, \"name\": \"FIFFV_COORD_HEAD\"}}, {\"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 1, \"name\": \"FIFFV_POINT_CARDINAL\"}, \"r\": [0.08249001337835624, 3.8600762586327164e-09, -9.484218965738478e-13], \"ident\": {\"_mne_type\": \"NamedInt\", \"value\": 3, \"name\": \"FIFFV_POINT_RPA\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 4, \"name\": \"FIFFV_COORD_HEAD\"}}, {\"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 3, \"name\": \"FIFFV_POINT_EEG\"}, \"r\": [-0.001229271161566281, 0.09327445200029715, 0.1026392934768164], \"ident\": 20, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 4, \"name\": \"FIFFV_COORD_HEAD\"}}, {\"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 3, \"name\": \"FIFFV_POINT_EEG\"}, \"r\": [-0.06185233708120759, 0.057133285360774055, 0.09376582882952159], \"ident\": 29, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 4, \"name\": \"FIFFV_COORD_HEAD\"}}, {\"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 3, \"name\": \"FIFFV_POINT_EEG\"}, \"r\": [-0.03571586037883836, 0.06171405984105545, 0.11798301537735344], \"ident\": 30, \"coord_frame\": {\"_mne_type\": \"NamedInt\", 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\"NamedInt\", \"value\": 0, \"name\": \"FIFF_UNITM_NONE\"}, \"range\": 1.0, \"cal\": 1.0, \"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 202, \"name\": \"FIFFV_EOG_CH\"}, \"coil_type\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COIL_NONE\"}, \"unit\": {\"_mne_type\": \"NamedInt\", \"value\": 107, \"name\": \"FIFF_UNIT_V\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COORD_UNKNOWN\"}, \"ch_name\": \"EOG1\", \"scanno\": 23, \"logno\": 23}, {\"loc\": [NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN], \"unit_mul\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFF_UNITM_NONE\"}, \"range\": 1.0, \"cal\": 1.0, \"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 202, \"name\": \"FIFFV_EOG_CH\"}, \"coil_type\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COIL_NONE\"}, \"unit\": {\"_mne_type\": \"NamedInt\", \"value\": 107, \"name\": \"FIFF_UNIT_V\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COORD_UNKNOWN\"}, \"ch_name\": \"EOG2\", \"scanno\": 24, \"logno\": 24}, {\"loc\": [NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN], \"unit_mul\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFF_UNITM_NONE\"}, \"range\": 1.0, \"cal\": 1.0, \"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 202, \"name\": \"FIFFV_EOG_CH\"}, \"coil_type\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COIL_NONE\"}, \"unit\": {\"_mne_type\": \"NamedInt\", \"value\": 107, \"name\": \"FIFF_UNIT_V\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COORD_UNKNOWN\"}, \"ch_name\": \"EOG3\", \"scanno\": 25, \"logno\": 25}, {\"loc\": [NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN, NaN], \"unit_mul\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFF_UNITM_NONE\"}, \"range\": 1.0, \"cal\": 1.0, \"kind\": {\"_mne_type\": \"NamedInt\", \"value\": 3, \"name\": \"FIFFV_STIM_CH\"}, \"coil_type\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COIL_NONE\"}, \"unit\": {\"_mne_type\": \"NamedInt\", \"value\": 107, \"name\": \"FIFF_UNIT_V\"}, \"coord_frame\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_COORD_UNKNOWN\"}, \"ch_name\": \"stim\", \"scanno\": 26, \"logno\": 26}], \"comps\": [], \"events\": [], \"hpi_meas\": [], \"hpi_results\": [], \"projs\": [], \"proc_history\": [], \"custom_ref_applied\": {\"_mne_type\": \"NamedInt\", \"value\": 0, \"name\": \"FIFFV_MNE_CUSTOM_REF_OFF\"}, \"sfreq\": 250.0, \"ch_names\": [\"Fz\", \"FC3\", \"FC1\", \"FCz\", \"FC2\", \"FC4\", \"C5\", \"C3\", \"C1\", \"Cz\", \"C2\", \"C4\", \"C6\", \"CP3\", \"CP1\", \"CPz\", \"CP2\", \"CP4\", \"P1\", \"Pz\", \"P2\", \"POz\", \"EOG1\", \"EOG2\", \"EOG3\", \"stim\"], \"nchan\": 26}"
-  },
-  "zarr_format": 3,
-  "node_type": "group"
-}
\ No newline at end of file
diff --git a/dataset.zarr/zarr.json b/dataset.zarr/zarr.json
deleted file mode 100644
index 26b1617529b2cfa3921d975ef1c4ad67df261409..0000000000000000000000000000000000000000
--- a/dataset.zarr/zarr.json
+++ /dev/null
@@ -1,15 +0,0 @@
-{
-  "attributes": {
-    "n_datasets": 1,
-    "dataset_type": "WindowsDataset",
-    "braindecode_version": "1.3.0",
-    "mne_version": "1.11.0",
-    "numpy_version": "2.3.5",
-    "pandas_version": "2.3.3",
-    "zarr_version": "3.1.5",
-    "scipy_version": "1.16.3",
-    "window_kwargs": "[[\"create_windows_from_events\", {\"infer_mapping\": true, \"infer_window_size_stride\": true, \"trial_start_offset_samples\": 0, \"trial_stop_offset_samples\": 0, \"window_size_samples\": null, \"window_stride_samples\": null, \"drop_last_window\": false, \"mapping\": {\"feet\": 0, \"left_hand\": 1, \"right_hand\": 2, \"tongue\": 3}, \"preload\": false, \"drop_bad_windows\": true, \"picks\": null, \"reject\": null, \"flat\": null, \"on_missing\": \"error\", \"accepted_bads_ratio\": 0.0, \"verbose\": \"error\", \"use_mne_epochs\": true}]]"
-  },
-  "zarr_format": 3,
-  "node_type": "group"
-}
\ No newline at end of file