diff --git a/metadata/annotations_ds_test.jsonl b/metadata/annotations_ds_test.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2109d831a969035cc7dcb9fa47f401c2eb7a0063
--- /dev/null
+++ b/metadata/annotations_ds_test.jsonl
@@ -0,0 +1,29 @@
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diff --git a/metadata/annotations_ds_test20.jsonl b/metadata/annotations_ds_test20.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1cf459aaf483ac172b22bda2291ca6703cf976c8
--- /dev/null
+++ b/metadata/annotations_ds_test20.jsonl
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diff --git a/metadata/annotations_ds_train.jsonl b/metadata/annotations_ds_train.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..603e8a82f1add8426d14ed0841d9d9178351ff80
--- /dev/null
+++ b/metadata/annotations_ds_train.jsonl
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diff --git a/metadata/annotations_ds_tug_test.jsonl b/metadata/annotations_ds_tug_test.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2d99411ffbe1c47e2f5ff199f7f0e7efb4ee7909
--- /dev/null
+++ b/metadata/annotations_ds_tug_test.jsonl
@@ -0,0 +1,122 @@
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diff --git a/metadata/annotations_tug_test.jsonl b/metadata/annotations_tug_test.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..bfe7f688ac4644948503048081fc821991771b15
--- /dev/null
+++ b/metadata/annotations_tug_test.jsonl
@@ -0,0 +1,93 @@
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaab/s001_2002/02_tcp_le/aaaaaaab_s001_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaab/s001_2002/02_tcp_le/aaaaaaab_s001_t001.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaac/s007_2003/02_tcp_le/aaaaaaac_s007_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaas/s001_2006/02_tcp_le/aaaaaaas_s001_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaat/s001_2006/02_tcp_le/aaaaaaat_s001_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaau/s001_2006/02_tcp_le/aaaaaaau_s001_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaav/s001_2006/02_tcp_le/aaaaaaav_s001_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaav/s002_2006/02_tcp_le/aaaaaaav_s002_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaav/s003_2006/02_tcp_le/aaaaaaav_s003_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaav/s004_2013/01_tcp_ar/aaaaaaav_s004_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaav/s005_2015/01_tcp_ar/aaaaaaav_s005_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaaw/s002_2006/02_tcp_le/aaaaaaaw_s002_t002.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaax/s001_2006/02_tcp_le/aaaaaaax_s001_t000.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaax/s002_2006/02_tcp_le/aaaaaaax_s002_t000.edf", "subblock_bad_channels": {"0": [], "1": [], "2": [], "3": [], "4": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaax/s002_2006/02_tcp_le/aaaaaaax_s002_t001.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaay/s001_2006/02_tcp_le/aaaaaaay_s001_t002.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaay/s001_2006/02_tcp_le/aaaaaaay_s001_t003.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaay/s001_2006/02_tcp_le/aaaaaaay_s001_t004.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaaz/s001_2006/02_tcp_le/aaaaaaaz_s001_t000.edf", "subblock_bad_channels": {"0": ["EEG F7-LE"]}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaaz/s001_2006/02_tcp_le/aaaaaaaz_s001_t001.edf", "subblock_bad_channels": {"0": ["EEG F7-LE"]}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaaba/s001_2006/02_tcp_le/aaaaaaba_s001_t002.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaabb/s001_2006/02_tcp_le/aaaaaabb_s001_t002.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaabb/s001_2006/02_tcp_le/aaaaaabb_s001_t003.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/000/aaaaaabb/s001_2006/02_tcp_le/aaaaaabb_s001_t004.edf", "subblock_bad_channels": {}, "discarded": false, "user": "BBB"}
diff --git a/metadata/annotations_tug_train.jsonl b/metadata/annotations_tug_train.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4ce81879a26d1b13ea589c6d7b794533f464efe9
--- /dev/null
+++ b/metadata/annotations_tug_train.jsonl
@@ -0,0 +1,858 @@
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t001.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t002.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t003.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t004.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t005.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t006.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t007.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t008.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s001_2014/01_tcp_ar/aaaaarxk_s001_t009.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t000.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t001.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t002.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t003.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t004.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t005.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s002_2014/01_tcp_ar/aaaaarxk_s002_t006.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s003_2014/01_tcp_ar/aaaaarxk_s003_t000.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s004_2014/01_tcp_ar/aaaaarxk_s004_t000.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s004_2014/01_tcp_ar/aaaaarxk_s004_t001.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s006_2014/01_tcp_ar/aaaaarxk_s006_t006.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s006_2014/01_tcp_ar/aaaaarxk_s006_t010.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s006_2014/01_tcp_ar/aaaaarxk_s006_t012.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/121/aaaaarxk/s006_2014/01_tcp_ar/aaaaarxk_s006_t014.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
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+{"file_path": "/mnt/petrelfs/xiaoqinfan/ZZH/data/BrainDataBase/pretrain/EEG/tug_eeg/edf/126/aaaaasqs/s001_2015/01_tcp_ar/aaaaasqs_s001_t001.edf", "subblock_bad_channels": {"0": []}, "discarded": false, "user": "BBB"}
diff --git a/metadata/bad_channels_final_v2.jsonl b/metadata/bad_channels_final_v2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..847ac39da3d4cc80c49f5f51f3f2f120a21ba9b2
--- /dev/null
+++ b/metadata/bad_channels_final_v2.jsonl
@@ -0,0 +1,1252 @@
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diff --git a/metadata/bad_channels_final_v2_test.jsonl b/metadata/bad_channels_final_v2_test.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..20a12d79e85ce9450b7d8c98a2a60a9c2acf367c
--- /dev/null
+++ b/metadata/bad_channels_final_v2_test.jsonl
@@ -0,0 +1,207 @@
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diff --git a/metadata/bad_channels_final_v2_train.jsonl b/metadata/bad_channels_final_v2_train.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..bd7c2dfa2e9ddf4d909513fc2c456d4a703519d0
--- /dev/null
+++ b/metadata/bad_channels_final_v2_train.jsonl
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diff --git a/metadata/bad_channels_final_v3_test.jsonl b/metadata/bad_channels_final_v3_test.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8db0bae6807657b00e16088b0da105a777100aba
--- /dev/null
+++ b/metadata/bad_channels_final_v3_test.jsonl
@@ -0,0 +1,199 @@
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diff --git a/metadata/bad_channels_final_v3_test_new.jsonl b/metadata/bad_channels_final_v3_test_new.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c98c802e0bbf7408ac561a6c055fdbd3a4424a69
--- /dev/null
+++ b/metadata/bad_channels_final_v3_test_new.jsonl
@@ -0,0 +1,196 @@
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diff --git a/metadata/ds004952_bad_channels_0.5_80.jsonl b/metadata/ds004952_bad_channels_0.5_80.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c6ddfaf0773dcd639b6150a1b4f7b4007454c920
--- /dev/null
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