diff --git a/stages_MSNF/MSNF00001/embeddings.meta.json b/stages_MSNF/MSNF00001/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ea12c04237c50766312ba5528f3995f74e8bc23
--- /dev/null
+++ b/stages_MSNF/MSNF00001/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00001",
+  "embedding_dim": 500,
+  "n_epochs": 866,
+  "created_utc": "2026-05-04T05:53:44.123304+00:00",
+  "shape": [
+    866,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00001/embeddings.npy b/stages_MSNF/MSNF00001/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..c84f6387a4421f11a05569ca5da19b4f7fc8e431
--- /dev/null
+++ b/stages_MSNF/MSNF00001/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e894c95a09b7c63ce55876a594f1b3f1a508ca79481b938b812dcdf91618c14
+size 866128
diff --git a/stages_MSNF/MSNF00001/labels.meta.json b/stages_MSNF/MSNF00001/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f3e447d9e21b840d0dfd7652292fd841746c212
--- /dev/null
+++ b/stages_MSNF/MSNF00001/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00001",
+  "n_epochs": 866,
+  "created_utc": "2026-05-04T05:53:44.127290+00:00",
+  "shape": [
+    866
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00001/labels.npy b/stages_MSNF/MSNF00001/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..400af1a03aa96e2b1a013908fdec0d738a535ebc
--- /dev/null
+++ b/stages_MSNF/MSNF00001/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe11ae2d91a84191168c0e5f5957019210a02ef422a8dda3019ff11dc8e1fca3
+size 1860
diff --git a/stages_MSNF/MSNF00002/embeddings.meta.json b/stages_MSNF/MSNF00002/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..97ca59d4d9f0e8afe02b8d072582c48f4470b32c
--- /dev/null
+++ b/stages_MSNF/MSNF00002/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00002",
+  "embedding_dim": 500,
+  "n_epochs": 867,
+  "created_utc": "2026-05-04T05:53:44.598636+00:00",
+  "shape": [
+    867,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00002/embeddings.npy b/stages_MSNF/MSNF00002/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..15c472e1a0f762672bf68862498b79d96c49854f
--- /dev/null
+++ b/stages_MSNF/MSNF00002/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:717090cff31e303b14497a113e7eef00f27b8d14e7d7a78d2b0d10799beb2706
+size 867128
diff --git a/stages_MSNF/MSNF00002/labels.meta.json b/stages_MSNF/MSNF00002/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..30ecffe1f51b8226bdd1b45114d535368e7bcbc7
--- /dev/null
+++ b/stages_MSNF/MSNF00002/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00002",
+  "n_epochs": 867,
+  "created_utc": "2026-05-04T05:53:44.602204+00:00",
+  "shape": [
+    867
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00002/labels.npy b/stages_MSNF/MSNF00002/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..44e8a827d637567e154308ee4459e52284163347
--- /dev/null
+++ b/stages_MSNF/MSNF00002/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e41974e20c7ebba6a7d6033e58bd86a3d075723062fbba8dc9dd03e1ccd163bf
+size 1862
diff --git a/stages_MSNF/MSNF00003/embeddings.meta.json b/stages_MSNF/MSNF00003/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb5ad874801367117b1707e7e95249932d9cc147
--- /dev/null
+++ b/stages_MSNF/MSNF00003/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00003",
+  "embedding_dim": 500,
+  "n_epochs": 914,
+  "created_utc": "2026-05-04T05:53:48.729521+00:00",
+  "shape": [
+    914,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00003/embeddings.npy b/stages_MSNF/MSNF00003/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..909e6cc7e3cd7df9c8147e6a08ea7dff6dcc7d92
--- /dev/null
+++ b/stages_MSNF/MSNF00003/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a12dbfa6ce30e49c6d29a813003925745c1448f3b78f6bf39deba845c822f339
+size 914128
diff --git a/stages_MSNF/MSNF00003/labels.meta.json b/stages_MSNF/MSNF00003/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..03f294308782d4fe6f2e62eeb01caea0e99bf061
--- /dev/null
+++ b/stages_MSNF/MSNF00003/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00003",
+  "n_epochs": 914,
+  "created_utc": "2026-05-04T05:53:48.731423+00:00",
+  "shape": [
+    914
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00003/labels.npy b/stages_MSNF/MSNF00003/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..a906de9b9f5144e3741270990829264aa614ef22
--- /dev/null
+++ b/stages_MSNF/MSNF00003/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc58a4234cbd2f98ef72d50b7fb4cbae07796530a0e368dcc35328134656db6c
+size 1956
diff --git a/stages_MSNF/MSNF00004/embeddings.meta.json b/stages_MSNF/MSNF00004/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..06fbf4b1d5931644ce7185a95e10c709dc372b06
--- /dev/null
+++ b/stages_MSNF/MSNF00004/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00004",
+  "embedding_dim": 500,
+  "n_epochs": 729,
+  "created_utc": "2026-05-04T05:53:50.140189+00:00",
+  "shape": [
+    729,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00004/embeddings.npy b/stages_MSNF/MSNF00004/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..c7f918b1eed5f5fa8602eca1fe90861db0430dd5
--- /dev/null
+++ b/stages_MSNF/MSNF00004/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33747d2ac6211c5dac3bdd10e637ee625576f5160c9d9e3b10b81f79013d968d
+size 729128
diff --git a/stages_MSNF/MSNF00004/labels.meta.json b/stages_MSNF/MSNF00004/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..de9992096bab2d0a9275efbb238b3df631ac16da
--- /dev/null
+++ b/stages_MSNF/MSNF00004/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00004",
+  "n_epochs": 729,
+  "created_utc": "2026-05-04T05:53:50.143873+00:00",
+  "shape": [
+    729
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00004/labels.npy b/stages_MSNF/MSNF00004/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..a1ad940b8172c1695140918292b69b60a84c6496
--- /dev/null
+++ b/stages_MSNF/MSNF00004/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e9d48a0e100a359e300a6a56fadf37196bbd952875277b6ded9dd808c9cc388
+size 1586
diff --git a/stages_MSNF/MSNF00005/embeddings.meta.json b/stages_MSNF/MSNF00005/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc1e0876cd75eed2de3d89790c8372f19312fc5d
--- /dev/null
+++ b/stages_MSNF/MSNF00005/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00005",
+  "embedding_dim": 500,
+  "n_epochs": 815,
+  "created_utc": "2026-05-04T05:53:51.338225+00:00",
+  "shape": [
+    815,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00005/embeddings.npy b/stages_MSNF/MSNF00005/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..edd8a736d0ac46b52e82d44e1c53b3e8479109a4
--- /dev/null
+++ b/stages_MSNF/MSNF00005/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:00ea7930b839de72e41db6648ac9e7531150c250695b3b0abaa1b2f88651704c
+size 815128
diff --git a/stages_MSNF/MSNF00005/labels.meta.json b/stages_MSNF/MSNF00005/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..81cd16c68af00bacc2171de2bd7f0a6b55ff2e33
--- /dev/null
+++ b/stages_MSNF/MSNF00005/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00005",
+  "n_epochs": 815,
+  "created_utc": "2026-05-04T05:53:51.341630+00:00",
+  "shape": [
+    815
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00005/labels.npy b/stages_MSNF/MSNF00005/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..873a53660ed043917f1eba693cf9a9ddc8f83355
--- /dev/null
+++ b/stages_MSNF/MSNF00005/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1240aa14ba345e4c137f07a96aef187313b220b9c16da7ff633baec80a751581
+size 1758
diff --git a/stages_MSNF/MSNF00006/embeddings.meta.json b/stages_MSNF/MSNF00006/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..36b1b78900da2b3d34819962b8356ac1d1385250
--- /dev/null
+++ b/stages_MSNF/MSNF00006/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00006",
+  "embedding_dim": 500,
+  "n_epochs": 781,
+  "created_utc": "2026-05-04T05:53:52.365215+00:00",
+  "shape": [
+    781,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00006/embeddings.npy b/stages_MSNF/MSNF00006/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9154bc83eebd5a43f04ebda45f3ee63731159750
--- /dev/null
+++ b/stages_MSNF/MSNF00006/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:957d96e691606e4b7e85f8adff78c078705689b1276110901ad45c9a8d128bff
+size 781128
diff --git a/stages_MSNF/MSNF00006/labels.meta.json b/stages_MSNF/MSNF00006/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1cb57f7235d8bc13be6a33d30bce42b168ca7f50
--- /dev/null
+++ b/stages_MSNF/MSNF00006/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00006",
+  "n_epochs": 781,
+  "created_utc": "2026-05-04T05:53:52.368632+00:00",
+  "shape": [
+    781
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00006/labels.npy b/stages_MSNF/MSNF00006/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..e9e0eb639dc8a0842666583b5cc6b8ec39b53160
--- /dev/null
+++ b/stages_MSNF/MSNF00006/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c84a61a9a1179d26f58a8de12032726acfa9974dccc88d52ffeae633c00a42be
+size 1690
diff --git a/stages_MSNF/MSNF00007/embeddings.meta.json b/stages_MSNF/MSNF00007/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9e7c64bcb82e6df1ac2addc8a290d933559f50d
--- /dev/null
+++ b/stages_MSNF/MSNF00007/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00007",
+  "embedding_dim": 500,
+  "n_epochs": 925,
+  "created_utc": "2026-05-04T05:53:56.202452+00:00",
+  "shape": [
+    925,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00007/embeddings.npy b/stages_MSNF/MSNF00007/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..a3f9753913912a75d8a00d2cd0389ee7b26e2bef
--- /dev/null
+++ b/stages_MSNF/MSNF00007/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc05feef33f487bb25ca78fd34357eaf49ec19c56ea4a63da9f690ba3cc1d104
+size 925128
diff --git a/stages_MSNF/MSNF00007/labels.meta.json b/stages_MSNF/MSNF00007/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ea011c67717367bcbaa949692f772ddcd347f11
--- /dev/null
+++ b/stages_MSNF/MSNF00007/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00007",
+  "n_epochs": 925,
+  "created_utc": "2026-05-04T05:53:56.224248+00:00",
+  "shape": [
+    925
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00007/labels.npy b/stages_MSNF/MSNF00007/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..49bba29233f58db2926c30b367db195e2a2f11bb
--- /dev/null
+++ b/stages_MSNF/MSNF00007/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b71fca2ae0f90527373b0a155609d2e6362d1699c6439daa2778505c31b0771
+size 1978
diff --git a/stages_MSNF/MSNF00008/embeddings.meta.json b/stages_MSNF/MSNF00008/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..686c43957171e7dafb91562b1b7a721c6d007f28
--- /dev/null
+++ b/stages_MSNF/MSNF00008/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00008",
+  "embedding_dim": 500,
+  "n_epochs": 857,
+  "created_utc": "2026-05-04T05:53:56.660138+00:00",
+  "shape": [
+    857,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00008/embeddings.npy b/stages_MSNF/MSNF00008/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..2413fe6678b27a30f260a5c8083e336eaab037e5
--- /dev/null
+++ b/stages_MSNF/MSNF00008/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bfbd53a921efb417ebe89d25f3d19ef7a9e17d20c4176c2fa30f8a7016e40299
+size 857128
diff --git a/stages_MSNF/MSNF00008/labels.meta.json b/stages_MSNF/MSNF00008/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a092ae7095cacfb317e8065d7fbe2cb20a46e2e
--- /dev/null
+++ b/stages_MSNF/MSNF00008/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00008",
+  "n_epochs": 857,
+  "created_utc": "2026-05-04T05:53:56.663915+00:00",
+  "shape": [
+    857
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00008/labels.npy b/stages_MSNF/MSNF00008/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..7f00537ec61a5ab2ced1dd641d864cd42d552bb9
--- /dev/null
+++ b/stages_MSNF/MSNF00008/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bcad7036626f5d05d7632e351c40d95439ce7c28159b7d1261f727b8e25f70b
+size 1842
diff --git a/stages_MSNF/MSNF00009/embeddings.meta.json b/stages_MSNF/MSNF00009/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc20eab60c95b05d614e05cd7a5f4dcbdc3be7ef
--- /dev/null
+++ b/stages_MSNF/MSNF00009/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00009",
+  "embedding_dim": 500,
+  "n_epochs": 802,
+  "created_utc": "2026-05-04T05:53:57.081801+00:00",
+  "shape": [
+    802,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00009/embeddings.npy b/stages_MSNF/MSNF00009/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..181f45cb23f706656578390a44b8719981262925
--- /dev/null
+++ b/stages_MSNF/MSNF00009/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a3f7ac3d245879037a1d0cdf578f5df87fb76bf4fa4820f80f1b22177eaff35
+size 802128
diff --git a/stages_MSNF/MSNF00009/labels.meta.json b/stages_MSNF/MSNF00009/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..688eeed817d406f24a664b9e45024ccba4d6f904
--- /dev/null
+++ b/stages_MSNF/MSNF00009/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00009",
+  "n_epochs": 802,
+  "created_utc": "2026-05-04T05:53:57.085309+00:00",
+  "shape": [
+    802
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00009/labels.npy b/stages_MSNF/MSNF00009/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..f9018b77d89728bb6cf8820bef4d8b9dea4ff083
--- /dev/null
+++ b/stages_MSNF/MSNF00009/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11dcd1d99bf840e07b1e066afecab9fe59ecda0acee053565cc76bb6a2238a18
+size 1732
diff --git a/stages_MSNF/MSNF00010/embeddings.meta.json b/stages_MSNF/MSNF00010/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef02408ba2c8c156c707088ed0e4226a99d8580d
--- /dev/null
+++ b/stages_MSNF/MSNF00010/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00010",
+  "embedding_dim": 500,
+  "n_epochs": 789,
+  "created_utc": "2026-05-04T05:53:58.094637+00:00",
+  "shape": [
+    789,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00010/embeddings.npy b/stages_MSNF/MSNF00010/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..28c762071d89a603d6173982d61823098792b404
--- /dev/null
+++ b/stages_MSNF/MSNF00010/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46d23eb30318aab73b4e797931e228c20a620b64ce0ff3fa4ba69c19e37880dc
+size 789128
diff --git a/stages_MSNF/MSNF00010/labels.meta.json b/stages_MSNF/MSNF00010/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1771f74fba30dc374ddc1fa57d3f13fa64a51aa
--- /dev/null
+++ b/stages_MSNF/MSNF00010/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00010",
+  "n_epochs": 789,
+  "created_utc": "2026-05-04T05:53:58.098990+00:00",
+  "shape": [
+    789
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00010/labels.npy b/stages_MSNF/MSNF00010/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..70c9e37beed7d0d6f3d1d9d8a2e0979272c29659
--- /dev/null
+++ b/stages_MSNF/MSNF00010/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7e4ec0ccb8e8d951836817d51be7b43f003dc90215044b0d53e4f1d24b7828a
+size 1706
diff --git a/stages_MSNF/MSNF00011/embeddings.meta.json b/stages_MSNF/MSNF00011/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..fae2780b43f27d06a359bf2223d6560e3ed678f4
--- /dev/null
+++ b/stages_MSNF/MSNF00011/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00011",
+  "embedding_dim": 500,
+  "n_epochs": 961,
+  "created_utc": "2026-05-04T05:54:01.489815+00:00",
+  "shape": [
+    961,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00011/embeddings.npy b/stages_MSNF/MSNF00011/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..b5c340a24ca97c691bcd3d1b162660a58c016b58
--- /dev/null
+++ b/stages_MSNF/MSNF00011/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59ad6bf499f0ab75fc00c162a8be9a4ff6d0cf64bac3910b04f4adec8d7a611c
+size 961128
diff --git a/stages_MSNF/MSNF00011/labels.meta.json b/stages_MSNF/MSNF00011/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b010c925e847a4d683933a0737e8b70e21f09877
--- /dev/null
+++ b/stages_MSNF/MSNF00011/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00011",
+  "n_epochs": 961,
+  "created_utc": "2026-05-04T05:54:01.493292+00:00",
+  "shape": [
+    961
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00011/labels.npy b/stages_MSNF/MSNF00011/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..03cfcfcd9deedf6aa1390d0e22303837bcb6a2d3
--- /dev/null
+++ b/stages_MSNF/MSNF00011/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24695fa171fea4953bf3277941ef549f6d42b9e7cd5f780c7ac9ebf9f08ed292
+size 2050
diff --git a/stages_MSNF/MSNF00012/embeddings.meta.json b/stages_MSNF/MSNF00012/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9400c4d9f1e3bc95a46366adf07bfc0da09e813
--- /dev/null
+++ b/stages_MSNF/MSNF00012/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00012",
+  "embedding_dim": 500,
+  "n_epochs": 829,
+  "created_utc": "2026-05-04T05:54:04.235666+00:00",
+  "shape": [
+    829,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00012/embeddings.npy b/stages_MSNF/MSNF00012/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..2386669c9c067a4544476c01158349fd49ba9028
--- /dev/null
+++ b/stages_MSNF/MSNF00012/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:222377023d34f611bc4aaeb6960e596a7970d18185f5bada6813cb6cbdc3c8dc
+size 829128
diff --git a/stages_MSNF/MSNF00012/labels.meta.json b/stages_MSNF/MSNF00012/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9b8b47ee4719eae437cba78d1504cdd370cd963
--- /dev/null
+++ b/stages_MSNF/MSNF00012/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00012",
+  "n_epochs": 829,
+  "created_utc": "2026-05-04T05:54:04.239577+00:00",
+  "shape": [
+    829
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00012/labels.npy b/stages_MSNF/MSNF00012/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..6d007b7cdb50406f6a71974162f701c3d225f544
--- /dev/null
+++ b/stages_MSNF/MSNF00012/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ebb24aaf4eeb0b4253c2813a336a0811d3c2cbf5aedb09b95ed5313e71b3a81
+size 1786
diff --git a/stages_MSNF/MSNF00013/embeddings.meta.json b/stages_MSNF/MSNF00013/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d683e64aa01051e128b41030681b1e9d150ff60b
--- /dev/null
+++ b/stages_MSNF/MSNF00013/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00013",
+  "embedding_dim": 500,
+  "n_epochs": 901,
+  "created_utc": "2026-05-04T05:54:10.361979+00:00",
+  "shape": [
+    901,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00013/embeddings.npy b/stages_MSNF/MSNF00013/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..d7236fbfbf5206dfe784512a08f8a82282764ee1
--- /dev/null
+++ b/stages_MSNF/MSNF00013/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb36c0befb175223996fbee0b7755ada3e5ef4d0049a2ce26cd12b603a502107
+size 901128
diff --git a/stages_MSNF/MSNF00013/labels.meta.json b/stages_MSNF/MSNF00013/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..3100cef202615bd181f4e85081a3af95e2195680
--- /dev/null
+++ b/stages_MSNF/MSNF00013/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00013",
+  "n_epochs": 901,
+  "created_utc": "2026-05-04T05:54:10.365397+00:00",
+  "shape": [
+    901
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00013/labels.npy b/stages_MSNF/MSNF00013/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..40aa59754a3c5d962e43fa82dbb38de35ffbe747
--- /dev/null
+++ b/stages_MSNF/MSNF00013/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a02c173523af16af263230dacd3f059e9cbfcb4440a006a1ca5cd9dfcfdb2ba
+size 1930
diff --git a/stages_MSNF/MSNF00014/embeddings.meta.json b/stages_MSNF/MSNF00014/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..320991d1a61f85e31ee0e9ac0a6a18c3400c663d
--- /dev/null
+++ b/stages_MSNF/MSNF00014/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00014",
+  "embedding_dim": 500,
+  "n_epochs": 944,
+  "created_utc": "2026-05-04T05:54:12.459694+00:00",
+  "shape": [
+    944,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00014/embeddings.npy b/stages_MSNF/MSNF00014/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..c6f142098429aced37fbce18719fb5450ced1759
--- /dev/null
+++ b/stages_MSNF/MSNF00014/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ff60fd617a0e49d807e6c6588136ea51c732308be155061f58250892930ac12
+size 944128
diff --git a/stages_MSNF/MSNF00014/labels.meta.json b/stages_MSNF/MSNF00014/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..18501052ed29412950b4e6aa0912aab9a193011c
--- /dev/null
+++ b/stages_MSNF/MSNF00014/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00014",
+  "n_epochs": 944,
+  "created_utc": "2026-05-04T05:54:12.463181+00:00",
+  "shape": [
+    944
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00014/labels.npy b/stages_MSNF/MSNF00014/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..1ca97c95d7b7565e03dc7600ed8f9da3c074ed7e
--- /dev/null
+++ b/stages_MSNF/MSNF00014/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc4cc2ab2f83a4333008ac92d919853e3851bdf44d57dcea1c3307ee1b3a2152
+size 2016
diff --git a/stages_MSNF/MSNF00015/embeddings.meta.json b/stages_MSNF/MSNF00015/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae3b84d924fb344c493e509cc26669aa326ab2dc
--- /dev/null
+++ b/stages_MSNF/MSNF00015/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00015",
+  "embedding_dim": 500,
+  "n_epochs": 1001,
+  "created_utc": "2026-05-04T05:54:12.985330+00:00",
+  "shape": [
+    1001,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00015/embeddings.npy b/stages_MSNF/MSNF00015/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..b048ae3ad610fa6cf138861745dd4356aea9eff8
--- /dev/null
+++ b/stages_MSNF/MSNF00015/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:861e4d40a442bae979108868b0da682098e144fa4fb2bee9e23a4d996d6d4850
+size 1001128
diff --git a/stages_MSNF/MSNF00015/labels.meta.json b/stages_MSNF/MSNF00015/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..42ed31b14fc443be4986ab6a86d103ccdcd2a53b
--- /dev/null
+++ b/stages_MSNF/MSNF00015/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00015",
+  "n_epochs": 1001,
+  "created_utc": "2026-05-04T05:54:12.989184+00:00",
+  "shape": [
+    1001
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00015/labels.npy b/stages_MSNF/MSNF00015/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..ceb311eb7ef1b9e288150424d81078d348899ead
--- /dev/null
+++ b/stages_MSNF/MSNF00015/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e8fded9930cefd36a717d08905ea43834af01fd2811d7b014acdf9cfbb382e7
+size 2130
diff --git a/stages_MSNF/MSNF00016/embeddings.meta.json b/stages_MSNF/MSNF00016/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ea5de7bfcf406d3d3c979b63fd83ed29170111f
--- /dev/null
+++ b/stages_MSNF/MSNF00016/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00016",
+  "embedding_dim": 500,
+  "n_epochs": 810,
+  "created_utc": "2026-05-04T05:54:13.392199+00:00",
+  "shape": [
+    810,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00016/embeddings.npy b/stages_MSNF/MSNF00016/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..98ff6bf5a8b396e0a8c723c3fe0d247362bd8858
--- /dev/null
+++ b/stages_MSNF/MSNF00016/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41e7c5c69461f270bf96ff8c5e022873b59655dabdbc7ff284fca29b7ad40f3c
+size 810128
diff --git a/stages_MSNF/MSNF00016/labels.meta.json b/stages_MSNF/MSNF00016/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a33c488f99942b50236fb4ccf7badf5041c61d81
--- /dev/null
+++ b/stages_MSNF/MSNF00016/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00016",
+  "n_epochs": 810,
+  "created_utc": "2026-05-04T05:54:13.396139+00:00",
+  "shape": [
+    810
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00016/labels.npy b/stages_MSNF/MSNF00016/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..09e07df8d5e8f7b2a6752201b793bf413ceaba4e
--- /dev/null
+++ b/stages_MSNF/MSNF00016/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b22536afd20dfe9ef4150b89df970067be162e1da65c26f28ce7b0b743a80e53
+size 1748
diff --git a/stages_MSNF/MSNF00017/embeddings.meta.json b/stages_MSNF/MSNF00017/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..29573278211a3b8db4bdb3ab6d65133cda2cd87c
--- /dev/null
+++ b/stages_MSNF/MSNF00017/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00017",
+  "embedding_dim": 500,
+  "n_epochs": 844,
+  "created_utc": "2026-05-04T05:54:17.616325+00:00",
+  "shape": [
+    844,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00017/embeddings.npy b/stages_MSNF/MSNF00017/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..98f657c92e40e7ef028ed7c08b746d5854d015fc
--- /dev/null
+++ b/stages_MSNF/MSNF00017/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8c6d55b45efba620f8a078b5d9336161e7f55b10403b7f00cac3cda37e12121
+size 844128
diff --git a/stages_MSNF/MSNF00017/labels.meta.json b/stages_MSNF/MSNF00017/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..08c34cb0e0dccf6d4406589f633e9ab84f4e4df2
--- /dev/null
+++ b/stages_MSNF/MSNF00017/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00017",
+  "n_epochs": 844,
+  "created_utc": "2026-05-04T05:54:17.619981+00:00",
+  "shape": [
+    844
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00017/labels.npy b/stages_MSNF/MSNF00017/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..06886ddd4b4c3bd20027e88e2603f4404c0fdf80
--- /dev/null
+++ b/stages_MSNF/MSNF00017/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:645aebb1d0715bd00505f65856d893a5ddc9a686e1dff4a121582fe94c637e5b
+size 1816
diff --git a/stages_MSNF/MSNF00018/embeddings.meta.json b/stages_MSNF/MSNF00018/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..db0769fb2db477618f31e0d9c6744b440d58ebf9
--- /dev/null
+++ b/stages_MSNF/MSNF00018/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00018",
+  "embedding_dim": 500,
+  "n_epochs": 839,
+  "created_utc": "2026-05-04T05:54:18.081122+00:00",
+  "shape": [
+    839,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00018/embeddings.npy b/stages_MSNF/MSNF00018/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..69a2fa180097794ae054782e83e08b9aef823332
--- /dev/null
+++ b/stages_MSNF/MSNF00018/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2242f76b9a33f6b7efa221c79fc6277300fac62317c9f5345234e06533d6def
+size 839128
diff --git a/stages_MSNF/MSNF00018/labels.meta.json b/stages_MSNF/MSNF00018/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c6ed0eac48ca5e2f0a77f0ffee5ef21ee045679
--- /dev/null
+++ b/stages_MSNF/MSNF00018/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00018",
+  "n_epochs": 839,
+  "created_utc": "2026-05-04T05:54:18.084886+00:00",
+  "shape": [
+    839
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00018/labels.npy b/stages_MSNF/MSNF00018/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..200236baf5098c1b9408d929595802fdd0558a94
--- /dev/null
+++ b/stages_MSNF/MSNF00018/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e78a13d956222eec51cb03d8556ad1486660447a06b80a8dc61882198e7f3f89
+size 1806
diff --git a/stages_MSNF/MSNF00019/embeddings.meta.json b/stages_MSNF/MSNF00019/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4414c4caeed264c4d4005e59418559c36635feff
--- /dev/null
+++ b/stages_MSNF/MSNF00019/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00019",
+  "embedding_dim": 500,
+  "n_epochs": 870,
+  "created_utc": "2026-05-04T05:54:19.278615+00:00",
+  "shape": [
+    870,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00019/embeddings.npy b/stages_MSNF/MSNF00019/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..0ea80c4a7d0328b89da424eb48b65d1600ee1fdb
--- /dev/null
+++ b/stages_MSNF/MSNF00019/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c8acd6c021287425c120ee2c11864294efd33b7b673d5d17683c32182e24da0
+size 870128
diff --git a/stages_MSNF/MSNF00019/labels.meta.json b/stages_MSNF/MSNF00019/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb59ac5411995eab518f4fcb0e0fb5cdd9058638
--- /dev/null
+++ b/stages_MSNF/MSNF00019/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00019",
+  "n_epochs": 870,
+  "created_utc": "2026-05-04T05:54:19.282509+00:00",
+  "shape": [
+    870
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00019/labels.npy b/stages_MSNF/MSNF00019/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..48dcd2394035518a955c754e16f201715eddec62
--- /dev/null
+++ b/stages_MSNF/MSNF00019/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5351d908e6a3d8b09783f9ba4364ce54403a6ca055305b4d241568dcfa47f92b
+size 1868
diff --git a/stages_MSNF/MSNF00020/embeddings.meta.json b/stages_MSNF/MSNF00020/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..938c955b69a81e2338a5e7f63e37ac0c08e3e077
--- /dev/null
+++ b/stages_MSNF/MSNF00020/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00020",
+  "embedding_dim": 500,
+  "n_epochs": 858,
+  "created_utc": "2026-05-04T05:54:22.886796+00:00",
+  "shape": [
+    858,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00020/embeddings.npy b/stages_MSNF/MSNF00020/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..6ff5a5f90bc8f0cdab6557af43379a9b4031c231
--- /dev/null
+++ b/stages_MSNF/MSNF00020/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07fb9b2043446ea69fe541ab9400b194be8e5231a385c1f65515abeb1053c216
+size 858128
diff --git a/stages_MSNF/MSNF00020/labels.meta.json b/stages_MSNF/MSNF00020/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..49b117db07191134edeabe1e3af0215d2d204129
--- /dev/null
+++ b/stages_MSNF/MSNF00020/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00020",
+  "n_epochs": 858,
+  "created_utc": "2026-05-04T05:54:22.890953+00:00",
+  "shape": [
+    858
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00020/labels.npy b/stages_MSNF/MSNF00020/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..78fcaf0040713fc4be0b4392a1f32f835d686913
--- /dev/null
+++ b/stages_MSNF/MSNF00020/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a21ccedbf12cb4d93da8bd2754961f7251a657fd6ae5c03ed4f44740e72bf7a
+size 1844
diff --git a/stages_MSNF/MSNF00021/embeddings.meta.json b/stages_MSNF/MSNF00021/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..cdf48a2337b1935efe87f34786c21da8c0e2a60d
--- /dev/null
+++ b/stages_MSNF/MSNF00021/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00021",
+  "embedding_dim": 500,
+  "n_epochs": 805,
+  "created_utc": "2026-05-04T05:54:23.954462+00:00",
+  "shape": [
+    805,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00021/embeddings.npy b/stages_MSNF/MSNF00021/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..1e181a94e4d8d1427896d686594458f0e36e581c
--- /dev/null
+++ b/stages_MSNF/MSNF00021/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b49e6a969c94c259fda0df90b864269dc3bfa060be0d2a63350020b940509f5c
+size 805128
diff --git a/stages_MSNF/MSNF00021/labels.meta.json b/stages_MSNF/MSNF00021/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..588cf711186270e0be3561d020ebfa8d4d9aa193
--- /dev/null
+++ b/stages_MSNF/MSNF00021/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00021",
+  "n_epochs": 805,
+  "created_utc": "2026-05-04T05:54:23.958797+00:00",
+  "shape": [
+    805
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00021/labels.npy b/stages_MSNF/MSNF00021/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9808fad445d7fb88d10c8baa2b919d5d696a7f69
--- /dev/null
+++ b/stages_MSNF/MSNF00021/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3350ea2937e551ef508e115a29c122430577560c0f1318ff185b72e8c60720c
+size 1738
diff --git a/stages_MSNF/MSNF00022/embeddings.meta.json b/stages_MSNF/MSNF00022/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..32531e42729794f9035f1b8955e4475ad81e883d
--- /dev/null
+++ b/stages_MSNF/MSNF00022/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00022",
+  "embedding_dim": 500,
+  "n_epochs": 881,
+  "created_utc": "2026-05-04T05:54:25.548770+00:00",
+  "shape": [
+    881,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00022/embeddings.npy b/stages_MSNF/MSNF00022/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..bcfe4aa104e7caa343dd8c3126b9e138579db6eb
--- /dev/null
+++ b/stages_MSNF/MSNF00022/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45dc9b99a74127121bf2d6e307a3d70c719a8606cfe3d23462e2293d804d05b8
+size 881128
diff --git a/stages_MSNF/MSNF00022/labels.meta.json b/stages_MSNF/MSNF00022/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..288ef037517ffd3dc0190f39e87dccecdd3a77a9
--- /dev/null
+++ b/stages_MSNF/MSNF00022/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00022",
+  "n_epochs": 881,
+  "created_utc": "2026-05-04T05:54:25.552268+00:00",
+  "shape": [
+    881
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00022/labels.npy b/stages_MSNF/MSNF00022/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..070e254a3a781053deb296d6d137d8510d86a0ef
--- /dev/null
+++ b/stages_MSNF/MSNF00022/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:471b91e5792b8f36d0ae5438bfd57f66a205b86b8825fd988b07d3c61f8f7496
+size 1890
diff --git a/stages_MSNF/MSNF00023/embeddings.meta.json b/stages_MSNF/MSNF00023/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0906bac1c3a49af54b552845444fc4a295dd0cbc
--- /dev/null
+++ b/stages_MSNF/MSNF00023/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00023",
+  "embedding_dim": 500,
+  "n_epochs": 791,
+  "created_utc": "2026-05-04T05:54:27.367806+00:00",
+  "shape": [
+    791,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00023/embeddings.npy b/stages_MSNF/MSNF00023/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..850cb2ddaf2320ed8037544719aa430a7ab66c7e
--- /dev/null
+++ b/stages_MSNF/MSNF00023/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3aae1c937820a78f651bcb6fa88ffbd6aab01ef95dbee9987e86a76f7e0fe97c
+size 791128
diff --git a/stages_MSNF/MSNF00023/labels.meta.json b/stages_MSNF/MSNF00023/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c1ebb10dc84aebd2fa47237f8cc5c301ef9a2c6
--- /dev/null
+++ b/stages_MSNF/MSNF00023/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00023",
+  "n_epochs": 791,
+  "created_utc": "2026-05-04T05:54:27.371188+00:00",
+  "shape": [
+    791
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00023/labels.npy b/stages_MSNF/MSNF00023/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..d83157e56f7c7dfd189f738f0758defb64bf563d
--- /dev/null
+++ b/stages_MSNF/MSNF00023/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc8c9787fedad5a9d7abe02abf2d47c0a1e8502754112cca181990ff63cadc1b
+size 1710
diff --git a/stages_MSNF/MSNF00024/embeddings.meta.json b/stages_MSNF/MSNF00024/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5be53f102ca6d5f58d16cc9a455d1f681c6c5f5
--- /dev/null
+++ b/stages_MSNF/MSNF00024/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00024",
+  "embedding_dim": 500,
+  "n_epochs": 841,
+  "created_utc": "2026-05-04T05:54:30.939676+00:00",
+  "shape": [
+    841,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00024/embeddings.npy b/stages_MSNF/MSNF00024/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..3d5685340f5314b70875a26e46ca41b9368cdec5
--- /dev/null
+++ b/stages_MSNF/MSNF00024/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:730dcf2b266afc123a7937921e5cf05c995f0885a0ffed1096e77e6f659afdf4
+size 841128
diff --git a/stages_MSNF/MSNF00024/labels.meta.json b/stages_MSNF/MSNF00024/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b31b3ba903a4a8ce47f370e208e07bdbdb35065
--- /dev/null
+++ b/stages_MSNF/MSNF00024/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00024",
+  "n_epochs": 841,
+  "created_utc": "2026-05-04T05:54:30.942986+00:00",
+  "shape": [
+    841
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00024/labels.npy b/stages_MSNF/MSNF00024/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9712750a67d55c38ef80bcc4885da6f4401f77a4
--- /dev/null
+++ b/stages_MSNF/MSNF00024/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a19b9887c538741552fa4e295a0d68e1568a691467edbfa785e65e598796bf75
+size 1810
diff --git a/stages_MSNF/MSNF00025/embeddings.meta.json b/stages_MSNF/MSNF00025/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b3328e32fd86e80266375c2e73f0fbcd07b21a1
--- /dev/null
+++ b/stages_MSNF/MSNF00025/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00025",
+  "embedding_dim": 500,
+  "n_epochs": 837,
+  "created_utc": "2026-05-04T05:54:33.979391+00:00",
+  "shape": [
+    837,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00025/embeddings.npy b/stages_MSNF/MSNF00025/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..eac57333acd4ac7bd0905fa5a2310acbcc8371a1
--- /dev/null
+++ b/stages_MSNF/MSNF00025/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2c4277c91f772f47212c24bf50cdfc4409cb24c48188a9d186469d506e47760
+size 837128
diff --git a/stages_MSNF/MSNF00025/labels.meta.json b/stages_MSNF/MSNF00025/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e3a504ff5829012d2d9125eecca0d405966732d
--- /dev/null
+++ b/stages_MSNF/MSNF00025/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00025",
+  "n_epochs": 837,
+  "created_utc": "2026-05-04T05:54:33.983248+00:00",
+  "shape": [
+    837
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00025/labels.npy b/stages_MSNF/MSNF00025/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..f44e1cb95656d987f2bec7aa092574bdf7bca3a5
--- /dev/null
+++ b/stages_MSNF/MSNF00025/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:699e6e7e9b65802e115d0b5e49a40b351226440e28d292a529bb89886efbb245
+size 1802
diff --git a/stages_MSNF/MSNF00026/embeddings.meta.json b/stages_MSNF/MSNF00026/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab5e839f1cce4114413697a1bb7cabae0c08eb4b
--- /dev/null
+++ b/stages_MSNF/MSNF00026/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00026",
+  "embedding_dim": 500,
+  "n_epochs": 827,
+  "created_utc": "2026-05-04T05:54:36.428148+00:00",
+  "shape": [
+    827,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00026/embeddings.npy b/stages_MSNF/MSNF00026/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..2c08d6042120ad9625d27e05308e4bc2fe4d3a9d
--- /dev/null
+++ b/stages_MSNF/MSNF00026/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8cc1bc9249ab4d30fdd9b450a25c3663c2db4c76e6f842bce219d179ef361703
+size 827128
diff --git a/stages_MSNF/MSNF00026/labels.meta.json b/stages_MSNF/MSNF00026/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5aad2c00c74435662314c4a37c7436d40067fd23
--- /dev/null
+++ b/stages_MSNF/MSNF00026/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00026",
+  "n_epochs": 827,
+  "created_utc": "2026-05-04T05:54:36.431858+00:00",
+  "shape": [
+    827
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00026/labels.npy b/stages_MSNF/MSNF00026/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..83aab8485814d414bea31bbfa555d47ce14a7872
--- /dev/null
+++ b/stages_MSNF/MSNF00026/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30b261c7ef99413866aeab9a708cee1c27e170aff4491cc0c8c99675209d7ae4
+size 1782
diff --git a/stages_MSNF/MSNF00028/embeddings.meta.json b/stages_MSNF/MSNF00028/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..67f6b535d76051635f19f97e490f4bef111bbde5
--- /dev/null
+++ b/stages_MSNF/MSNF00028/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00028",
+  "embedding_dim": 500,
+  "n_epochs": 879,
+  "created_utc": "2026-05-04T05:54:39.996835+00:00",
+  "shape": [
+    879,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00028/embeddings.npy b/stages_MSNF/MSNF00028/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..128ca2bdb8c6a04b14df30dd43a0d79e5253dc75
--- /dev/null
+++ b/stages_MSNF/MSNF00028/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41393fbd4e5ccb2a6156498a1a96a8e484936f90a4dc9b85e1cdbfd9f5893b86
+size 879128
diff --git a/stages_MSNF/MSNF00028/labels.meta.json b/stages_MSNF/MSNF00028/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..24c120ae403360006a9fe51c3ee84fa8d63656c6
--- /dev/null
+++ b/stages_MSNF/MSNF00028/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00028",
+  "n_epochs": 879,
+  "created_utc": "2026-05-04T05:54:40.001011+00:00",
+  "shape": [
+    879
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00028/labels.npy b/stages_MSNF/MSNF00028/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..5cb7b820619bd7d22fd14f25822bfe0e93845b7a
--- /dev/null
+++ b/stages_MSNF/MSNF00028/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6e170c21a80dff37ffe23c7a94bb482e93718ff9dfbc813b269a91a4230a6a4
+size 1886
diff --git a/stages_MSNF/MSNF00029/embeddings.meta.json b/stages_MSNF/MSNF00029/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..8cee8714b593555f231036a5526e4eec9c8ccece
--- /dev/null
+++ b/stages_MSNF/MSNF00029/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00029",
+  "embedding_dim": 500,
+  "n_epochs": 874,
+  "created_utc": "2026-05-04T05:54:41.992666+00:00",
+  "shape": [
+    874,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00029/embeddings.npy b/stages_MSNF/MSNF00029/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..a9b3a5cfed7b726b8925f7e0d8a60c745e052db2
--- /dev/null
+++ b/stages_MSNF/MSNF00029/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06847051881d9261cf0dc18535160eb5a98ae99ee59b579f8578ac23cc4ab38e
+size 874128
diff --git a/stages_MSNF/MSNF00029/labels.meta.json b/stages_MSNF/MSNF00029/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c8ef76bb685997fba022828c77a82cc2a935203
--- /dev/null
+++ b/stages_MSNF/MSNF00029/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00029",
+  "n_epochs": 874,
+  "created_utc": "2026-05-04T05:54:41.996251+00:00",
+  "shape": [
+    874
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00029/labels.npy b/stages_MSNF/MSNF00029/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..4381b5ca46fce98f840a53d8deecba753edc8857
--- /dev/null
+++ b/stages_MSNF/MSNF00029/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85e1325c0fa973bbffe05d44c6d2da4aa4cf488f24de4a7d4d6ac36fa39eb1bc
+size 1876
diff --git a/stages_MSNF/MSNF00030/embeddings.meta.json b/stages_MSNF/MSNF00030/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a1506e9b8dd3a74e33c9270f84845559af8d1ea
--- /dev/null
+++ b/stages_MSNF/MSNF00030/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00030",
+  "embedding_dim": 500,
+  "n_epochs": 940,
+  "created_utc": "2026-05-04T05:54:43.280978+00:00",
+  "shape": [
+    940,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00030/embeddings.npy b/stages_MSNF/MSNF00030/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..ca187f846276462b66cac0612623a1bbbd4df838
--- /dev/null
+++ b/stages_MSNF/MSNF00030/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47fbef2a06caf8beed60e530de06bd2442ca2565c6683c5653d174f5850f270f
+size 940128
diff --git a/stages_MSNF/MSNF00030/labels.meta.json b/stages_MSNF/MSNF00030/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f2b30876e94e82a723803d60eea1d65d0ee9cae
--- /dev/null
+++ b/stages_MSNF/MSNF00030/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00030",
+  "n_epochs": 940,
+  "created_utc": "2026-05-04T05:54:43.284797+00:00",
+  "shape": [
+    940
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00030/labels.npy b/stages_MSNF/MSNF00030/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..26e3607a6c59c7f6ae061d15693e79af53a9fad1
--- /dev/null
+++ b/stages_MSNF/MSNF00030/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb596ceed211dd878f0f28d067631d69e1b81b63f7ef461d48a7e1a4d224b475
+size 2008
diff --git a/stages_MSNF/MSNF00031/embeddings.meta.json b/stages_MSNF/MSNF00031/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..49c7663ce1b4ea5269635d72a3bfa5c86b7cfe2e
--- /dev/null
+++ b/stages_MSNF/MSNF00031/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00031",
+  "embedding_dim": 500,
+  "n_epochs": 792,
+  "created_utc": "2026-05-04T05:54:44.917200+00:00",
+  "shape": [
+    792,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00031/embeddings.npy b/stages_MSNF/MSNF00031/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..7a4bafc9b140131ed884bd3dfafc7c766a7f3235
--- /dev/null
+++ b/stages_MSNF/MSNF00031/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8f23af341a54ace0ec45824633725e6faad618e0a63e510ab0d16b651fb6b9a
+size 792128
diff --git a/stages_MSNF/MSNF00031/labels.meta.json b/stages_MSNF/MSNF00031/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2339f72af1928587e4354e146d813edac9a905d
--- /dev/null
+++ b/stages_MSNF/MSNF00031/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00031",
+  "n_epochs": 792,
+  "created_utc": "2026-05-04T05:54:44.920935+00:00",
+  "shape": [
+    792
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00031/labels.npy b/stages_MSNF/MSNF00031/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9b5c89900a6d0eedeb6c7123e444e76f28c60192
--- /dev/null
+++ b/stages_MSNF/MSNF00031/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2783b8650a873054b41eb12ddc5861c4d0019571e5dbbcd585926f219c44f9b
+size 1712
diff --git a/stages_MSNF/MSNF00032/embeddings.meta.json b/stages_MSNF/MSNF00032/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..874c27f02d30a9b172e7a19fd63c11f0b18bff4b
--- /dev/null
+++ b/stages_MSNF/MSNF00032/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00032",
+  "embedding_dim": 500,
+  "n_epochs": 836,
+  "created_utc": "2026-05-04T05:54:48.404382+00:00",
+  "shape": [
+    836,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00032/embeddings.npy b/stages_MSNF/MSNF00032/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..977d8a87728e91a4bbc5178feb4fdf258c990632
--- /dev/null
+++ b/stages_MSNF/MSNF00032/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bf882d777c7b1aa88ead22f50739e30f0ea2921c551a655908a1f0eee60b1a2
+size 836128
diff --git a/stages_MSNF/MSNF00032/labels.meta.json b/stages_MSNF/MSNF00032/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e49ef19ef03c5da3df95c497278d2d6cd1fc5dec
--- /dev/null
+++ b/stages_MSNF/MSNF00032/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00032",
+  "n_epochs": 836,
+  "created_utc": "2026-05-04T05:54:48.408198+00:00",
+  "shape": [
+    836
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00032/labels.npy b/stages_MSNF/MSNF00032/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..3ed1465db7a3047382f67d090bfbc822408bb112
--- /dev/null
+++ b/stages_MSNF/MSNF00032/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b182dd8328e81da786ca97acfdf3fd9d11a70c141f26405e28d491c354c849ea
+size 1800
diff --git a/stages_MSNF/MSNF00034/embeddings.meta.json b/stages_MSNF/MSNF00034/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..35187c059b17541be0112b461cf213997f4e5b95
--- /dev/null
+++ b/stages_MSNF/MSNF00034/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00034",
+  "embedding_dim": 500,
+  "n_epochs": 810,
+  "created_utc": "2026-05-04T05:54:51.185676+00:00",
+  "shape": [
+    810,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00034/embeddings.npy b/stages_MSNF/MSNF00034/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..76cb93d5e389b365dba9bf50ad3c8c4573a55653
--- /dev/null
+++ b/stages_MSNF/MSNF00034/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6a8c33fc1558904f06354e416dd62dde23ab34fd1a2392c08c85f901e46e893
+size 810128
diff --git a/stages_MSNF/MSNF00034/labels.meta.json b/stages_MSNF/MSNF00034/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c457db42f765d80a022dcce3705fbcda1280bf5
--- /dev/null
+++ b/stages_MSNF/MSNF00034/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00034",
+  "n_epochs": 810,
+  "created_utc": "2026-05-04T05:54:51.189356+00:00",
+  "shape": [
+    810
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00034/labels.npy b/stages_MSNF/MSNF00034/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..0b12bba8d00e80f6ac56f090e316da0856266367
--- /dev/null
+++ b/stages_MSNF/MSNF00034/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6bda08f5c59a118b1cfcd4c2cb47810830c04340362d3c4e703d1547cace4cc0
+size 1748
diff --git a/stages_MSNF/MSNF00035/embeddings.meta.json b/stages_MSNF/MSNF00035/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7911f01fe83b37fa57c275950c9aa985db5386f9
--- /dev/null
+++ b/stages_MSNF/MSNF00035/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00035",
+  "embedding_dim": 500,
+  "n_epochs": 808,
+  "created_utc": "2026-05-04T05:54:53.887523+00:00",
+  "shape": [
+    808,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00035/embeddings.npy b/stages_MSNF/MSNF00035/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..06f9c595a7610565f92fd11cacb44b1c4214f95b
--- /dev/null
+++ b/stages_MSNF/MSNF00035/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c09b430ce46b26744f71bf73d00901a8d7b78b026907c459fcde9c1991da9bf1
+size 808128
diff --git a/stages_MSNF/MSNF00035/labels.meta.json b/stages_MSNF/MSNF00035/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c918033e96862cf535fd5dd05189d80fac55253
--- /dev/null
+++ b/stages_MSNF/MSNF00035/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00035",
+  "n_epochs": 808,
+  "created_utc": "2026-05-04T05:54:53.891380+00:00",
+  "shape": [
+    808
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00035/labels.npy b/stages_MSNF/MSNF00035/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..60f4d0194c13eac58afc3b0c594f8645efc65e5c
--- /dev/null
+++ b/stages_MSNF/MSNF00035/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75a8d8ea90909256825dfb2291988c8c48ebf1dc00336cd5939ff0fed3a03508
+size 1744
diff --git a/stages_MSNF/MSNF00036/embeddings.meta.json b/stages_MSNF/MSNF00036/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..afdafe87c96af325f7aff158e4d1a137f0f4f22f
--- /dev/null
+++ b/stages_MSNF/MSNF00036/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00036",
+  "embedding_dim": 500,
+  "n_epochs": 900,
+  "created_utc": "2026-05-04T05:54:55.997635+00:00",
+  "shape": [
+    900,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00036/embeddings.npy b/stages_MSNF/MSNF00036/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..b707d2e587b71e089525bd19efcce81d86347847
--- /dev/null
+++ b/stages_MSNF/MSNF00036/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0811bb530460783114135e0472ee2486e04b223b43898a0febfd883ecf30878d
+size 900128
diff --git a/stages_MSNF/MSNF00036/labels.meta.json b/stages_MSNF/MSNF00036/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..ccca236687474a44ddbe07e07f69f14e6eac3c90
--- /dev/null
+++ b/stages_MSNF/MSNF00036/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00036",
+  "n_epochs": 900,
+  "created_utc": "2026-05-04T05:54:56.001874+00:00",
+  "shape": [
+    900
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00036/labels.npy b/stages_MSNF/MSNF00036/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..44475a1524e378c699f5b9057618ae9fed712fb3
--- /dev/null
+++ b/stages_MSNF/MSNF00036/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb5551adac31b9a0c68f5bcce2744ebd4b0606f964bf3b98f68dd96fb7e57326
+size 1928
diff --git a/stages_MSNF/MSNF00037/embeddings.meta.json b/stages_MSNF/MSNF00037/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..fd9a27cc103f88452e2c353e9958127974071130
--- /dev/null
+++ b/stages_MSNF/MSNF00037/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00037",
+  "embedding_dim": 500,
+  "n_epochs": 835,
+  "created_utc": "2026-05-04T05:54:58.699125+00:00",
+  "shape": [
+    835,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00037/embeddings.npy b/stages_MSNF/MSNF00037/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..b6ed0ab1211934ade51e0d55ceedfbe9402923ec
--- /dev/null
+++ b/stages_MSNF/MSNF00037/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87d52e6d8aa4936bc85c6e2442e2297e13c6bc9ed50d87aad97174698da230dd
+size 835128
diff --git a/stages_MSNF/MSNF00037/labels.meta.json b/stages_MSNF/MSNF00037/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..876290caa155542ebb3f6700bd77e940f13b2a71
--- /dev/null
+++ b/stages_MSNF/MSNF00037/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00037",
+  "n_epochs": 835,
+  "created_utc": "2026-05-04T05:54:58.702964+00:00",
+  "shape": [
+    835
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00037/labels.npy b/stages_MSNF/MSNF00037/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..e18c04ec8f5cd86b5cddb82ffe5c3658097d822b
--- /dev/null
+++ b/stages_MSNF/MSNF00037/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c91d58fa0bac2cd60c82f3eb691ce270f2b34450a0f7a7e83166c258801b79f
+size 1798
diff --git a/stages_MSNF/MSNF00038/embeddings.meta.json b/stages_MSNF/MSNF00038/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae389f16c3de6a6d7439bd04bc6816d335824329
--- /dev/null
+++ b/stages_MSNF/MSNF00038/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00038",
+  "embedding_dim": 500,
+  "n_epochs": 926,
+  "created_utc": "2026-05-04T05:55:00.526794+00:00",
+  "shape": [
+    926,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00038/embeddings.npy b/stages_MSNF/MSNF00038/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..80b8a981eb15e3962aa70a06784623694c6a56df
--- /dev/null
+++ b/stages_MSNF/MSNF00038/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc1dd44015f0258fb674a5e540f4a6aa3edab31c7ed8c87c1a82f732b7b1be97
+size 926128
diff --git a/stages_MSNF/MSNF00038/labels.meta.json b/stages_MSNF/MSNF00038/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a85c94a106b3cbde416fde3a2baedd28f54c058
--- /dev/null
+++ b/stages_MSNF/MSNF00038/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00038",
+  "n_epochs": 926,
+  "created_utc": "2026-05-04T05:55:00.530782+00:00",
+  "shape": [
+    926
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00038/labels.npy b/stages_MSNF/MSNF00038/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..90509b6a78f2af2ba7e63c4d7670afa2dd6ffa34
--- /dev/null
+++ b/stages_MSNF/MSNF00038/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5367e33d05260511d99344410547889873dbe5c5080fd52b783a01439e2f2a47
+size 1980
diff --git a/stages_MSNF/MSNF00039/embeddings.meta.json b/stages_MSNF/MSNF00039/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9029473ee9941a2c56a2491649651d31697bf104
--- /dev/null
+++ b/stages_MSNF/MSNF00039/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00039",
+  "embedding_dim": 500,
+  "n_epochs": 826,
+  "created_utc": "2026-05-04T05:55:04.447928+00:00",
+  "shape": [
+    826,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00039/embeddings.npy b/stages_MSNF/MSNF00039/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..e37b941c7acf6a3f81f1eca6c14d94c0221db7cd
--- /dev/null
+++ b/stages_MSNF/MSNF00039/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b60e8523cdaee32c6b22d0fabb25f1bf2348b24d24c30967e284dcd1e59895e
+size 826128
diff --git a/stages_MSNF/MSNF00039/labels.meta.json b/stages_MSNF/MSNF00039/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c12f7f304a3741a087e8d594a872be89e1fb4f4
--- /dev/null
+++ b/stages_MSNF/MSNF00039/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00039",
+  "n_epochs": 826,
+  "created_utc": "2026-05-04T05:55:04.453025+00:00",
+  "shape": [
+    826
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00039/labels.npy b/stages_MSNF/MSNF00039/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..bdae7f4778b93a8e619db14fcef7743273722d14
--- /dev/null
+++ b/stages_MSNF/MSNF00039/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e9e317a239bd2d58fd66a4c3f49d4d6caf838f28482a3d92642a45190c1c2de
+size 1780
diff --git a/stages_MSNF/MSNF00040/embeddings.meta.json b/stages_MSNF/MSNF00040/embeddings.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..709daa235fc0998407c713ad8494402febe1576f
--- /dev/null
+++ b/stages_MSNF/MSNF00040/embeddings.meta.json
@@ -0,0 +1,14 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "subject_id": "MSNF00040",
+  "embedding_dim": 500,
+  "n_epochs": 826,
+  "created_utc": "2026-05-04T05:55:08.251004+00:00",
+  "shape": [
+    826,
+    500
+  ],
+  "dtype": "bfloat16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00040/embeddings.npy b/stages_MSNF/MSNF00040/embeddings.npy
new file mode 100644
index 0000000000000000000000000000000000000000..c3280e91f3e0753f8d3758ad43c859c8249d0f50
--- /dev/null
+++ b/stages_MSNF/MSNF00040/embeddings.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e73db3f4317eb5d3b96c263d532f01af7847b6c013ff8edff0f1a8eafbd82100
+size 826128
diff --git a/stages_MSNF/MSNF00040/labels.meta.json b/stages_MSNF/MSNF00040/labels.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ca9a36b4e829cf3e66f8d100e9418e030fe2808
--- /dev/null
+++ b/stages_MSNF/MSNF00040/labels.meta.json
@@ -0,0 +1,10 @@
+{
+  "subject_id": "MSNF00040",
+  "n_epochs": 826,
+  "created_utc": "2026-05-04T05:55:08.255145+00:00",
+  "shape": [
+    826
+  ],
+  "dtype": "int16",
+  "schema_version": "v1"
+}
\ No newline at end of file
diff --git a/stages_MSNF/MSNF00040/labels.npy b/stages_MSNF/MSNF00040/labels.npy
new file mode 100644
index 0000000000000000000000000000000000000000..d9f6546239134a5c40615bac0b9f089f9a8b07f9
--- /dev/null
+++ b/stages_MSNF/MSNF00040/labels.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64294c9b7f5804a8c979cf862225daba5ffe523c7ed9a7c06aa813919af0dcb6
+size 1780
diff --git a/stages_MSNF/linear_probe_results.json b/stages_MSNF/linear_probe_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a2bc418a441050a49d939babf3e99e129c17721a
--- /dev/null
+++ b/stages_MSNF/linear_probe_results.json
@@ -0,0 +1,397 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "n_folds": 5,
+  "n_classes": 5,
+  "class_names": [
+    "W",
+    "N1",
+    "N2",
+    "N3",
+    "REM"
+  ],
+  "n_subjects": 38,
+  "probe_config": {
+    "max_epochs": 100,
+    "lr": 0.001,
+    "weight_decay": 0.0001,
+    "batch_size": 512
+  },
+  "per_fold": [
+    {
+      "fold": 0,
+      "accuracy": 0.513,
+      "macro_f1": 0.259,
+      "kappa": 0.1299,
+      "per_class_f1": {
+        "W": 0.3832,
+        "N1": 0.0,
+        "N2": 0.6608,
+        "N3": 0.222,
+        "REM": 0.029
+      },
+      "support": {
+        "W": 898,
+        "N1": 279,
+        "N2": 2755,
+        "N3": 827,
+        "REM": 822
+      },
+      "n_train_subjects": 30,
+      "n_test_subjects": 8,
+      "n_train_epochs": 20024,
+      "n_test_epochs": 5581,
+      "confusion_matrix": [
+        [
+          251,
+          4,
+          621,
+          17,
+          5
+        ],
+        [
+          20,
+          0,
+          236,
+          17,
+          6
+        ],
+        [
+          98,
+          2,
+          2465,
+          156,
+          34
+        ],
+        [
+          36,
+          0,
+          639,
+          134,
+          18
+        ],
+        [
+          7,
+          1,
+          745,
+          56,
+          13
+        ]
+      ]
+    },
+    {
+      "fold": 1,
+      "accuracy": 0.5343,
+      "macro_f1": 0.3329,
+      "kappa": 0.2548,
+      "per_class_f1": {
+        "W": 0.5928,
+        "N1": 0.0112,
+        "N2": 0.635,
+        "N3": 0.3961,
+        "REM": 0.0294
+      },
+      "support": {
+        "W": 1159,
+        "N1": 329,
+        "N2": 2547,
+        "N3": 845,
+        "REM": 617
+      },
+      "n_train_subjects": 30,
+      "n_test_subjects": 8,
+      "n_train_epochs": 20108,
+      "n_test_epochs": 5497,
+      "confusion_matrix": [
+        [
+          634,
+          2,
+          487,
+          20,
+          16
+        ],
+        [
+          86,
+          2,
+          233,
+          6,
+          2
+        ],
+        [
+          217,
+          16,
+          2007,
+          228,
+          79
+        ],
+        [
+          34,
+          5,
+          499,
+          283,
+          24
+        ],
+        [
+          9,
+          2,
+          548,
+          47,
+          11
+        ]
+      ]
+    },
+    {
+      "fold": 2,
+      "accuracy": 0.5262,
+      "macro_f1": 0.2986,
+      "kappa": 0.1645,
+      "per_class_f1": {
+        "W": 0.4348,
+        "N1": 0.0127,
+        "N2": 0.6585,
+        "N3": 0.2393,
+        "REM": 0.1478
+      },
+      "support": {
+        "W": 1023,
+        "N1": 295,
+        "N2": 2700,
+        "N3": 752,
+        "REM": 534
+      },
+      "n_train_subjects": 30,
+      "n_test_subjects": 8,
+      "n_train_epochs": 20301,
+      "n_test_epochs": 5304,
+      "confusion_matrix": [
+        [
+          347,
+          7,
+          629,
+          13,
+          27
+        ],
+        [
+          48,
+          2,
+          224,
+          5,
+          16
+        ],
+        [
+          160,
+          8,
+          2258,
+          136,
+          138
+        ],
+        [
+          9,
+          2,
+          603,
+          126,
+          12
+        ],
+        [
+          9,
+          2,
+          444,
+          21,
+          58
+        ]
+      ]
+    },
+    {
+      "fold": 3,
+      "accuracy": 0.4797,
+      "macro_f1": 0.2604,
+      "kappa": 0.155,
+      "per_class_f1": {
+        "W": 0.4485,
+        "N1": 0.0361,
+        "N2": 0.6298,
+        "N3": 0.1633,
+        "REM": 0.0244
+      },
+      "support": {
+        "W": 807,
+        "N1": 309,
+        "N2": 1989,
+        "N3": 798,
+        "REM": 508
+      },
+      "n_train_subjects": 31,
+      "n_test_subjects": 7,
+      "n_train_epochs": 21194,
+      "n_test_epochs": 4411,
+      "confusion_matrix": [
+        [
+          335,
+          6,
+          432,
+          24,
+          10
+        ],
+        [
+          61,
+          6,
+          225,
+          12,
+          5
+        ],
+        [
+          159,
+          5,
+          1679,
+          119,
+          27
+        ],
+        [
+          81,
+          3,
+          608,
+          89,
+          17
+        ],
+        [
+          51,
+          3,
+          399,
+          48,
+          7
+        ]
+      ]
+    },
+    {
+      "fold": 4,
+      "accuracy": 0.4927,
+      "macro_f1": 0.2701,
+      "kappa": 0.1443,
+      "per_class_f1": {
+        "W": 0.3369,
+        "N1": 0.0279,
+        "N2": 0.6558,
+        "N3": 0.2646,
+        "REM": 0.0652
+      },
+      "support": {
+        "W": 527,
+        "N1": 187,
+        "N2": 2568,
+        "N3": 751,
+        "REM": 779
+      },
+      "n_train_subjects": 31,
+      "n_test_subjects": 7,
+      "n_train_epochs": 20793,
+      "n_test_epochs": 4812,
+      "confusion_matrix": [
+        [
+          265,
+          4,
+          241,
+          9,
+          8
+        ],
+        [
+          50,
+          3,
+          127,
+          5,
+          2
+        ],
+        [
+          429,
+          16,
+          1936,
+          135,
+          52
+        ],
+        [
+          129,
+          2,
+          463,
+          138,
+          19
+        ],
+        [
+          173,
+          3,
+          569,
+          5,
+          29
+        ]
+      ]
+    }
+  ],
+  "pooled": {
+    "accuracy": 0.5108,
+    "macro_f1": 0.2886,
+    "kappa": 0.1714,
+    "per_class_f1": {
+      "W": 0.4517,
+      "N1": 0.0173,
+      "N2": 0.6491,
+      "N3": 0.2645,
+      "REM": 0.0606
+    },
+    "support": {
+      "W": 4414,
+      "N1": 1399,
+      "N2": 12559,
+      "N3": 3973,
+      "REM": 3260
+    },
+    "confusion_matrix": [
+      [
+        1832,
+        23,
+        2410,
+        83,
+        66
+      ],
+      [
+        265,
+        13,
+        1045,
+        45,
+        31
+      ],
+      [
+        1063,
+        47,
+        10345,
+        774,
+        330
+      ],
+      [
+        289,
+        12,
+        2812,
+        770,
+        90
+      ],
+      [
+        249,
+        11,
+        2705,
+        177,
+        118
+      ]
+    ]
+  },
+  "mean_std": {
+    "accuracy": {
+      "mean": 0.5092,
+      "std": 0.0204
+    },
+    "macro_f1": {
+      "mean": 0.2842,
+      "std": 0.0282
+    },
+    "kappa": {
+      "mean": 0.1697,
+      "std": 0.0441
+    }
+  }
+}
\ No newline at end of file
diff --git a/stages_MSNF/metadata.json b/stages_MSNF/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..27bda954ccc6e53325a73168c7acf81912874beb
--- /dev/null
+++ b/stages_MSNF/metadata.json
@@ -0,0 +1,6 @@
+{
+  "model_name": "tsinalis-2016",
+  "dataset_name": "stages_MSNF",
+  "embedding_dim": 500,
+  "n_subjects": 40
+}
\ No newline at end of file