diff --git a/DATASET_SHA256 b/DATASET_SHA256
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+++ b/DATASET_SHA256
@@ -0,0 +1 @@
+306bd93d73a5dfc7d966dfb6e230b2247ee6da5c42a6ecf0f62213b37791fc8e
diff --git a/README.md b/README.md
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+---
+license: cc-by-4.0
+task_categories:
+- image-classification
+tags:
+- 3d-printing
+- fdm
+- print-failure
+- snapmaker-u1
+size_categories:
+- n<1K
+pretty_name: 3d-cli print-failure frames
+---
+
+# 3d-cli print-failure frames
+
+Camera frames from two FDM printers (Snapmaker U1, Creality K1 SE), labelled for the tier (b)
+whole-frame vision model of [3d-cli](https://github.com/alex-mextner/3d-cli) (`3d printer vision`;
+code: `tools/vision_train`). Classes: `healthy`, `spaghetti`, `part_detached`, `empty_bed`.
+
+**This set is small and unbalanced.** 421 healthy frames from printing and a handful of
+failure frames (7 empty_bed, 1 part_detached, 7 spaghetti). It is meant to be extended with frames recorded by `3d printer vision record`; it is
+not enough to train a detachment detector on its own. `part_detached` is one event (a large
+honeycomb panel that peeled off the plate): do not read a metric computed on it as evidence.
+
+## Files
+
+- `own/frames/<id>.jpg`: sanitised frames (`<id>` = first 16 hex of the file's sha256).
+- `labels.jsonl`: `id, file, label, split (train|test), group (one print or event: keep a group
+  on one side of a split), printer, source, width, height, sha256, qr_masked`.
+- `sanitation.json`: per source how many frames were found, published, refused or masked, and the
+  tool versions. `DATASET_SHA256`: sha256 over the sorted `id|sha256|label|split` lines of the
+  published rows (the id of the dataset revision a model card pins).
+
+## Sanitation
+
+Frames were decoded and re-encoded (EXIF/ICC removed), cropped to the printer's bed-and-part area
+(rooms, windows, screens and the chamber's back wall with its QR stickers are outside the crop),
+QR codes were painted over, and a face and person detector (OpenCV Haar + HOG) refused any frame
+with a hit (36 frames refused). File names carry no timestamps or project names. The
+automatic checks are no proof: contact sheets of every published frame were reviewed by a human
+before publishing. If you find a frame that should not be here, open an issue on the GitHub repo.
+
+## Licence and provenance
+
+All frames are the owner's own captures: CC-BY-4.0. The prints on the bed are the owner's own
+models and models downloaded from model sites; no model files are included. The public frame
+collections used for evaluation next to this set (spaghetti, bed-adhesion failures, ...) carry
+their own licences and are **not** redistributed here; their provenance is documented in the
+3d-cli repository (docs/research/printer-vision-tuning.md).
+
+## Revision
+
+Dataset sha256 `306bd93d73a5dfc7d966dfb6e230b2247ee6da5c42a6ecf0f62213b37791fc8e`; built by `tools/vision_train/dataset.py` at 3d-cli commit `a06ced7554e6d172844166675447f3e2d26c7e8a`.
diff --git a/labels.jsonl b/labels.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cac97984f817fda57dec0214ad305cd42148db1a
--- /dev/null
+++ b/labels.jsonl
@@ -0,0 +1,436 @@
+{"file": "own/frames/003cc04621b237b7.jpg", "group": "u1-print-a", "height": 378, "id": "003cc04621b237b7", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "003cc04621b237b7cdcf4b8c301fa1042849aa27f53ce399073141d4a974ddbb", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/015c00c884f8042b.jpg", "group": "u1-print-b", "height": 378, "id": "015c00c884f8042b", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "015c00c884f8042b703a3cf56c39db507fd84f2a25c1c3006e6b047e7a561bc8", "source": "u1-timelapse-b", "split": "train", "width": 960}
+{"file": "own/frames/020f00dc84f57b8a.jpg", "group": "u1-print-a", "height": 378, "id": "020f00dc84f57b8a", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "020f00dc84f57b8ae03c05536a85dc7a396f457b7f42d8765cd1b0e3baf5b179", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/022a0d1842ce22b9.jpg", "group": "u1-print-f", "height": 504, "id": "022a0d1842ce22b9", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "022a0d1842ce22b925939c574290b801b57a15d80051fe8cd3ff50f45bbdf45f", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/0294c94498d5b124.jpg", "group": "u1-print-d", "height": 378, "id": "0294c94498d5b124", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0294c94498d5b124a7fd151cba121ee18136e3d3ecd49baf229c1b281f42807e", "source": "u1-timelapse-d", "split": "test", "width": 960}
+{"file": "own/frames/031f172234cd4f94.jpg", "group": "u1-print-c", "height": 378, "id": "031f172234cd4f94", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "031f172234cd4f94d38b0433a747b0f6f048e12d71f9f020a90882b723e3fe81", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/034e13a0a62c09c9.jpg", "group": "u1-print-f", "height": 504, "id": "034e13a0a62c09c9", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "034e13a0a62c09c937b4ecb13ac002f4606a8326f4863e8794bae2feef225e5e", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/04de2815f2f892e0.jpg", "group": "u1-print-a", "height": 378, "id": "04de2815f2f892e0", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "04de2815f2f892e0626676ba0c28b7c460a78d12648bfc8c7a00313dd992c239", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/05b86288a8056f6f.jpg", "group": "u1-print-b", "height": 378, "id": "05b86288a8056f6f", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "05b86288a8056f6fd86d5fd028488a055534c45fd7b19014a689e0e1608f37a1", "source": "u1-timelapse-b", "split": "train", "width": 960}
+{"file": "own/frames/06c5574b356cef67.jpg", "group": "u1-print-c", "height": 378, "id": "06c5574b356cef67", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "06c5574b356cef67b0a2920698ab28319b4e01b10473db24c7255310a1c5f1b4", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/06e34a3d978c50c3.jpg", "group": "u1-print-c", "height": 378, "id": "06e34a3d978c50c3", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "06e34a3d978c50c310ffc8c0420886f5689fc2ab099487da2635c1df45a395ca", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/07de33469f4504c3.jpg", "group": "u1-print-f", "height": 504, "id": "07de33469f4504c3", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "07de33469f4504c3575804345fdc2d7f0772af0a4bb55b62e2fbdad72143f052", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/082ac95b07d4d11d.jpg", "group": "u1-print-a", "height": 378, "id": "082ac95b07d4d11d", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "082ac95b07d4d11d49f77db41938801bfcb2af33355bd140ceba70e848d6e2f2", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/08dc12c07bc36e67.jpg", "group": "u1-print-f", "height": 504, "id": "08dc12c07bc36e67", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "08dc12c07bc36e677ad6784cfedce4e0e3156bfaeafe77f49238fded1db481c1", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/09395d8e670876bd.jpg", "group": "u1-print-a", "height": 378, "id": "09395d8e670876bd", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "09395d8e670876bd1f4464a3dfb0180a29da93d7cef5cf8d635625bfa8e1c66e", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/0a62c2d932f99f8d.jpg", "group": "u1-print-f", "height": 504, "id": "0a62c2d932f99f8d", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0a62c2d932f99f8dacc2e5f6f2fdb452713ea518bc3be2b092dffa6bb2d30423", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/0b1c317d65b82d74.jpg", "group": "u1-print-c", "height": 378, "id": "0b1c317d65b82d74", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0b1c317d65b82d74ac7deb389a1c43c3ec21091d5ac8e167041037911cc7645e", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/0b294a2d8ef6e458.jpg", "group": "u1-print-c", "height": 378, "id": "0b294a2d8ef6e458", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0b294a2d8ef6e458d982dec90517923213754e352a064470c69d1ab1616c0815", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/0be2799d1a84a5c9.jpg", "group": "u1-print-a", "height": 378, "id": "0be2799d1a84a5c9", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0be2799d1a84a5c9152c9d0e88c1d07af21c555d780168892314ef784ca72ca6", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/0cf87774e0ec7925.jpg", "group": "u1-print-f", "height": 504, "id": "0cf87774e0ec7925", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0cf87774e0ec7925fe6957c714a777dc0b7cba43631fd5c96404247ed6dd8bd5", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/0d463cc9665acdf1.jpg", "group": "u1-print-a", "height": 378, "id": "0d463cc9665acdf1", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0d463cc9665acdf16be623c35c84248b3e4b9f8fd5da0d2365d380c992e430a1", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/0daa73d242957558.jpg", "group": "u1-print-f", "height": 504, "id": "0daa73d242957558", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0daa73d2429575588faad54ed87ffbd5dcc100c99ef413e2ed81256f34602c13", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/0ea06ff5ccf5b229.jpg", "group": "u1-print-a", "height": 378, "id": "0ea06ff5ccf5b229", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0ea06ff5ccf5b2293615b814f0a1282d19d3a76d87d73c12a44241e20cced290", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/0f1e8db435881b00.jpg", "group": "u1-print-b", "height": 378, "id": "0f1e8db435881b00", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0f1e8db435881b001772efef9578453c0d372aed14841773e27bec96ad37ed6a", "source": "u1-timelapse-b", "split": "train", "width": 960}
+{"file": "own/frames/0f5b8180fafbe445.jpg", "group": "u1-print-a", "height": 378, "id": "0f5b8180fafbe445", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0f5b8180fafbe4456baca9cbbf3b5ea2117c59b0bb8f243d25cd5f86dca6c15f", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/0fb998df9b01f0f6.jpg", "group": "u1-print-c", "height": 378, "id": "0fb998df9b01f0f6", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "0fb998df9b01f0f6fd2186e4bf0fed06c18ef0e947f04343fb5db7b973a5e23f", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/10b93c5a11f0b739.jpg", "group": "u1-print-a", "height": 378, "id": "10b93c5a11f0b739", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "10b93c5a11f0b7396f3e5fac84776a53edc93b1bd5f6b41833a0bf6f8154b37e", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/110855eee326fd3c.jpg", "group": "u1-print-f", "height": 504, "id": "110855eee326fd3c", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "110855eee326fd3c23b712ba53ffbc6598cc1c760548c7cc1bdd1e515ee68fbf", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/1163d27423f28a50.jpg", "group": "u1-print-c", "height": 378, "id": "1163d27423f28a50", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "1163d27423f28a50787e6b11d86c4afdcc50a72347f7f943ad9798a41514da0a", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/129b7d7c67d0bfbe.jpg", "group": "u1-print-a", "height": 378, "id": "129b7d7c67d0bfbe", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "129b7d7c67d0bfbe0f8c6e5712383f9e9683f8c856a59a50cecf660247fdec04", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/13eae5ed82ead14d.jpg", "group": "u1-print-f", "height": 504, "id": "13eae5ed82ead14d", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "13eae5ed82ead14d9e946b0638017a8880674f2faa7e55e9a8c2b3e1757cad52", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/14b94cc88ec718d4.jpg", "group": "u1-print-f", "height": 504, "id": "14b94cc88ec718d4", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "14b94cc88ec718d49fe357c96671189288f941772bc3924b26163cfd48bb1089", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/14d1d7a4d1112553.jpg", "group": "u1-print-b", "height": 378, "id": "14d1d7a4d1112553", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "14d1d7a4d11125537fdb8f4401bccbcdf272f5e90afe4b9f155b075dd446e9fe", "source": "u1-timelapse-b", "split": "train", "width": 960}
+{"file": "own/frames/157d0b08edaf55bc.jpg", "group": "u1-print-a", "height": 378, "id": "157d0b08edaf55bc", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "157d0b08edaf55bc859141a061727584c4d0f2a244e4c21d821b33a2c34a8d2d", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/15a11a5fd7963278.jpg", "group": "u1-print-a", "height": 378, "id": "15a11a5fd7963278", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "15a11a5fd79632780ed7dd2126fe48708c7a2dc4a5533d7a982c0ed84a54628e", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/15a9febf58f714e7.jpg", "group": "u1-print-c", "height": 378, "id": "15a9febf58f714e7", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "15a9febf58f714e783522df5ebc597f8f908c4bea3928aef55a2f7407a9317a0", "source": "u1-timelapse-c", "split": "train", "width": 960}
+{"file": "own/frames/15d945de4ff5d8d6.jpg", "group": "u1-print-f", "height": 504, "id": "15d945de4ff5d8d6", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "15d945de4ff5d8d684bd41c7ede4753f81d56602678cfd4ec70368c50bc3a922", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/15e0312e15789a65.jpg", "group": "u1-print-b", "height": 378, "id": "15e0312e15789a65", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "15e0312e15789a651e4a6478ce8b31677aed621cc53ab7aa235a841372ececf5", "source": "u1-timelapse-b", "split": "train", "width": 960}
+{"file": "own/frames/15e4199ad8465235.jpg", "group": "u1-print-a", "height": 378, "id": "15e4199ad8465235", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "15e4199ad84652352353404dce659257ebb9f61e09c1b04dace32e8b6ac8bf64", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/1600553642139c31.jpg", "group": "u1-print-a", "height": 378, "id": "1600553642139c31", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "1600553642139c317c1a0475563b9cb2f6fdbe5ba688ef5b54692c433209865a", "source": "u1-timelapse-a", "split": "train", "width": 960}
+{"file": "own/frames/18dadd85a8965550.jpg", "group": "u1-print-f", "height": 504, "id": "18dadd85a8965550", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "18dadd85a8965550d92f64fb150d9f2e2407eb756f11e1d6738dcb94c24ad6c8", "source": "u1-live-walls", "split": "train", "width": 1280}
+{"file": "own/frames/19fc1ac764938574.jpg", "group": "u1-print-a", "height": 378, "id": "19fc1ac764938574", "label": "healthy", "printer": "snapmaker-u1", "provenance": "own", "qr_masked": 0, "sha256": "19fc1ac764938574dc3e83331ad046fed06c806a8f71b75e61c5362aed4f0d33", "source": "u1-timelapse-a", "split": "train", "width": 960}
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+}