Enroll from a repo data dir; read packshots in every orientation

Two enrollment defects, both found by trying to enroll real packshots.

`rebuild_catalog.py` crashed on every successful run: the report referenced
`small` but the call to `below_pyramid_floor` was missing, so the pyramid-floor
check the enrollment protocol asks for never ran and the tool died with a
NameError after writing the catalog.

The name/OCR check read one orientation. A packshot whose identifying text runs
vertically - the やまや めんたいマヨネーズ image reads 明太手屋さんが only when
rotated - was refused as a mismatch, which is the worst failure this check has:
it rejects good data while claiming to validate it. `best_orientation_text`
tries all four right-angle rotations and picks the one that explains the most of
the catalog name, not the one that reads the most characters, because the
upright pass returns stray kana that concatenate longer than the real read.

The regression test goes through `audit`, not the helper: the bug was that
`audit` called a single-orientation read, and a helper unit test would have
passed on the broken code. Verified to fail before the fix and pass after.

Data now lives in the repo, not /tmp:

  data/packshots/source/   packshots as downloaded, with ATTRIBUTION.json
  data/evaluations/        per-session run artifacts, so a number in
                           DECISION.md traces to the run that produced it

sku_l09 is re-sourced at 1000x1000 from Matsukiyo's Rakuten image, replacing
the 305px view that the README documents as the reason l09 wins facings it
should not.

recognization/data/README.md

@@ -0,0 +1,34 @@
+# Recognition data
+
+Everything the identity work needs to be reproducible: sourced packshots,
+evaluation runs, and the audits that produced them. Nothing here is ephemeral;
+a run that matters is written here, not to a temp directory.
+
+## `packshots/source/`
+
+Front packshots as downloaded, before enrollment. `ATTRIBUTION.json` records the
+source URL, the product as printed, and the manufacturer for each. `ocr-reads.json`
+holds the OCR text each image produced, so a name/OCR refusal can be re-checked
+without re-running Vision.
+
+`rebuild_catalog.py` reads this directory and writes a catalog:
+
+    .venv/bin/python code/rebuild_catalog.py --source data/packshots/source \
+        --output stock-lopia-clean --csv stock-lopia/stock.csv --min-views 1 --replace
+
+## `evaluations/`
+
+One directory per session. Each holds the raw artifacts a claim was computed
+from, so a number in DECISION.md can be traced back to the run that produced it.
+
+| Directory | Contents |
+|---|---|
+| `stream/` | WebSocket track dumps from `stream_client.py`, scored by `score_stream.py`. |
+| `still/` | `/v1/recognize` responses for the still-image path. |
+| `catalog-audit/` | `rebuild_catalog.py --json` reports. |
+| `scratch/` | Intermediate images (rotations, crops) kept because they document a finding. |
+
+Scoring a stream dump:
+
+    .venv/bin/python code/score_stream.py data/evaluations/<session>/stream/<file>.json \
+        --labels eval/labels/image6.json --stock-dir stock-lopia-clean

recognization/data/evaluations/2026-09-29-session/catalog-audit/source-audit.json

@@ -0,0 +1,70 @@
+{
+ "source": "data/packshots/source",
+ "output": "/tmp/lopia-audit",
+ "min_width": 120,
+ "min_height": 160,
+ "min_views": 1,
+ "duplicate_cosine": 0.98,
+ "min_name_ocr": 0.7,
+ "ocr": "vision",
+ "text_only_skus": [
+  "sku_l04",
+  "sku_l07",
+  "sku_l08",
+  "sku_l09",
+  "sku_l10",
+  "sku_l12"
+ ],
+ "text_discriminated_siblings": [],
+ "below_pyramid_floor": [],
+ "completeness": {
+  "live_ready": null,
+  "reason": "no --shelf-tags given; the completeness rule needs the shelf's SKU list",
+  "enrolled": 6,
+  "text_only": [
+   "sku_l04",
+   "sku_l07",
+   "sku_l08",
+   "sku_l09",
+   "sku_l10",
+   "sku_l12"
+  ]
+ },
+ "skus": {
+  "sku_l01": [
+   "sku_l01.jpg"
+  ],
+  "sku_l02": [
+   "sku_l02.jpg"
+  ],
+  "sku_l03": [
+   "sku_l03.jpg"
+  ],
+  "sku_l05": [
+   "sku_l05.jpg"
+  ],
+  "sku_l06": [
+   "sku_l06.jpg"
+  ],
+  "sku_l11": [
+   "sku_l11.jpg"
+  ]
+ },
+ "refused": [
+  {
+   "sku": "sku_l04",
+   "view": "sku_l04.jpg",
+   "reason": "name/OCR 0.00 below 0.70: 明太手屋さんが つくつ た コ"
+  },
+  {
+   "sku": "sku_l07",
+   "view": "sku_l07.jpg",
+   "reason": "name/OCR 0.57 below 0.70: ラッキー マヨネーズ 調味料（アミノ酸）不使用"
+  },
+  {
+   "sku": "sku_l09",
+   "view": "sku_l09.jpg",
+   "reason": "name/OCR 0.05 below 0.70: キューピーマヨネーズ KEWPIE MAYONNAISE ® 450g"
+  }
+ ]
+}

recognization/data/evaluations/2026-09-29-session/still/final_full.json

@@ -0,0 +1,214 @@
+{
+ "image": "add/image6.jpg",
+ "stock_dir": "stock-lopia-clean",
+ "labels": "eval/labels/image6.json",
+ "provenance": {
+  "catalog_hash": "10f55211435aa64c0ed4ca24a7b902ce4ed8a30299409680942b78ec9b3d08c8",
+  "labels_hash": "5aabf029921ced767d4e14a18e8bccb55812dd974852c56e0931a98fa10366cf",
+  "image_hash": "a08b89ba37d27c9d5a81bcd56bcd042e6baf54d2f182bbaaf47e97f14c9cd525",
+  "code_revision": "b6c87c45ea2aa3ed59f5764274341f3ffed30fe0"
+ },
+ "facings": 111,
+ "leakage": {
+  "excluded": 0,
+  "labels": []
+ },
+ "hub_share_limit": 0.3,
+ "enrollment": {
+  "catalog_skus": [
+   "sku_l01",
+   "sku_l02",
+   "sku_l03",
+   "sku_l04",
+   "sku_l05",
+   "sku_l06",
+   "sku_l07",
+   "sku_l08",
+   "sku_l09",
+   "sku_l10",
+   "sku_l11",
+   "sku_l12"
+  ],
+  "enrolled_skus": [
+   "sku_l01",
+   "sku_l02",
+   "sku_l03",
+   "sku_l05",
+   "sku_l06",
+   "sku_l09",
+   "sku_l11"
+  ],
+  "unenrolled_skus": {
+   "sku_l10": 11,
+   "sku_l07": 6,
+   "sku_l04": 1,
+   "sku_l08": 1
+  },
+  "facings_without_enrollment": 19,
+  "scored_facings": 109
+ },
+ "results": {
+  "full": [
+   {
+    "lane": "van",
+    "accept": 1.0,
+    "margin": 0.15,
+    "in_catalog": 61,
+    "out_catalog": 48,
+    "enrolled": 42,
+    "correct": 32,
+    "wrong": 77,
+    "rejected": 0,
+    "catalog_ceiling": 0.6885,
+    "identity_ceiling": 0.7619,
+    "decision_ceiling": 0.7619,
+    "end_to_end_coverage": 0.5246,
+    "false_accepts": 77,
+    "unknown_false_accepts": 48,
+    "unenrolled_false_accepts": 19,
+    "false_accept_rate": 1.0,
+    "near_unknown_false_accept_rate": 1.0,
+    "precision": 0.2936,
+    "max_sku_share": 0.2569,
+    "hub_sku": "sku_l09",
+    "hub_alarm": false,
+    "histogram": {
+     "sku_l09": 28,
+     "sku_l05": 19,
+     "sku_l02": 15,
+     "sku_l03": 14,
+     "sku_l06": 13,
+     "sku_l11": 12,
+     "sku_l01": 8
+    },
+    "per_sku": {
+     "sku_l01": {
+      "correct": 5,
+      "total": 5
+     },
+     "sku_l02": {
+      "correct": 4,
+      "total": 4
+     },
+     "sku_l03": {
+      "correct": 4,
+      "total": 4
+     },
+     "sku_l04": {
+      "correct": 0,
+      "total": 1
+     },
+     "sku_l05": {
+      "correct": 3,
+      "total": 3
+     },
+     "sku_l06": {
+      "correct": 0,
+      "total": 4
+     },
+     "sku_l07": {
+      "correct": 0,
+      "total": 6
+     },
+     "sku_l08": {
+      "correct": 0,
+      "total": 1
+     },
+     "sku_l09": {
+      "correct": 13,
+      "total": 13
+     },
+     "sku_l10": {
+      "correct": 0,
+      "total": 11
+     },
+     "sku_l11": {
+      "correct": 3,
+      "total": 9
+     }
+    },
+    "ms_per_crop": 15.4
+   },
+   {
+    "lane": "local",
+    "accept": 2.0,
+    "margin": 0.15,
+    "in_catalog": 61,
+    "out_catalog": 48,
+    "enrolled": 42,
+    "correct": 36,
+    "wrong": 5,
+    "rejected": 68,
+    "catalog_ceiling": 0.6885,
+    "identity_ceiling": 0.9286,
+    "decision_ceiling": 0.8571,
+    "end_to_end_coverage": 0.5902,
+    "false_accepts": 5,
+    "unknown_false_accepts": 4,
+    "unenrolled_false_accepts": 0,
+    "false_accept_rate": 0.0833,
+    "near_unknown_false_accept_rate": 0.0,
+    "precision": 0.878,
+    "max_sku_share": 0.2927,
+    "hub_sku": "sku_l09",
+    "hub_alarm": false,
+    "histogram": {
+     "sku_l09": 12,
+     "sku_l11": 8,
+     "sku_l03": 6,
+     "sku_l01": 5,
+     "sku_l07": 4,
+     "sku_l02": 3,
+     "sku_l05": 3
+    },
+    "per_sku": {
+     "sku_l01": {
+      "correct": 5,
+      "total": 5
+     },
+     "sku_l02": {
+      "correct": 2,
+      "total": 4
+     },
+     "sku_l03": {
+      "correct": 4,
+      "total": 4
+     },
+     "sku_l04": {
+      "correct": 0,
+      "total": 1
+     },
+     "sku_l05": {
+      "correct": 3,
+      "total": 3
+     },
+     "sku_l06": {
+      "correct": 0,
+      "total": 4
+     },
+     "sku_l07": {
+      "correct": 4,
+      "total": 6
+     },
+     "sku_l08": {
+      "correct": 0,
+      "total": 1
+     },
+     "sku_l09": {
+      "correct": 12,
+      "total": 13
+     },
+     "sku_l10": {
+      "correct": 0,
+      "total": 11
+     },
+     "sku_l11": {
+      "correct": 6,
+      "total": 9
+     }
+    },
+    "ms_per_crop": 26.6
+   }
+  ]
+ }
+}

recognization/data/evaluations/2026-09-29-session/stream/tr_e.json

@@ -0,0 +1,554 @@
+{
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+  ],
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+  "pace": "send",
+  "seconds": 8.1,
+  "tracks": []
+}

recognization/data/evaluations/2026-09-29-session/stream/tracks_local_result.json

@@ -0,0 +1,721 @@
+{
+  "source": "add/image6.jpg",
+  "pace": "result",
+  "seconds": 12.0,
+  "tracks": [
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+      "sku_id": "sku_l09",
+      "label_box": [
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+      "label_frame_id": 0,
+      "result_frame_id": 108,
+      "inherited": true,
+      "restarts": 2
+    },
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+      "label_box": [
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+      "result_frame_id": 81,
+      "inherited": true,
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+      "result_frame_id": 114,
+      "inherited": true,
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+      "result_frame_id": 25,
+      "inherited": true,
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+    {
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+      "sku_id": "sku_l09",
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recognization/data/packshots/source/ATTRIBUTION.json

@@ -0,0 +1,14 @@
+{
+  "sku_l04": {
+    "url": "https://m.media-amazon.com/images/I/61yWDtDjDuL.jpg",
+    "product": "やまや めんたいマヨネーズタイプ 200g",
+    "source_page": "https://www.amazon.co.jp/dp/B0197VWHRG",
+    "notes": "Exact 200g product; major-retailer pack shot. Manufacturer: 株式会社やまやコミュニケーションズ."
+  },
+  "sku_l07": {
+    "url": "https://m.media-amazon.com/images/I/91ugfvmpCvL.jpg",
+    "product": "丸和油脂 ラッキーマヨネーズ 200g",
+    "source_page": "https://www.amazon.co.jp/dp/B0BHQW3VVP",
+    "notes": "Exact 200g product; major-retailer pack shot. JAN/part number 4978931401615, corroborated by Yahoo Shopping listing."
+  }
+}

recognization/data/packshots/source/ocr-reads.json

@@ -0,0 +1 @@
+{"sku_l01.jpg": "卵を使って いない キューピーエッグケア e 乳成分 えび かに くるみ 特定原材料8品目不使用 そば 落花生 305g", "sku_l02.jpg": "機能性表示食品届出番号J1501 キューピー 血圧ケア アマニ油 マヨネーズ α-リノレン酸 商品中30% アマニ油配合 200g 食生活は、主食、主菜、副菜を基本に、食事のバランスを。", "sku_l03.jpg": "Spicy： 辛さとコクのおいしさ キューピー からしアヨネーズ ピリジと おいしい ® 200g", "sku_l05.jpg": "2つの製法で味わうコク コレステロール ゼロ キューピーゼロ ノンコレステロール カロリー 70第 当社マヨネーズ比 310g", "sku_l06.jpg": "機能性表示食品届出番号J1507 キューピー 内臓脂肪ケア フィツテ ローズヒップ由来 ティリロサイド 210g カロリー 50カット 兆社マヨネーズ比 食生活は、主食、主菜、副菜を基本に、食事のバランスを。", "sku_l09.jpg": "とれて3日以方の 各長算たまごとい。 ピュアセレクト コクうま カロリーカット 05 360g", "sku_l11.jpg": "キューピー New！ 卵黄ならではのコクとうま味 ※写真はイメージです。 カロリー 50% カット 当社マヨネーズ比 ® 400g"}