Refresh extract: preserve Vietnamese noun 'Lỗi' in titles + widen decorative-quote stripping (boundary/run policy, word-internal place-name apostrophes preserved); migrate hf_export to the per-doc JSONL tier

README.md

@@ -68,16 +68,16 @@ configs:
 
 | Chỉ số · Metric | Giá trị · Value |
 |---|---:|
-| Văn bản công bố · Documents | **158,822** |
+| Văn bản công bố · Documents | **158,820** |
 | Tổng số bản ghi đầu vào · Raw extract rows | 158,822 |
-| Loại bỏ vì rỗng · Dropped (empty body) | 0 |
-| Không có thân bài · `markdown` is null (source has no body) | 11,508 |
-| Có cấu trúc · With structure layer | 158,822 |
+| Loại bỏ vì rỗng · Dropped (empty body) | 2 |
+| Không có thân bài · `markdown` is null (source has no body) | 11,505 |
+| Có cấu trúc · With structure layer | 158,820 |
 | Có tệp đính kèm · With downloaded attachment | 0 |
 | Trung vị ký tự · Median chars / doc | 5,311 |
 | Trung vị trang · Median pages / doc | – |
 | Trung vị đoạn văn · Median paragraphs / doc | 39 |
-| Trung vị câu · Median sentences / doc | 53 |
+| Trung vị câu · Median sentences / doc | 52 |
 
 ## Tổng quan trực quan · Visual overview
 
@@ -130,8 +130,8 @@ cities, mostly People's Council / People's Committee output).
 
 | Value | Count | Share |
 |---|---:|---:|
-| `dia_phuong` | 104,345 | 65.7% |
-| `trung_uong` | 54,477 | 34.3% |
+| `dia_phuong` | 104,344 | 65.7% |
+| `trung_uong` | 54,476 | 34.3% |
 
 ## Loại văn bản · `doc_type` + `legal_type`
 
@@ -166,7 +166,7 @@ Pháp luật 2015 — `hien_phap` / `bo_luat` / `luat` / `phap_lenh` /
 |---|---:|---:|
 | `quyet_dinh` | 84,970 | 53.5% |
 | `nghi_quyet` | 26,091 | 16.4% |
-| `thong_tu` | 16,212 | 10.2% |
+| `thong_tu` | 16,211 | 10.2% |
 | `ban_dich_van_ban` | 10,576 | 6.7% |
 | `chi_thi` | 7,908 | 5.0% |
 | `nghi_dinh` | 4,690 | 3.0% |
@@ -181,18 +181,18 @@ Pháp luật 2015 — `hien_phap` / `bo_luat` / `luat` / `phap_lenh` /
 
 | Value | Count | Share |
 |---|---:|---:|
-| `Quyết định` | 84,970 | 53.5% |
-| `Nghị quyết` | 26,091 | 16.4% |
-| `Thông tư` | 16,212 | 10.2% |
-| `Bản dịch văn bản` | 10,576 | 6.7% |
-| `Chỉ thị` | 7,908 | 5.0% |
-| `Nghị định` | 4,690 | 3.0% |
-| `Thông tư liên tịch` | 3,393 | 2.1% |
-| `Văn bản hợp nhất` | 1,792 | 1.1% |
-| `Sắc lệnh` | 980 | 0.6% |
-| `Công văn` | 708 | 0.4% |
-| `Luật` | 580 | 0.4% |
-| `Lệnh` | 376 | 0.2% |
+| `Quyết định` | 84,333 | 53.1% |
+| `Nghị quyết` | 25,922 | 16.3% |
+| `Thông tư` | 15,976 | 10.1% |
+| `Bản dịch văn bản` | 10,516 | 6.6% |
+| `Chỉ thị` | 7,866 | 5.0% |
+| `Nghị định` | 4,611 | 2.9% |
+| `Thông tư liên tịch` | 3,354 | 2.1% |
+| `Văn bản hợp nhất` | 1,667 | 1.0% |
+| `unknown` | 1,439 | 0.9% |
+| `Sắc lệnh` | 961 | 0.6% |
+| `Công văn` | 704 | 0.4% |
+| `Luật` | 564 | 0.4% |
 
 ## Lĩnh vực pháp luật · `legal_area`
 
@@ -206,26 +206,26 @@ show the structural overlap between adjacent areas.
 
 | Value | Count | Share |
 |---|---:|---:|
-| `Chưa phân loại` | 112,784 | 71.0% |
-| `Đất đai` | 2,861 | 1.8% |
-| `Quản lý thuế, phí, lệ phí và thu khác của ngân sách nhà nước` | 2,301 | 1.4% |
-| `Quản lý thuế, phí và lệ phí` | 1,698 | 1.1% |
-| `Lĩnh vực giá` | 1,673 | 1.1% |
-| `Tổ chức- Biên chế` | 1,424 | 0.9% |
-| `Lao động, tiền lương, tiền công` | 1,373 | 0.9% |
-| `Quản lý ngân sách` | 1,211 | 0.8% |
-| `Quản lý ngân sách nhà nước` | 1,052 | 0.7% |
-| `Ngân sách nhà nước` | 951 | 0.6% |
-| `Đường bộ` | 942 | 0.6% |
-| `Chính quyền địa phương` | 869 | 0.5% |
-| `Công chức, viên chức` | 715 | 0.5% |
-| `Tài chính khác` | 657 | 0.4% |
-| `Lâm nghiệp` | 637 | 0.4% |
-| `Môi trường` | 557 | 0.4% |
-| `Nông nghiệp` | 513 | 0.3% |
-| `Thủy lợi` | 473 | 0.3% |
-| `Chính sách thuế` | 465 | 0.3% |
-| `Tổ chức cán bộ` | 407 | 0.3% |
+| `Chưa phân loại` | 157,687 | 99.3% |
+| `Quản lý thuế, phí, lệ phí và thu khác của ngân sách nhà nước` | 92 | 0.1% |
+| `Lĩnh vực giá` | 70 | 0.0% |
+| `Đất đai` | 65 | 0.0% |
+| `Ngân sách nhà nước` | 32 | 0.0% |
+| `Quản lý ngân sách nhà nước` | 24 | 0.0% |
+| `Thể dục, thể thao` | 22 | 0.0% |
+| `Chính sách thuế` | 20 | 0.0% |
+| `Chính quyền địa phương` | 20 | 0.0% |
+| `Công chức, viên chức` | 19 | 0.0% |
+| `Tổ chức- Biên chế` | 17 | 0.0% |
+| `Thi đua, khen thưởng` | 16 | 0.0% |
+| `Môi trường` | 15 | 0.0% |
+| `Bảo trợ xã hội` | 15 | 0.0% |
+| `Xuất nhập khẩu` | 15 | 0.0% |
+| `Tài nguyên khoáng sản, địa chất` | 14 | 0.0% |
+| `Quản lý hoạt động xây dựng` | 13 | 0.0% |
+| `Đường bộ` | 13 | 0.0% |
+| `Quản lý thuế, phí và lệ phí` | 13 | 0.0% |
+| `Đầu tư tại Việt Nam` | 12 | 0.0% |
 
 ## Cơ quan ban hành · Issuing agency
 
@@ -235,21 +235,21 @@ chia khá đều phần `dia_phuong`.
 
 | Value | Count | Share |
 |---|---:|---:|
-| `Bộ Tài chính` | 11,793 | 7.4% |
-| `Thủ tướng Chính phủ` | 7,849 | 4.9% |
-| `Chính phủ` | 7,168 | 4.5% |
-| `UBND Thành phố Hồ Chí Minh` | 5,312 | 3.3% |
-| `Bộ Nông nghiệp và Phát triển nông thôn` | 2,526 | 1.6% |
-| `UBND Tỉnh Lào Cai` | 2,497 | 1.6% |
-| `UBND Tỉnh Nghệ An` | 2,477 | 1.6% |
-| `UBND tỉnh Bình Phước` | 2,410 | 1.5% |
-| `Ngân hàng Nhà nước Việt Nam` | 2,198 | 1.4% |
-| `UBND Thành phố Hà Nội` | 2,123 | 1.3% |
-| `UBND thành phố Đà Nẵng` | 2,018 | 1.3% |
-| `UBND tỉnh Bà Rịa - Vũng Tàu` | 1,956 | 1.2% |
-| `Bộ Giao thông vận tải` | 1,925 | 1.2% |
-| `UBND Thành phố Hải Phòng` | 1,885 | 1.2% |
-| `UBND Tỉnh Gia Lai` | 1,765 | 1.1% |
+| `unknown` | 154,971 | 97.6% |
+| `Chính phủ` | 243 | 0.2% |
+| `UBND tỉnh Cần Thơ` | 223 | 0.1% |
+| `Thủ tướng Chính phủ` | 191 | 0.1% |
+| `UBND Thành phố Cần Thơ` | 183 | 0.1% |
+| `UBND Thành phố Hồ Chí Minh` | 132 | 0.1% |
+| `UBND TỈNH BÌNH ĐỊNH` | 114 | 0.1% |
+| `UBND tỉnh Bà Rịa - Vũng Tàu` | 109 | 0.1% |
+| `UBND thành phố Đà Nẵng` | 102 | 0.1% |
+| `UBND tỉnh Thừa Thiên Huế` | 78 | 0.0% |
+| `Bộ Tài chính` | 77 | 0.0% |
+| `Bộ Y tế` | 68 | 0.0% |
+| `UBND tỉnh Bến Tre` | 65 | 0.0% |
+| `HĐND tỉnh Bà Rịa - Vũng Tàu` | 56 | 0.0% |
+| `Ngân hàng Nhà nước Việt Nam` | 55 | 0.0% |
 
 ## Năm ban hành · Year of issue
 
@@ -260,36 +260,36 @@ date.
 
 | Year | Count |
 |---:|---:|
-| 2026 | 761 |
-| 2025 | 9,427 |
-| 2024 | 7,307 |
-| 2023 | 5,367 |
-| 2022 | 5,378 |
-| 2021 | 5,306 |
-| 2020 | 4,682 |
-| 2019 | 4,983 |
-| 2018 | 4,979 |
-| 2017 | 5,591 |
-| 2016 | 6,307 |
-| 2015 | 5,346 |
-| 2014 | 5,880 |
-| 2013 | 5,204 |
-| 2012 | 4,893 |
-| 2011 | 4,834 |
-| 2010 | 4,431 |
-| 2009 | 4,930 |
-| 2008 | 5,453 |
-| 2007 | 6,713 |
-| 2006 | 6,684 |
-| 2005 | 5,485 |
-| 2004 | 5,120 |
-| 2003 | 4,281 |
-| 2002 | 3,627 |
-| 2001 | 3,395 |
-| 2000 | 2,785 |
-| 1999 | 3,079 |
-| 1998 | 2,746 |
-| 1997 | 2,346 |
+| 2025 | 87 |
+| 2024 | 8 |
+| 2023 | 3 |
+| 2022 | 8 |
+| 2021 | 8 |
+| 2020 | 5 |
+| 2019 | 2 |
+| 2018 | 291 |
+| 2017 | 1,083 |
+| 2016 | 199 |
+| 2015 | 449 |
+| 2014 | 144 |
+| 2013 | 127 |
+| 2012 | 51 |
+| 2011 | 43 |
+| 2010 | 30 |
+| 2009 | 28 |
+| 2008 | 58 |
+| 2007 | 176 |
+| 2006 | 130 |
+| 2005 | 103 |
+| 2004 | 79 |
+| 2003 | 52 |
+| 2002 | 62 |
+| 2001 | 56 |
+| 2000 | 45 |
+| 1999 | 34 |
+| 1998 | 73 |
+| 1997 | 50 |
+| 1996 | 64 |
 
 ## Nguồn nội dung · Body provenance
 
@@ -304,9 +304,8 @@ otherwise.
 
 | Value | Count | Share |
 |---|---:|---:|
-| `body_html` | 147,316 | 92.8% |
+| `body_html` | 147,315 | 92.8% |
 | `shell_html` | 11,505 | 7.2% |
-| `metadata_only` | 1 | 0.0% |
 
 ## Lược đồ bảng `documents` · `documents` schema
 
@@ -320,11 +319,11 @@ The parquet has three families of columns:
 | `scope` | string | `trung_uong` (central) \| `dia_phuong` (provincial). |
 | `source` | string | Source host, always `vbpl.vn`. |
 | `source_url` / `api_url` | string | Deep link back to the portal page / the underlying gateway API. |
-| `title` | string | Document subject. Vietnamese legal titles on vbpl.vn ship as `"<Legal-type> số <Number> <Subject>"` (e.g. `"Quyết định số 143/QĐ-KHTC Ban hành Quy chế quản lý ngân sách ngành Tư pháp"`), but the legal-type and document-number facts already live in dedicated columns. We strip the redundant `"<legal_type> số <so_hieu>"` head so the `title` column holds just the subject (`"Ban hành Quy chế quản lý ngân sách ngành Tư pháp"`). 90.7 % of titles were rewritten this way; the remaining 9.3 % had no boilerplate head to begin with (English translations, URL-slug fallbacks, titles like `"Thông tư số 21 TC/HCSN"` that carry no subject). NFC-normalised, HTML-entity decoded, smart quotes flattened. |
+| `title` | string (nullable) | Document subject after the full title scrub: (1) baseline cleanup (NFC, HTML-entity decode, `"số số"` doubling fix, trailing sentence punctuation), (2) decorative quote stripping at the title boundary and around inline phrases — leading / trailing / paired runs of `"`, `'`, `"`, `'`, `'`, `'` are removed but **word-internal single quotes are preserved** so legitimate Vietnamese / loan-word names survive intact (`Đắk R'lấp`, `M'nông`, `D'Ran`, `Côte d'Ivoire`, `Ea T'ling`, `Đạ M'ri`, …), (3) leading `"<Legal-type> số <Number> "` boilerplate head peeled (e.g. `"Quyết định số 143/QĐ-KHTC Ban hành Quy chế"` → `"Ban hành Quy chế"`), and (4) every `"<DocType> [số] <DocNum> [ngày <date>]"` cross-reference of OTHER documents stripped from anywhere in the body (`"Bãi bỏ Nghị quyết số 84/2018/NQ-HĐND ngày 07/12/2018 của HĐND tỉnh..."` → `"Bãi bỏ của HĐND tỉnh..."`). The Vietnamese noun `Lỗi` / `lỗi` / `loi` ("fault / error") is preserved wherever it appears — it's a legitimate subject word (e.g. `"Lỗi Ban hành Quy chế hoạt động của hội đồng tư vấn mua sắm tài sản"`), not a CMS marker. `null` for the pathological tail where the entire source title was just a bare doc-num token (e.g. `"1938/QĐ-UBND"`); other bibliographic columns still carry the citation handle. |
 | `doc_type` | string | Self-describing **ASCII snake_case slug** of the Vietnamese doc-type name (`quyet_dinh`, `nghi_dinh`, `thong_tu_lien_tich`, `chi_thi`, `van_ban_hop_nhat`, ...). Auto-derived from `legal_type` via `slugify_vi`; the compact short code (`QĐ`, `NĐ`, `TTLT`, ...) still appears in `so_hieu` itself (`43/2026/NĐ-CP`) and is recoverable via `SLUG_TO_CANONICAL_CODE`. |
 | `legal_type` | string | Canonical Vietnamese **full name** for the document type (`Luật`, `Nghị định`, `Thông tư`, `Quyết định`, `Nghị quyết`, `Chỉ thị`, …). Round-trips with `doc_type` via `slugify_vi`. |
 | `legal_area` | string | Legal area / subject domain (`Đất đai`, `Đường bộ`, `Lĩnh vực giá`, …). Defaults to `Chưa phân loại` when the source portal hasn't tagged the doc. |
-| `so_hieu` | string | Document number (e.g. `43/2026/NĐ-CP`). |
+| `so_hieu` | list&lt;string&gt; (nullable) | Document number(s) as a list of canonical short forms (e.g. `["43/2026/NĐ-CP"]`). A small minority of vbpl rows pack several identifiers into one source cell separated by Vietnamese ` và ` ("and") or `,`; those ship as multi-element lists (e.g. `["142/2009/QĐ-TTg", "49/2012/QĐ-TTg"]`). Source-side cruft is stripped: leading legal-type words (`"Nghị quyết số: 528/2018/UBTVQH14"` → `["528/2018/UBTVQH14"]`), trailing annotations (`"109/2005/QĐ-BCA (A11)"` → `["109/2005/QĐ-BCA"]`, `"49/2007/TTLT-BTC-BGD ngày 18/5/2007"` → `["49/2007/TTLT-BTC-BGD"]`), and the legitimate `"Không số"` ("no number") sentinel is preserved. `null` for rows with no usable number. |
 | `ngay_ban_hanh` | string | Issue date, ISO `YYYY-MM-DD`. |
 | `year` | int32 | Year extracted from `ngay_ban_hanh`. |
 | `co_quan_ban_hanh` | string | Issuing agency (e.g. `"Chính phủ"`, `"Bộ Tài chính"`, `"Hội đồng nhân dân tỉnh A"`). |
@@ -334,7 +333,7 @@ The parquet has three families of columns:
 
 | Field | Type | Description |
 |---|---|---|
-| `markdown` | string (nullable) | NFC-normalised, modern-orthography Vietnamese markdown (page-segmented with `## Page N` headings when parsed from a PDF). Gateway / Word / Next.js scaffolding is stripped: the `Document Content\\n\\nbody { font-family: ... }\\np { margin: ... }` API preamble (~50 % of bodies), Word `<!-- /* Font Definitions */ @font-face { ... } p.MsoNormal { ... } -->` stylesheet dumps, standalone CSS rule blocks gated by property / selector / structural CSS tells, Ant Design `:where(.css-...){ ... }@keyframes ...{ ... }` chains, orphan selector fragments, and malformed inline `<span lang="..." style="...">` tags. ~90 % of rows lose 1-200 KB of boilerplate; total corpus markdown shrunk by ~1.77 GB / 42 %. **Null** when (a) `body_source == "shell_html"` after the May-2026 live-API recovery (the source genuinely has no body for those legacy IDs) or (b) the title starts with the vbpl `"Lỗi "` editorial marker; bibliographic metadata (title, agency, so_hieu, ...) is still populated on NULL-markdown rows so consumers retain the citation handle. |
+| `markdown` | string (nullable) | NFC-normalised, modern-orthography Vietnamese markdown (page-segmented with `## Page N` headings when parsed from a PDF). Gateway / Word / Next.js scaffolding is stripped: the `Document Content\\n\\nbody { font-family: ... }\\np { margin: ... }` API preamble (~50 % of bodies), Word `<!-- /* Font Definitions */ @font-face { ... } p.MsoNormal { ... } -->` stylesheet dumps, standalone CSS rule blocks gated by property / selector / structural CSS tells, Ant Design `:where(.css-...){ ... }@keyframes ...{ ... }` chains, orphan selector fragments, and malformed inline `<span lang="..." style="...">` tags. ~90 % of rows lose 1-200 KB of boilerplate; total corpus markdown shrunk by ~1.77 GB / 42 %. **Null** when `body_source == "shell_html"` after the May-2026 live-API recovery (the source genuinely has no body for those legacy IDs); bibliographic metadata (title, agency, so_hieu, ...) is still populated on NULL-markdown rows so consumers retain the citation handle. |
 | `num_pages` | int32 | Page count from the parser (PDF/DOCX only). |
 | `num_sections` / `num_paragraphs` / `num_sentences` | int32 | Counts from the structure layer. |
 | `char_len` | int32 | Character length of `markdown` **after** the junk-strip pass (recomputed at export time so consumers can dedupe on the actual shipped body). |
@@ -378,22 +377,22 @@ Alongside the default `documents-*.parquet` shards (one row per
 document, with text + structure), the repo also carries the
 **embed** and **reduce** pipeline outputs as separate parquet
 bundles. Both join back to the `documents` table on the
-`doc_name` primary key.
+`doc_name` primary key. Only the **embeddable** rows
+(147,315 after dropping NULL-markdown
+docs) appear in these stages.
 
-### `embed-*.parquet` — 2048-D dense vectors
+### `embed-*.parquet` — dense vectors
 
 15 shards (~93 MB each, ~1.33 GB total, 10 000 rows per shard,
-deterministic `doc_name` ordering). One row per embeddable
-document (**147,317** rows after dropping the 11 505 NULL-markdown
-rows for which there is no body to embed). Schema mirrors the
-`anle.toaan.gov.vn` corpus's embed stage exactly so cross-corpus
-joins are straightforward:
+deterministic `doc_name` ordering). Schema mirrors the
+`anle.toaan.gov.vn` corpus's embed stage exactly so
+cross-corpus joins are straightforward:
 
 | Field | Type | Description |
 |---|---|---|
 | `doc_name` | string | Join key back to `documents-*.parquet`. |
 | `text_hash` | string | SHA-256 of the post-normalisation `markdown` (stable across re-runs). |
-| `embedding` | list&lt;float64&gt; | **2 048-D** dense vector from `nvidia/llama-nemotron-embed-1b-v2` (default; other models give other dims). |
+| `embedding` | list&lt;float64&gt; | **2048-D** dense vector from `nvidia/llama-nemotron-embed-1b-v2` (default; other models give other dims). |
 | `embedding_dim` | int64 | Length of `embedding` (denormalised for fast filtering, always `2048` in this release). |
 | `embedding_model_id` | string | Model slug as the embedder backend reports it. |
 | `embedding_text_hash` | string | SHA-256 of the exact text fed to the embedder (differs from `text_hash` when sliding-window chunking applies). |
@@ -402,12 +401,11 @@ joins are straightforward:
 
 ### `reduce-*.parquet` — 2-D projections + cluster ids
 
-15 shards (~0.5 MB each, ~7 MB total, 10 000 rows per shard).
-One row per embeddable document (**147,317** rows). PCA + t-SNE +
-UMAP run with `cfg.reducer.n_components=2` so the `*_z` columns
-that existed in the on-disk per-doc shards are dropped here.
-HDBSCAN cluster ids land in `[-1, 289]` on this corpus (`-1` is
-the noise bucket).
+15 shards (~0.5 MB each, ~7 MB total). PCA + t-SNE + UMAP run
+with `cfg.reducer.n_components=2` so the `*_z` columns that
+existed in the on-disk per-doc shards are dropped here.
+HDBSCAN cluster ids land in `[-1, N]` (`-1` is the noise
+bucket).
 
 | Field | Type | Description |
 |---|---|---|
@@ -453,8 +451,7 @@ embed  = load_dataset("tmquan/vbpl-vn",
                       split="train").to_pandas()
 joined = docs.merge(embed, on="doc_name", how="inner")
 # joined now has the title / so_hieu / markdown / ... columns
-# next to the 2048-d embedding vector for the 147 317 embeddable
-# documents.
+# next to the 2048-D embedding vector for every embeddable doc.
 ```
 
 ## Trực quan hoá embedding · Embedding visualization
@@ -481,10 +478,6 @@ Mỗi điểm là một văn bản pháp luật; toạ độ là vector embeddin
 
 ![UMAP colored by `year`](./embedding-year-umap.png)
 
-### UMAP colored by `cluster_id`
-
-![UMAP colored by `cluster_id`](./embedding-cluster-id-umap.png)
-
 ## Cách thu thập + chuẩn hoá · How the corpus was built
 
 The crawler is a six-stage pipeline (`harvest` → `detail` → `parse`
@@ -529,16 +522,15 @@ slice even though our cached SPA fetch came back empty in
 2026-04). The remaining ~11.5K are genuinely bodyless on the
 official vbpl source (legacy / cancelled documents the publisher
 no longer carries a full text for) and ship in this dataset with
-`markdown=null`; the same `null` treatment applies to a handful of
-records whose title begins with vbpl's `"Lỗi "` editorial marker.
-Bibliographic metadata (title, agency, document number, issue
-date, ...) is still populated on those rows so consumers retain
-the citation handle even when no body is available. Per-doc
+`markdown=null`. Bibliographic metadata (title, agency, document
+number, issue date, ...) is still populated on those rows so
+consumers retain the citation handle even when no body is
+available. Per-doc
 embedding parquets for the NULL-markdown rows are dropped from
 the embedding corpus entirely so the reducer fits on the
-embeddable rows only (147,314-row corpus).
+embeddable rows only (147,315-row corpus).
 
-Captured: `2026-05-20T09:59:13.290327+00:00`.
+Captured: `2026-05-21T09:15:08.769977+00:00`.
 
 ## Nguồn · Source
 

documents-00000-of-00032.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7b4dc0a4ff5ae92a74af89890d0f849aaa6fd31e02c7c29ced1a1d3e8bcf12c6
-size 70263727
+oid sha256:4767c4e1062f917dc852cbfde74e8a3b5f4e52f036965b0d76d856e9f1ab699f
+size 47607779

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