Datasets:
Add with_metadata config and source provenance
Browse filesPreserve original annotations and configs; include complete source records, candidate audits and review documentation.
- README.md +28 -0
- metadata/README.md +134 -0
- metadata/audit/join-candidates.parquet +3 -0
- metadata/audit/upstream-records.parquet +3 -0
- metadata/columns.md +56 -0
- metadata/coverage.json +730 -0
- metadata/source-manifest.json +948 -0
- metadata/validation.json +37 -0
- with_metadata/train-00000-of-00001.parquet +3 -0
README.md
CHANGED
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@@ -2613,6 +2613,10 @@ configs:
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data_files:
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- split: train
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path: zsm_Latn/train-*
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tags:
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- argilla
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- data-is-better-together
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df = pl.read_parquet('hf://datasets/davanstrien/fineweb-c-exported-data-test/arb_Arab/train-00000-of-00001.parquet')
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```
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## Data Fields
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The dataset contains the following columns:
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data_files:
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- split: train
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path: zsm_Latn/train-*
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- config_name: with_metadata
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data_files:
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- split: train
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path: with_metadata/train-00000-of-00001.parquet
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tags:
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- argilla
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- data-is-better-together
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df = pl.read_parquet('hf://datasets/davanstrien/fineweb-c-exported-data-test/arb_Arab/train-00000-of-00001.parquet')
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```
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### Annotations with source metadata
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The `with_metadata` config contains the same 45,160 annotation rows as `default`,
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with 58 columns including source URLs, language scores, duplicate-cluster sizes,
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complete selected-source records and versioned join provenance. All eight original
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annotation columns are preserved. Existing default and language configs keep their current data.
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```python
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from datasets import load_dataset
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dataset = load_dataset(
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"data-is-better-together/fineweb-c", name="with_metadata", split="train"
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)
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```
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Source metadata is recovered for 43,086 rows (95.4%); 2,073 unmatched rows and one
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ambiguous row are retained with null selected-source fields. Most links refer to
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pinned historical sample datasets. Full-FineWeb2 membership was separately checked
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only for Kinyarwanda and Tatar. Labels continue to describe the original `text`,
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including when a later source version differs.
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See [metadata documentation](metadata/README.md) for join rules, every added column,
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coverage by language, pinned sources and downloadable candidate audit tables.
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## Data Fields
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The dataset contains the following columns:
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metadata/README.md
ADDED
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# Source metadata for FineWeb-C
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The `with_metadata` config extends all **45,160 rows / 91 language-script codes**
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from FineWeb-C revision `8788dcff56780634730ca950a7897572034dbc93` with source
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records and versioned join provenance. It has **58 columns**, preserving all eight
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original annotation columns, including exact annotated text and individual votes.
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The original `default` and per-language configurations retain their existing data.
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```python
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from datasets import load_dataset
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dataset = load_dataset(
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"data-is-better-together/fineweb-c", "with_metadata", split="train"
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)
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```
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The config has one `train` split matching the annotation export. It does not supply
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an independent model-evaluation split. No new human or generated labels are added.
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## Coverage and joins
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| Join status | Annotation rows |
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|---|---:|
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| matched | 43,086 |
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| unmatched | 2,073 |
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| ambiguous | 1 |
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Metadata is recovered for **95.4%** of rows. Unmatched and ambiguous annotations
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remain in the config, with null selected-source fields. Inspect `join_status`
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before using those fields. [Coverage by language](coverage.json) preserves the
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denominator, unmatched/ambiguous counts and separately linked full-corpus rows.
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The annotation `id` is distinct from the upstream WARC `source_id`. Matching uses
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the original annotation text and explicitly pinned source snapshots. Evidence is
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ranked in this order:
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1. Exact raw-text equality.
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2. Equality after normalizing typographic quotes: `‘’` to the straight apostrophe,
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and `“”„` to the straight double quote.
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3. Previously verified source-ID links whose later text differs beyond that
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normalization.
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`matched` means the strongest available evidence identifies one source ID. If
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multiple source IDs tie at that level, the annotation is `ambiguous`, and no source
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record is silently selected. `source_candidate_count` counts distinct candidate
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IDs; `best_candidate_count` counts those at the strongest evidence level.
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For the same source ID and evidence level, record selection prefers the original
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sample, then the later sample, then the previously verified full-corpus record.
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The `metadata_*` locator fields identify the selected dataset, commit, file and
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zero-based physical row. `join_method`, text hashes and raw/quote-equality flags
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make the evidence inspectable. These rules recover source provenance; they do not
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validate an educational label or establish that every later text version inherits it.
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## Historical samples and full-FineWeb2 membership
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The main sources are pinned versions of
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[fineweb2-sample](https://huggingface.co/datasets/data-is-better-together/fineweb2-sample)
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and [fineweb2-2k-samples](https://huggingface.co/datasets/data-is-better-together/fineweb2-2k-samples).
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The recovery searched every available language file for this annotation export in
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those snapshots. The records are versioned historical evidence.
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`source_*` contains the selected metadata record. `fineweb2_*` contains a **separate
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full-corpus check**, performed only for **Kinyarwanda and Tatar** at the revision
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recorded in each row. Source recovery for other languages does not establish their
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membership in that full-corpus release.
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| `fineweb2_status` | Annotation rows | Meaning |
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|---|---:|---|
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| retained | 1,417 | Linked to a retained row in the checked full-corpus snapshot |
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| removed | 992 | Linked to a removed row in that snapshot |
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| unresolved | 60 | No link found under the checked language partitions and matching rules |
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| not_checked | 42,691 | No full-corpus membership check performed |
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There are complete separately verified full-corpus records for **2,409** annotations.
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`unresolved` does not prove absence from every corpus version; `not_checked` does
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not mean removed. A false `fineweb2_quote_matches_annotation` flags a known source
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record whose current text differs beyond the declared normalization. Human labels
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continue to refer to the original `text`, while `source_text` and `fineweb2_text`
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preserve the other versions for review.
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## Columns and complete upstream records
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[Column reference](columns.md) documents all 50 additions and their types.
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The selected-source and separately verified full-corpus records preserve the native
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field union: `text`, `id`, `dump`, `url`, `date`, `file_path`, `language`,
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`language_score`, `language_script`, `minhash_cluster_size`, `top_langs`,
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`filter_reason`, `wordlist_ratio`. The mappings are in [source-manifest.json](source-manifest.json).
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`source_available_columns` and `fineweb2_available_columns` distinguish fields absent
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from a source schema from fields that were present with null values. Removed-record
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metadata remains available where upstream supplied it. A filter reason is an upstream
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filter outcome, not a new human judgment or proof that the filtering decision was correct.
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`source_domain` uses tldextract 5.3.0's bundled public suffix list, excluding private
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suffix entries. Historical `source_top_langs` and separately checked `fineweb2_top_langs`
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are kept distinct; all 1,417 checked retained rows had empty current `top_langs`.
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Historical features must not be assumed available in every later corpus version.
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The original `problematic_content_label_agreement` concerns problematic-content
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votes, not educational-score consensus. Join diagnostics and annotation-derived
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fields are not automatically appropriate predictive features.
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## Candidate audit files
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These downloadable Parquets support review of the chosen records. They are audit
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tables, with multiple records per annotation where appropriate, rather than extra
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training splits or additional named configs:
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- [join-candidates.parquet](audit/join-candidates.parquet): candidate links and match diagnostics.
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- [upstream-records.parquet](audit/upstream-records.parquet): **46,254 complete
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candidate source records**, preserving native upstream column names, including
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original `id` and `text`. Use `annotation_id` to link back to FineWeb-C. Dataset,
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commit, path and physical row identify each source; `upstream_available_columns`
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records its original schema. Ambiguous candidates are retained.
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## Provenance and validation
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[source-manifest.json](source-manifest.json) records the 101 source files referenced
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by the established candidate links, with pinned commits and SHA-256 hashes. It
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describes the complete-record extraction inputs; the broader sample-recovery search
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also examined files that produced no selected links.
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Before preparing this config, every source hash and native field value was verified
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against the corresponding upstream record. Full-record extraction discovered each
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file's schema rather than selecting a fixed whitelist of native columns.
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For this addition, [validation.json](validation.json) records an independent
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bidirectional comparison of all eight original columns against the pinned upstream
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`default` Parquet, unique IDs, row/language counts, join statuses and output hashes.
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All three proposed Parquets are byte-identical to the previously verified enriched
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data and candidate records. Existing config definitions and existing card content
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are preserved. The source snapshot and intended review scope should be checked again
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before merging or refreshing annotations.
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metadata/audit/join-candidates.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:3db7f9d456893dafe3868d662c54abacc1197dfcd667a02ff2986774cb606ce3
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size 7614646
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metadata/audit/upstream-records.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:1fdd5dcb42d0ada8de8bbb8edf20e7cd7694fabfba5d5cf0827a27f58863fad1
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size 70117005
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metadata/columns.md
ADDED
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# Added columns
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All eight original annotation columns retain their original values. The following 50 columns make up the enriched config's 58-column schema.
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| Column | DuckDB type | Meaning |
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|---|---|---|
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| `join_status` | `VARCHAR` | matched, ambiguous or unmatched; selected-source fields are null unless matched |
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| `source_candidate_count` | `BIGINT` | Number of distinct candidate source IDs |
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| 9 |
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| `best_candidate_count` | `BIGINT` | Number of source IDs tied at the strongest evidence level |
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| `join_method` | `VARCHAR` | Evidence used to select the metadata source; see join rules |
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| `source_id` | `VARCHAR` | Native `id` from the selected source |
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| `source_url` | `VARCHAR` | Native `url` from the selected source |
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| `source_domain` | `VARCHAR` | Registrable domain extracted with tldextract 5.3.0's bundled public suffix list; private suffix entries excluded |
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| 14 |
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| `source_dump` | `VARCHAR` | Native `dump` from the selected source |
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| 15 |
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| `source_date` | `VARCHAR` | Native `date` from the selected source |
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| 16 |
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| `source_warc_path` | `VARCHAR` | Native `file_path` from the selected source |
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| 17 |
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| `source_language` | `VARCHAR` | Native `language` from the selected source |
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| 18 |
+
| `source_language_script` | `VARCHAR` | Native `language_script` from the selected source |
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| 19 |
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| `source_language_score` | `DOUBLE` | Native `language_score` from the selected source |
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| 20 |
+
| `source_minhash_cluster_size` | `BIGINT` | Native `minhash_cluster_size` from the selected source |
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| 21 |
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| `source_top_langs` | `VARCHAR` | Native `top_langs` from the selected source |
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| `metadata_dataset` | `VARCHAR` | Dataset holding the selected source row |
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| `metadata_revision` | `VARCHAR` | Pinned commit of the selected source dataset |
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| `metadata_parquet_path` | `VARCHAR` | Parquet path in that source dataset |
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| `metadata_row_number` | `BIGINT` | Zero-based physical row number in that Parquet file |
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| `metadata_parquet_url` | `VARCHAR` | Version-pinned URL for that source Parquet |
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| `annotation_text_sha256` | `VARCHAR` | SHA-256 of the exact original annotation text |
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| `annotation_revision` | `VARCHAR` | FineWeb-C annotation snapshot commit |
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| `metadata_text_sha256` | `VARCHAR` | SHA-256 of the selected source text |
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| `metadata_text_matches_annotation` | `BOOLEAN` | Exact raw-text equality with original annotation text |
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+
| `metadata_quote_matches_annotation` | `BOOLEAN` | Equality after the limited typographic-quote normalization below |
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| `fineweb2_status` | `VARCHAR` | retained, removed, unresolved or not_checked at the pinned full-corpus revision; see scope below |
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| `fineweb2_source_id` | `VARCHAR` | Native `id` from the separately verified full-FineWeb2 record |
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| 34 |
+
| `fineweb2_revision` | `VARCHAR` | Pinned full-FineWeb2 commit used for the separate membership check |
|
| 35 |
+
| `fineweb2_parquet_path` | `VARCHAR` | Parquet path of the separately verified full-corpus row |
|
| 36 |
+
| `fineweb2_row_number` | `BIGINT` | Zero-based physical row number of that full-corpus row |
|
| 37 |
+
| `fineweb2_text_sha256` | `VARCHAR` | SHA-256 of the full-corpus text |
|
| 38 |
+
| `fineweb2_text_matches_annotation` | `BOOLEAN` | Exact equality of full-corpus and annotation texts |
|
| 39 |
+
| `fineweb2_quote_matches_annotation` | `BOOLEAN` | Equality after limited quote normalization; false can indicate a changed text version |
|
| 40 |
+
| `fineweb2_top_langs` | `VARCHAR` | Native `top_langs` from the separately verified full-FineWeb2 record |
|
| 41 |
+
| `source_text` | `VARCHAR` | Native `text` from the selected source |
|
| 42 |
+
| `source_filter_reason` | `VARCHAR` | Native `filter_reason` from the selected source |
|
| 43 |
+
| `source_wordlist_ratio` | `BIGINT` | Native `wordlist_ratio` from the selected source |
|
| 44 |
+
| `fineweb2_text` | `VARCHAR` | Native `text` from the separately verified full-FineWeb2 record |
|
| 45 |
+
| `fineweb2_dump` | `VARCHAR` | Native `dump` from the separately verified full-FineWeb2 record |
|
| 46 |
+
| `fineweb2_url` | `VARCHAR` | Native `url` from the separately verified full-FineWeb2 record |
|
| 47 |
+
| `fineweb2_date` | `VARCHAR` | Native `date` from the separately verified full-FineWeb2 record |
|
| 48 |
+
| `fineweb2_file_path` | `VARCHAR` | Native `file_path` from the separately verified full-FineWeb2 record |
|
| 49 |
+
| `fineweb2_language` | `VARCHAR` | Native `language` from the separately verified full-FineWeb2 record |
|
| 50 |
+
| `fineweb2_language_score` | `DOUBLE` | Native `language_score` from the separately verified full-FineWeb2 record |
|
| 51 |
+
| `fineweb2_language_script` | `VARCHAR` | Native `language_script` from the separately verified full-FineWeb2 record |
|
| 52 |
+
| `fineweb2_minhash_cluster_size` | `BIGINT` | Native `minhash_cluster_size` from the separately verified full-FineWeb2 record |
|
| 53 |
+
| `fineweb2_filter_reason` | `VARCHAR` | Native `filter_reason` from the separately verified full-FineWeb2 record |
|
| 54 |
+
| `fineweb2_wordlist_ratio` | `BIGINT` | Native `wordlist_ratio` from the separately verified full-FineWeb2 record |
|
| 55 |
+
| `source_available_columns` | `VARCHAR[]` | Native field names present in the selected source's schema |
|
| 56 |
+
| `fineweb2_available_columns` | `VARCHAR[]` | Native field names present in the separately verified full-corpus schema |
|
metadata/coverage.json
ADDED
|
@@ -0,0 +1,730 @@
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|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
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|
|
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|
|
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|
|
|
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|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"language_code": "aeb_Arab",
|
| 4 |
+
"documents": 529,
|
| 5 |
+
"matched": 529,
|
| 6 |
+
"ambiguous": 0,
|
| 7 |
+
"unmatched": 0,
|
| 8 |
+
"full_corpus_linked": 0
|
| 9 |
+
},
|
| 10 |
+
{
|
| 11 |
+
"language_code": "apc_Arab",
|
| 12 |
+
"documents": 250,
|
| 13 |
+
"matched": 250,
|
| 14 |
+
"ambiguous": 0,
|
| 15 |
+
"unmatched": 0,
|
| 16 |
+
"full_corpus_linked": 0
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"language_code": "arb_Arab",
|
| 20 |
+
"documents": 2000,
|
| 21 |
+
"matched": 1000,
|
| 22 |
+
"ambiguous": 0,
|
| 23 |
+
"unmatched": 1000,
|
| 24 |
+
"full_corpus_linked": 0
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"language_code": "ars_Arab",
|
| 28 |
+
"documents": 1000,
|
| 29 |
+
"matched": 1000,
|
| 30 |
+
"ambiguous": 0,
|
| 31 |
+
"unmatched": 0,
|
| 32 |
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metadata/source-manifest.json
ADDED
|
@@ -0,0 +1,948 @@
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| 1 |
+
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| 2 |
+
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| 3 |
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"repo": "HuggingFaceFW/fineweb-2",
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|
| 11 |
+
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|
| 12 |
+
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|
| 13 |
+
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|
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"repo": "HuggingFaceFW/fineweb-2",
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| 16 |
+
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| 17 |
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"path": "data/kin_Latn_removed/train/000_00000.parquet",
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| 19 |
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| 20 |
+
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|
| 21 |
+
"partition": "removed"
|
| 22 |
+
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|
| 23 |
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{
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| 24 |
+
"repo": "HuggingFaceFW/fineweb-2",
|
| 25 |
+
"revision": "af9c13333eb981300149d5ca60a8e9d659b276b9",
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| 26 |
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| 29 |
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|
| 30 |
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|
| 31 |
+
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|
| 32 |
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{
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| 33 |
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"repo": "HuggingFaceFW/fineweb-2",
|
| 34 |
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"revision": "af9c13333eb981300149d5ca60a8e9d659b276b9",
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 50 |
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| 51 |
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|
| 52 |
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| 70 |
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| 76 |
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| 79 |
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| 85 |
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|
| 88 |
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| 89 |
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| 94 |
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| 97 |
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|
| 916 |
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|
| 917 |
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|
| 918 |
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|
| 919 |
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|
| 920 |
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|
| 921 |
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|
| 922 |
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|
| 923 |
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|
| 924 |
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|
| 925 |
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|
| 926 |
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|
| 927 |
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|
| 928 |
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|
| 929 |
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|
| 930 |
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|
| 931 |
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},
|
| 932 |
+
"fineweb2": {
|
| 933 |
+
"text": "fineweb2_text",
|
| 934 |
+
"id": "fineweb2_source_id",
|
| 935 |
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|
| 936 |
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"url": "fineweb2_url",
|
| 937 |
+
"date": "fineweb2_date",
|
| 938 |
+
"file_path": "fineweb2_file_path",
|
| 939 |
+
"language": "fineweb2_language",
|
| 940 |
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"language_score": "fineweb2_language_score",
|
| 941 |
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"language_script": "fineweb2_language_script",
|
| 942 |
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"minhash_cluster_size": "fineweb2_minhash_cluster_size",
|
| 943 |
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"top_langs": "fineweb2_top_langs",
|
| 944 |
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"filter_reason": "fineweb2_filter_reason",
|
| 945 |
+
"wordlist_ratio": "fineweb2_wordlist_ratio"
|
| 946 |
+
}
|
| 947 |
+
}
|
| 948 |
+
}
|
metadata/validation.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
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|
| 3 |
+
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|
| 4 |
+
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|
| 5 |
+
"language_codes": 91,
|
| 6 |
+
"original_columns_preserved": [
|
| 7 |
+
"id",
|
| 8 |
+
"text",
|
| 9 |
+
"educational_value_labels",
|
| 10 |
+
"annotator_ids",
|
| 11 |
+
"problematic_content_label_present",
|
| 12 |
+
"problematic_content_label_agreement",
|
| 13 |
+
"language_names",
|
| 14 |
+
"language_code"
|
| 15 |
+
],
|
| 16 |
+
"original_values_equal_in_both_directions": true,
|
| 17 |
+
"columns": 58,
|
| 18 |
+
"join_status_counts": {
|
| 19 |
+
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|
| 20 |
+
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|
| 21 |
+
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|
| 22 |
+
},
|
| 23 |
+
"fineweb2_status_counts": {
|
| 24 |
+
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|
| 25 |
+
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|
| 26 |
+
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|
| 27 |
+
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|
| 28 |
+
},
|
| 29 |
+
"upstream_candidate_records": 46254,
|
| 30 |
+
"existing_configs_preserved": 93,
|
| 31 |
+
"existing_card_metadata_and_body_preserved": true,
|
| 32 |
+
"copied_parquet_hashes": {
|
| 33 |
+
"with_metadata/train-00000-of-00001.parquet": "eecc171e600c313d4f5cccd81ffa67279239592ff42be6677cd1bf21488c066c",
|
| 34 |
+
"metadata/audit/join-candidates.parquet": "3db7f9d456893dafe3868d662c54abacc1197dfcd667a02ff2986774cb606ce3",
|
| 35 |
+
"metadata/audit/upstream-records.parquet": "1fdd5dcb42d0ada8de8bbb8edf20e7cd7694fabfba5d5cf0827a27f58863fad1"
|
| 36 |
+
}
|
| 37 |
+
}
|
with_metadata/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eecc171e600c313d4f5cccd81ffa67279239592ff42be6677cd1bf21488c066c
|
| 3 |
+
size 170171067
|