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# Dataset migration notice
## The canonical Dataset has moved
Please migrate new integrations from this Bucket to the direct-V2 Hugging Face
Dataset:
**[scholarweave/Jobs-Dataset-v2](https://huggingface.co/datasets/scholarweave/Jobs-Dataset-v2)**
The new repository is the canonical source for current and future Dataset
publishes. This Bucket is retained as legacy migration history and should not
be used as the source for new production integrations.
## What changes
The direct-V2 Dataset provides:
- A materialized current-active view, so consumers no longer need to replay
historical events to obtain open jobs.
- Immutable dated `changes/` files for additions and material updates.
- Immutable dated `closed/` files for detected closures.
- Separate `minimal` and `full` variants, plus published company snapshots
where available.
- A versioned `data/manifests/current.json` that selects the exact active
shards for a Dataset revision.
## Migration guidance
1. Point your client at `scholarweave/Jobs-Dataset-v2`.
2. Read `data/manifests/current.json` at a pinned revision and download only
the active shard paths it lists.
3. For incremental processing, consume dated `data/changes/` files and then
the corresponding `data/closed/` files. Upsert changes by `posting_id` and
remove matching active rows for closures.
4. Use the `minimal` active shards for search and analytics. Use `full` files
only when raw or normalized payload data is required.
See the Dataset repository README for the complete layout, schemas, and
download examples. Pin a Hugging Face commit SHA when reproducibility matters.
Existing Bucket objects remain useful for historical migration and lineage,
but they do not define the current active-job view.

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