Datasets:
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
1M - 10M
Tags:
conversational
code
software-engineering
troubleshooting
technical-discussions
developer-discussions
License:
Release v0.11.2: unified plain community data
Browse filesMerge Stack Exchange, GitHub, and GitLab records into a plain thread/post dataset with row-level source and license provenance.
- README.md +51 -33
- data/posts/train.parquet +2 -2
- data/threads/train.parquet +2 -2
- manifest.json +330 -72
README.md
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---
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data_files:
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- split: train
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path: data/threads/train.parquet
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- config_name: posts
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data_files:
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- split: train
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path: data/posts/train.parquet
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tags:
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- community-qa
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- software-engineering
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- github
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- gitlab
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- ai
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---
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# Community
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```python
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from
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```
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##
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- **`posts`**: one row per source post or reply. Join `posts.thread_uid` to `threads.thread_uid`; `parent_post_id` preserves reply relationships. Rows include the post body, role, timestamps, source URLs, author attribution, and license information.
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The
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---
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pretty_name: Community Data
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license: other
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---
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# Community Data
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An ordinary, source-attributed collection of public community threads and posts from Stack Exchange, GitHub, and GitLab. The tables contain the original thread and post text with source IDs, links, timestamps, authors where available, and row-level license information.
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Release: **v0.11.2**
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Rows: **489,208 threads** and **1,671,299 posts**.
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## Included sources
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- `github`: 469,944 threads; 1,620,060 posts
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- `gitlab`: 1,743 threads; 1,489 posts
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- `stackexchange`: 17,521 threads; 49,750 posts
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The source mix spans Stack Exchange questions and answers across 48 communities, GitHub issues, pull requests and discussions, and GitLab issues and merge requests. The `repository` column contains a repository path for GitHub/GitLab and the community hostname for Stack Exchange.
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## Files
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- `data/threads/train.parquet`: one canonical row per source thread.
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- `data/posts/train.parquet`: one row per question, answer, issue body, comment, or discussion post retained from a source thread.
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- `manifest.json`: exact row counts, file hashes, source counts, input snapshots, deduplication rules, and publication exclusions.
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This is a plain text dataset. It contains no retrieval chunks, embeddings, or task-specific ranking/preference labels.
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## Load the tables
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```python
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from huggingface_hub import hf_hub_download
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import pyarrow.parquet as pq
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threads_path = hf_hub_download(
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repo_id="aluha501/community-data",
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repo_type="dataset",
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filename="data/threads/train.parquet",
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)
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threads = pq.read_table(threads_path).to_pandas()
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posts_path = hf_hub_download(
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repo_id="aluha501/community-data",
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repo_type="dataset",
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filename="data/posts/train.parquet",
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)
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posts = pq.read_table(posts_path).to_pandas()
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```
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## Schema
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### Threads
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`thread_uid` is the stable dataset-wide ID. `source_thread_uid` and `thread_id` retain the source ID; `source_platform`, `source_instance`, `source_kind`, and `repository` identify where it came from. `title`, `body`, and `tags` contain the source text and tags. `source_url`, `author_name`, `author_url`, `created_at`, and `updated_at` retain source metadata. `license` and `license_evidence_url` describe the applicable source contribution license. `provenance_status`, `content_hash`, `source_snapshot_at`, and `source_version` record provenance and snapshot details.
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### Posts
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`post_uid` is the stable dataset-wide ID and `source_post_uid` is the source-side ID. `thread_uid` joins a post to its thread; `parent_post_id` identifies its parent where the source provides one. `post_role` distinguishes questions, answers, issues, pull requests, discussions, comments, and other source roles. `body`, timestamps, author and URL fields retain post-level data; `thread_source_url` provides the source thread link when a source does not expose a direct link for an individual post. `accepted` is populated where a source has an accepted-answer signal; it is null where that concept does not apply. `reaction_count` contains the source score or reaction count when available. `license` and `license_evidence_url` are per-post.
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## Attribution and licenses
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This is a mixed-source dataset, so **there is no single license for the whole collection**. Each text row carries its source `license`, source URL, author attribution when available, and `license_evidence_url`. Follow the license on every row you use and preserve its attribution requirements. Stack Exchange licenses are taken from the API's per-post `content_license` field; the corresponding post timeline is linked for license evidence. GitHub and GitLab rows retain the repository-level license and evidence recorded during collection.
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## Scope and exclusions
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The corpus merges exact source IDs across the available Stack Exchange API snapshots and normalized GitHub/GitLab snapshots. Posts without text are omitted; a thread whose source item has a title but no body remains available in the threads table. Exact duplicates are resolved using the latest source update timestamp, with later snapshots breaking timestamp ties. Near-duplicate text is not removed. The included data is a snapshot, not a live feed.
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The v0.2.0 Stack Exchange baseline is represented where the later API snapshots retained verifiable source metadata: 3,267/3,409 question IDs and 8,344/8,677 answer IDs. The remaining 142 questions and 333 answers are omitted because 139 question threads lack verifiable API attribution and 3 threads are held by the safety filter.
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The Discourse pilot is not included because its current records are metadata-only and text redistribution permission was not verified. Rows without an eligible source license/attribution or rows held by the existing safety filter are excluded; the counts are in `manifest.json`.
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data/posts/train.parquet
CHANGED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:fb958568de3aa656482bcadb558e9958c81189f4d97885a31ae7f9446d366a4d
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size 749265897
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data/threads/train.parquet
CHANGED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:b5ca54eb433974c9585c52c984a3ca90fc90720ca6c86b5fa1fbe083ab704e38
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size 388851113
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manifest.json
CHANGED
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{
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"artifact_type": "community_qa_lab_plain_thread_post_corpus",
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"created_at_utc": "2026-09-
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"
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"deduplication": {
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"near_duplicate_removal": false,
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"post_key": "source_platform + repository + post_uid (fallback post_id)",
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"thread_key": "source_platform + repository + thread_uid (fallback thread_id)",
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"winner": "latest updated_at; later normalized snapshot breaks timestamp ties"
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},
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"description": "
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"dropped_rows": {
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},
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"eligible_rows_before_dedup": {
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"posts:github:github_discussion":
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"posts:github:github_issue":
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"posts:github:github_pull_request":
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"posts:gitlab:gitlab_issue":
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"posts:gitlab:gitlab_merge_request":
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"threads:
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},
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"files": {
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"posts": {
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"path": "data/posts/train.parquet",
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"rows":
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"sha256": "
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},
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"threads": {
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"path": "data/threads/train.parquet",
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"rows":
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"sha256": "
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}
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},
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"input_counts": {
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"post_rows":
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"thread_rows":
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},
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"input_snapshots": [
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{
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"manifest_sha256": "e4d66baf70713764675eb8dba4ef5e2550129302e8216cd4110a50134e620a1d",
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-
"output_version": "v0.7.0-multisource-experimental",
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"posts": 24645,
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"snapshot": "v0.9.0-github-modern-ai",
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"threads": 6203
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},
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-
{
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-
"manifest_sha256": "48eac9ab6a5ffacec1fd5813c0fbdbceb885a8e0a4c9938773e916087b6cb4d6",
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-
"output_version": "v0.7.0-multisource-experimental",
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-
"posts": 107090,
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-
"snapshot": "v0.9.4-github-modern-ai",
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"threads": 30450
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-
},
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-
{
|
| 61 |
-
"manifest_sha256": "bb5775b7e7cda11c426d9f67ab5582c6904290f9e9e236bbd92d574e559af852",
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-
"output_version": "v0.7.0-multisource-experimental",
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-
"posts": 63564,
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-
"snapshot": "v0.9.5-harmonized-modern-ai",
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-
"threads": 16042
|
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-
},
|
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-
{
|
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-
"manifest_sha256": "e09d63b9e5c0c902485e057a2f389faa1f103f8493e86e96c087e122233d10bb",
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-
"output_version": "v0.9.9-github-expansion-experimental",
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-
"posts": 90206,
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"snapshot": "v0.9.9-github-expansion",
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-
"threads": 21887
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-
},
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-
{
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| 75 |
-
"manifest_sha256": "b8202ebb686d4a461fcd50ea6fdfa410f399bf0c6e55643b1aa3c0bcc29448ef",
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-
"output_version": "v0.9.9-gitlab-expansion-experimental",
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-
"posts": 1800,
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-
"snapshot": "v0.9.9-gitlab-expansion",
|
| 79 |
-
"threads": 1800
|
| 80 |
-
},
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{
|
| 82 |
"manifest_sha256": "70c4aa5e85445210dd28c005ae827ec91045c3c708cd8fc5e5ce89c1ec4e1d2d",
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"output_version": "v0.10.0-github-expansion-experimental",
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"posts": 146195,
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"snapshot": "v0.11.0-ai-expansion-wave-12",
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"threads": 40611
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}
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],
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"rows": {
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"posts":
|
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"threads":
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},
|
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"safety_and_provenance": {
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"included": "safety_status=pass and provenance_status=redistributable_with_attribution",
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"posts_require_included_parent_thread": true
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},
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"schema_version": 1,
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-
"
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"BSD-3-Clause": 20321,
|
| 384 |
+
"CC BY-SA 3.0": 1010,
|
| 385 |
+
"CC BY-SA 4.0": 16511,
|
| 386 |
+
"MIT": 179974,
|
| 387 |
+
"Matplotlib": 12
|
| 388 |
+
},
|
| 389 |
+
"threads_by_platform": {
|
| 390 |
+
"github": 469944,
|
| 391 |
+
"gitlab": 1743,
|
| 392 |
+
"stackexchange": 17521
|
| 393 |
+
},
|
| 394 |
+
"threads_by_source_kind": {
|
| 395 |
+
"github_discussion": 66766,
|
| 396 |
+
"github_issue": 398602,
|
| 397 |
+
"github_pull_request": 4576,
|
| 398 |
+
"gitlab_issue": 1149,
|
| 399 |
+
"gitlab_merge_request": 594,
|
| 400 |
+
"stackexchange_question": 17521
|
| 401 |
+
}
|
| 402 |
+
},
|
| 403 |
+
"remote_writes": false,
|
| 404 |
"rows": {
|
| 405 |
+
"posts": 1671299,
|
| 406 |
+
"threads": 489208
|
| 407 |
},
|
| 408 |
"safety_and_provenance": {
|
| 409 |
"included": "safety_status=pass and provenance_status=redistributable_with_attribution",
|
| 410 |
"posts_require_included_parent_thread": true
|
| 411 |
},
|
| 412 |
"schema_version": 1,
|
| 413 |
+
"scope": {
|
| 414 |
+
"data_shape": "ordinary threads and posts",
|
| 415 |
+
"embeddings": false,
|
| 416 |
+
"near_duplicate_removal": false,
|
| 417 |
+
"retrieval_chunks": false,
|
| 418 |
+
"task_specific_views": false
|
| 419 |
+
},
|
| 420 |
"source_counts": {
|
| 421 |
+
"posts:github:github_discussion": 241759,
|
| 422 |
+
"posts:github:github_issue": 1428710,
|
| 423 |
+
"posts:github:github_pull_request": 14993,
|
| 424 |
+
"posts:gitlab:gitlab_issue": 1440,
|
| 425 |
+
"posts:gitlab:gitlab_merge_request": 750,
|
| 426 |
+
"posts:stackexchange:stackexchange_answer": 38433,
|
| 427 |
+
"posts:stackexchange:stackexchange_question": 20079,
|
| 428 |
+
"threads:github:github_discussion": 72319,
|
| 429 |
+
"threads:github:github_issue": 407910,
|
| 430 |
+
"threads:github:github_pull_request": 5483,
|
| 431 |
+
"threads:gitlab:gitlab_issue": 1440,
|
| 432 |
+
"threads:gitlab:gitlab_merge_request": 750,
|
| 433 |
+
"threads:stackexchange:stackexchange_question": 20079
|
| 434 |
+
},
|
| 435 |
+
"source_license_policy": {
|
| 436 |
+
"collection_license": "mixed; no single license applies to the complete dataset",
|
| 437 |
+
"redistribution_gate": "source license/attribution must be present and provenance_status must be redistributable_with_attribution",
|
| 438 |
+
"row_level_fields": [
|
| 439 |
+
"license",
|
| 440 |
+
"license_evidence_url",
|
| 441 |
+
"source_url",
|
| 442 |
+
"author_name",
|
| 443 |
+
"author_url"
|
| 444 |
+
],
|
| 445 |
+
"stackexchange_license_source": "API per-post content_license field; post timeline evidence URL retained"
|
| 446 |
+
},
|
| 447 |
+
"source_reconstruction_exclusions": {
|
| 448 |
+
"stackexchange-v0.4.0": {
|
| 449 |
+
"missing_question_attribution": 175
|
| 450 |
+
},
|
| 451 |
+
"stackexchange-v0.5.0": {
|
| 452 |
+
"missing_question_attribution": 50
|
| 453 |
+
},
|
| 454 |
+
"stackexchange-v0.6.0-expanded": {
|
| 455 |
+
"missing_question_attribution": 523
|
| 456 |
+
},
|
| 457 |
+
"stackexchange-v0.7.0-stackexchange-expansion": {
|
| 458 |
+
"missing_question_attribution": 161
|
| 459 |
+
}
|
| 460 |
},
|
| 461 |
"splits": {
|
| 462 |
"posts": "train only",
|
| 463 |
"threads": "train only"
|
| 464 |
},
|
| 465 |
+
"status": "ready_to_publish"
|
| 466 |
}
|