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GitHub user ADD-SP: active in Kong/kong (🦍 The Cloud-Native API Gateway and AI Gateway.), Kong/lua-kong-nginx-module, Kong/lua-resty-events (Inter process Pub/Sub pattern for Nginx worker processes) Event window: June 03 - 07, 2024.
{"actor_login": "ADD-SP", "num_repos": 3, "top_repos": ["Kong/kong", "Kong/lua-kong-nginx-module", "Kong/lua-resty-events"], "time_unit": "hours"}
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[ 0, 0.8813888888888889, 5.279722222222222, 0.3863888888888889, 0.5030555555555556, 16.15138888888889, 0.042222222222222223, 0.3138888888888889, 0.010833333333333334, 0.013888888888888888, 0.6158333333333333, 0.018333333333333333, 0.0002777777777777778, 0, 0.6538888888888889, 0.059444444...
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[ "PR approved in Kong/kong: docs(changelog): fix change log entry of #13021", "Code pushed to Kong/lua-kong-nginx-module: fixup! feat(header_bulk_carrier): add new FFI interfaces for getting request/response headers in bulk", "Comment on PR in Kong/kong: Rebased on master", "Review comment on PR in Kong/kong: ...
1
92
GitHub user AGulev: active in defold/defold (Defold is a completely free to use game engine for development of desktop, mobile and web games.), defold/extender (Native extension build server), defold/extension-ironsource (Defold native extension which provides access to IronSource mediation on Android and iOS), defold/...
{"actor_login": "AGulev", "num_repos": 4, "top_repos": ["defold/defold", "defold/extender", "defold/extension-ironsource", "defold/examples"], "time_unit": "hours"}
[ 0, 0.03611111111111111, 0.08916666666666667, 11.216944444444444, 11.8275, 12.17388888888889, 12.881944444444445, 12.8825, 12.953055555555556, 23.129166666666666, 24.000833333333333, 24.000833333333333, 31.8525, 47.62138888888889, 47.66555555555556, 47.66555555555556, 48.1755555555555...
[ 0, 0.03611111111111111, 0.05305555555555556, 11.127777777777778, 0.6105555555555555, 0.3463888888888889, 0.7080555555555555, 0.0005555555555555556, 0.07055555555555555, 10.176111111111112, 0.8716666666666667, 0, 7.851666666666667, 15.768888888888888, 0.04416666666666667, 0, 0.51, 0...
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[ "PR opened in defold/extender: Update Android Gradle Plugin to 8.3.2", "PR opened in defold/extender: Update Android SDK to version 34.0.0", "PR opened in defold/defold: Update Android SDK to version 34.0.0 and targetSdkVersion to 34. ## PR checklist * [ ] Code * [ ] Add engine and/or editor unit tests. * [ ] N...
2
90
GitHub user AdvaithRavishankar: active in cse110-sp24-group15/cse110-sp24-group15, AdvaithRavishankar/Lab9_Starter Event window: June 02 - 07, 2024.
{"actor_login": "AdvaithRavishankar", "num_repos": 2, "top_repos": ["cse110-sp24-group15/cse110-sp24-group15", "AdvaithRavishankar/Lab9_Starter"], "time_unit": "hours"}
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[ "PR approved in cse110-sp24-group15/cse110-sp24-group15: Daypage aarav", "PR merged in cse110-sp24-group15/cse110-sp24-group15: Daypage aarav. day page", "Code pushed to cse110-sp24-group15/cse110-sp24-group15: initial day page; new changes; new changes; Created day page backend-functionality; managed LocalStor...
3
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"GitHub user Algunenano: active in ClickHouse/ClickHouse (ClickHouse® is a real-time analytics DBMS(...TRUNCATED)
"{\"actor_login\": \"Algunenano\", \"num_repos\": 5, \"top_repos\": [\"ClickHouse/ClickHouse\", \"Al(...TRUNCATED)
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["comment","comment","issue_closed","comment","comment","pr_merged","pr_opened","comment","pr_opened(...TRUNCATED)
["Comment on PR in ClickHouse/ClickHouse: > Reverting to remove the two new functions before the v24(...TRUNCATED)
4
81
"GitHub user AndrewSisley: active in AndrewSisley/defradb, sourcenetwork/defradb (DefraDB is a Peer-(...TRUNCATED)
"{\"actor_login\": \"AndrewSisley\", \"num_repos\": 3, \"top_repos\": [\"AndrewSisley/defradb\", \"s(...TRUNCATED)
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["Code pushed to AndrewSisley/defradb: feat: Add authentication for ACP (#2649) ## Relevant issue(s)(...TRUNCATED)
5
87
"GitHub user AntonioVentilii-DFINITY: active in dfinity/oisy-wallet (A browser-based, multi-chain wa(...TRUNCATED)
"{\"actor_login\": \"AntonioVentilii-DFINITY\", \"num_repos\": 2, \"top_repos\": [\"dfinity/oisy-wal(...TRUNCATED)
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["PR approved in dfinity/oisy-wallet: feat: copy edit bitcoin 6 confirmations","Comment on PR in dfi(...TRUNCATED)
6
84
"GitHub user ArdenHide: active in The-Poolz/Net.Urlify (Lightweight library for effortless URL const(...TRUNCATED)
"{\"actor_login\": \"ArdenHide\", \"num_repos\": 4, \"top_repos\": [\"The-Poolz/Net.Urlify\", \"The-(...TRUNCATED)
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7
100
"GitHub user ArekBalysNordic: active in nrfconnect/sdk-nrf (nRF Connect SDK main repository), ArekBa(...TRUNCATED)
"{\"actor_login\": \"ArekBalysNordic\", \"num_repos\": 4, \"top_repos\": [\"nrfconnect/sdk-nrf\", \"(...TRUNCATED)
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["PR approved in nrfconnect/sdk-nrf: samples: openthread: Add configuration for ipc_radio","Review c(...TRUNCATED)
8
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"GitHub user ArthurKnaus: active in getsentry/sentry (Developer-first error tracking and performance(...TRUNCATED)
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9
91
"GitHub user Atik203: active in Atik203/University-Management-Backend (This is University Management(...TRUNCATED)
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End of preview. Expand in Data Studio

GitHub User Event Streams

Curated event sequences from individual GitHub developers, designed for temporal point process (TPP) and marked temporal point process (MTPP) modeling. Each sequence captures a single developer's activity across multiple repositories over a one-week window.

Schema

Each record is a dictionary with 8 fields:

Field Type Description
seq_idx int Sequence index
seq_len int Number of events in the sequence
description str User name, active repos (with descriptions), and event window
metadata str (JSON) actor_login, num_repos, top_repos, time_unit
time_since_start list[float] Time since the first event (in time_unit, default hours)
time_since_last_event list[float] Time since the previous event (in time_unit, default hours)
type_event list[str] Event type labels (see below)
type_text list[str] Natural language description of each event

Event Types (8 categories)

Label Description
issue_opened New issue filed
issue_closed Issue resolved/closed
pr_opened Pull request opened
pr_merged Pull request merged
push Code pushed (with commit messages)
release Release published
pr_reviewed PR approved or changes requested
comment Comment on issue, PR, or review

Curation Filters

Sequences are selected to represent moderately active developers working across a focused set of repositories:

Filter Value Description
min-raw-events 50 Min kept-type events in archive (pre-classification)
max-raw-events 300 Max kept-type events in archive (pre-classification)
min-events 80 Min classified events per sequence
max-events 100 Max classified events (skip, not truncate)
min-unique-types 5 At least 5 distinct event types
min-repos 2 Active in at least 2 repos
max-repos 5 Active in at most 5 repos
min-avg-text-len 150 Min average text length per event
max-type-fraction 0.5 No single event type >50% of events
require-english true All event texts must be in English (non-Latin script detection)

Additional processing:

  • Bot users are excluded (detected by name patterns like [bot], dependabot, etc.)
  • Consecutive duplicate events (same type + text) are deduplicated

Key Difference from Repository Events

User Events Repo Events
Grouping By developer By repository
Cross-repo Yes (2-5 repos) No (single repo)
Text perspective Mentions repository name Mentions actor name
Use case Developer workflow modeling Project activity modeling

Example

{
  "seq_idx": 0,
  "seq_len": 90,
  "description": "GitHub user alice: active in org/repo-a (A web framework for Rust), org/repo-b Event window: June 02 - 07, 2024.",
  "metadata": "{\"actor_login\": \"alice\", \"num_repos\": 2, \"top_repos\": [\"org/repo-a\", \"org/repo-b\"], \"time_unit\": \"hours\"}",
  "time_since_start": [0.0, 0.004, ...],
  "time_since_last_event": [0.0, 0.004, ...],
  "type_event": ["pr_reviewed", "pr_merged", "push", ...],
  "type_text": ["PR approved in org/repo-a: Add new feature...", ...]
}

Intended Use

  • Training and evaluating temporal point process models
  • Studying individual developer workflow patterns across repos
  • Benchmarking next-event prediction and event forecasting
  • Modeling marked temporal point processes with rich text marks

Citation

If you use this dataset, please cite:

@dataset{github_user_events_2024,
  title={GitHub User Event Streams},
  author={XiaoBB},
  year={2024},
  url={https://huggingface.co/datasets/XiaoBB/github_user_events},
  note={Curated from GH Archive, June 2024}
}
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