Datasets:
Tasks:
Time Series Forecasting
Languages:
English
Size:
< 1K
Tags:
temporal-point-process
event-sequences
github
software-engineering
developer-workflows
marked-temporal-point-process
License:
seq_idx int64 0 381 | seq_len int64 80 100 | description stringlengths 98 814 | metadata stringlengths 103 277 | time_since_start listlengths 80 100 | time_since_last_event listlengths 80 100 | type_event listlengths 80 100 | type_text listlengths 80 100 |
|---|---|---|---|---|---|---|---|
0 | 97 | 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"} | [
0,
0.8813888888888889,
6.161111111111111,
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23.201944444444443,
23.24416666666667,
23.558055555555555,
23.56888888888889,
23.58277777777778,
24.198611111111113,
24.216944444444444,
24.217222222222222,
24.217222222222222,
24.871111111111112,
24.930555555555557,... | [
0,
0.8813888888888889,
5.279722222222222,
0.3863888888888889,
0.5030555555555556,
16.15138888888889,
0.042222222222222223,
0.3138888888888889,
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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,
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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"} | [
0,
0.0038888888888888888,
0.004166666666666667,
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0.059444444444444446,
0.059444444444444446,
0.059444444444444446,
0.2863888888888889,
0.2877777777777778,
0.28805555555555556,
0.35083333333333333,
9.34388888888889,
9.345833333333333,
9.345833333333333,
9.3461111111111... | [
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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 | 88 | "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) | [0.0,0.11833333333333333,0.38666666666666666,0.38666666666666666,2.1133333333333333,4.83166666666666(...TRUNCATED) | [0.0,0.11833333333333333,0.2683333333333333,0.0,1.7266666666666666,2.7183333333333333,0.961944444444(...TRUNCATED) | ["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) | [0.0,0.6102777777777778,1.3911111111111112,1.405,5.9063888888888885,6.0055555555555555,6.02555555555(...TRUNCATED) | [0.0,0.6102777777777778,0.7808333333333334,0.013888888888888888,4.501388888888889,0.0991666666666666(...TRUNCATED) | ["push","pr_reviewed","comment","pr_reviewed","comment","comment","comment","comment","comment","com(...TRUNCATED) | ["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) | [0.0,0.06305555555555556,0.06694444444444445,0.10055555555555555,0.13277777777777777,4.3383333333333(...TRUNCATED) | [0.0,0.06305555555555556,0.0038888888888888888,0.03361111111111111,0.03222222222222222,4.20555555555(...TRUNCATED) | ["pr_reviewed","comment","pr_merged","comment","comment","comment","comment","push","comment","push"(...TRUNCATED) | ["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) | [0.0,0.0075,0.0077777777777777776,0.0077777777777777776,0.29194444444444445,0.3038888888888889,0.304(...TRUNCATED) | [0.0,0.0075,0.0002777777777777778,0.0,0.2841666666666667,0.011944444444444445,0.0002777777777777778,(...TRUNCATED) | ["pr_opened","pr_merged","issue_closed","push","pr_opened","pr_merged","issue_closed","release","pr_(...TRUNCATED) | ["PR opened in ArdenHide/Utils.EnvironmentManager: Create a dynamic tool for working with enum as a (...TRUNCATED) |
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) | [0.0,0.23444444444444446,0.6555555555555556,0.6730555555555555,1.635,2.6166666666666667,3.3522222222(...TRUNCATED) | [0.0,0.23444444444444446,0.4211111111111111,0.0175,0.9619444444444445,0.9816666666666667,0.735555555(...TRUNCATED) | ["pr_reviewed","comment","pr_reviewed","comment","push","push","push","comment","comment","comment",(...TRUNCATED) | ["PR approved in nrfconnect/sdk-nrf: samples: openthread: Add configuration for ipc_radio","Review c(...TRUNCATED) |
8 | 81 | "GitHub user ArthurKnaus: active in getsentry/sentry (Developer-first error tracking and performance(...TRUNCATED) | "{\"actor_login\": \"ArthurKnaus\", \"num_repos\": 2, \"top_repos\": [\"getsentry/sentry\", \"vaind/(...TRUNCATED) | [0.0,1.1780555555555556,1.383888888888889,1.383888888888889,2.2719444444444443,2.3405555555555555,2.(...TRUNCATED) | [0.0,1.1780555555555556,0.20583333333333334,0.0,0.8880555555555556,0.06861111111111111,0.40472222222(...TRUNCATED) | ["push","pr_opened","push","issue_closed","pr_opened","comment","pr_merged","push","pr_opened","pr_m(...TRUNCATED) | ["Code pushed to getsentry/sentry: fix(stats): metric stats (#71638); Add support to ingest inline a(...TRUNCATED) |
9 | 91 | "GitHub user Atik203: active in Atik203/University-Management-Backend (This is University Management(...TRUNCATED) | "{\"actor_login\": \"Atik203\", \"num_repos\": 3, \"top_repos\": [\"Atik203/University-Management-Ba(...TRUNCATED) | [0.0,0.002777777777777778,0.0030555555555555557,0.78,0.8477777777777777,0.8502777777777778,0.8505555(...TRUNCATED) | [0.0,0.002777777777777778,0.0002777777777777778,0.7769444444444444,0.06777777777777778,0.0025,0.0002(...TRUNCATED) | ["pr_opened","pr_merged","push","push","pr_opened","pr_merged","push","issue_opened","push","pr_open(...TRUNCATED) | ["PR opened in Atik203/University-Management-Backend: added validateRequest middleware. ## Descripti(...TRUNCATED) |
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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