yzhao062/pyod
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to yzhao062/pyod got a first human reply in a median of 18.8 days (17 pull requests, 18 April to 15 October 2026); 46% got none within 14 days. It ranks 1,917 of 3,219 overall. For first-time contributors it ranks 1,321 of 1,525 (the bottom 14%).
| Rank | 1,917 of 3,219 |
|---|---|
| Score | 47.91 |
| Tier | C |
| Median first reply | 18.8 days (450.0 hours) |
| 14-day no-reply share | 46% |
| First-timer rank | 1,321 of 1,525 |
| Ecosystem | Python |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 1,917 of 3,219
- Score
- 47.91
- Tier
- C
- Coverage
- 98% · Full
- Quadrant
- Crucible
Coordinates: leverage 51.9 (coverage 100%), friction 55.4 (coverage 97%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 41.3 | 100% |
| Criticality | 59.1 | 100% |
| Governance | 50.5 | 100% |
| Rigor | 40.7 | 100% |
| Accessibility | 43.9 | 85% |
The measured parameters
Responsiveness
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days. | 84.6% | 100.0 | 13 | 18 April to 17 July 2026 | primaryraw/pr_window/yzhao062__pyod.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 45.8% | 8.3 | 48 | 20 April to 17 October 2026 | primaryraw/pr_window/yzhao062__pyod.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 54.6% | 68.2 | 11 | — | primaryraw/author_history/yzhao062__pyod.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 450.0 hours (18.8 days) | 0.0 | 17 | 18 April to 15 October 2026 | primaryraw/pr_window/yzhao062__pyod.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 888.1 hours (37 days) | 14.5 | 34 | 18 April to 15 October 2026 | primaryraw/pr_window/yzhao062__pyod.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 50 | 66.5 | — | — | primaryraw/dependents/yzhao062__pyod.json |
| Monthly DownloadsDownloads from the package registry in a month. | 2.7 million downloads a month | 69.6 | — | — | primaryraw/downloads/pypi__pyod.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.4322 | 43.2 | — | — | primaryraw/github_meta/yzhao062__pyod.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 1 | 25.0 | 222 | — | primaryraw/commits_365d/yzhao062__pyod.json |
| Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. | No CLA or sign-off found | 85.0 | — | — | primaryraw/governance/yzhao062__pyod.json |
| Promotion LadderHow openly a contributor can become a maintainer, from closed to verified. | No written path to becoming a maintainer | 40.0 | — | — | primaryraw/governance/yzhao062__pyod.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | No written AI policy | 40.0 | — | — | primaryraw/governance/yzhao062__pyod.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 67.5 | 67.5 | — | — | primaryraw/scorecard/yzhao062__pyod.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 4.4% | 5.5 | 45 | 18 April to 15 October 2026 | primaryraw/pr_window/yzhao062__pyod.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 0 | 0.0 | 30 | — | primaryraw/actions_runs/yzhao062__pyod.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 33.3% | 66.7 | 6 | — | primaryraw/author_history/yzhao062__pyod.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 4 | 40.0 | — | — | primaryraw/gfi/yzhao062__pyod.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | Not shown: Insufficient sample size | ||||
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 1,917 of 3,219 | 47.91 | C | Rated |
| First-timer | 1,321 of 1,525 | 45.20 | C | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 2,394 of 3,696 | 46.29 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- f7c996399387118e131894ca21cd2ef292eb566ab4224c7127ee619d8e2c77a5
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/7d.json, under the key yzhao062/pyod.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). yzhao062/pyod. Snapshot 2026-10-17. https://porchlamp.org/projects/yzhao062/pyod/. CC BY 4.0.
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