ranaroussi/quantstats
First human reply
46.4 days
typical wait for an outside pull request, from 16 measured.
What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.
Outside pull requests to ranaroussi/quantstats got a first human reply in a median of 46.4 days (16 pull requests, 26 April to 23 October 2026); 84% got none within 14 days. It ranks 3,921 of 4,044 overall. It is not ranked for first-time contributors: this repository does not show a low enough barrier for a first-time contributor.
| Rank | 3,921 of 4,044 |
|---|---|
| Score | 34.22 |
| Tier | D |
| Median first reply | 46.4 days (1114.8 hours) |
| 14-day no-reply share | 84% |
| First-timer rank | This repository does not show a low enough barrier for a first-time contributor. |
| Ecosystem | Python |
| Window | 26 April to 23 October 2026 |
Composite
- Rank
- 3,921 of 4,044
- Score
- 34.22
- Tier
- D
- Coverage
- 77% · Ceiling B
- Quadrant
- Crucible
Coordinates: leverage 55.6 (coverage 93%), friction 80.7 (coverage 62%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 0.0 | 65% |
| Criticality | 48.3 | 100% |
| Governance | 64.2 | 65% |
| Rigor | 62.0 | 100% |
| Accessibility | 0.0 | 50% |
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. | Not shown: Insufficient sample size | ||||
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 83.9% | 0.0 | 31 | 27 April to 24 October 2026 | primaryraw/pr_window/ranaroussi__quantstats.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 0.0% | 0.0 | 11 | — | primaryraw/author_history/ranaroussi__quantstats.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 1114.8 hours (46.4 days) | 0.0 | 16 | 26 April to 23 October 2026 | primaryraw/pr_window/ranaroussi__quantstats.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | Not shown: Insufficient sample size | ||||
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 28 | 61.5 | — | — | primaryraw/dependents/ranaroussi__quantstats.json |
| Monthly DownloadsDownloads from the package registry in a month. | 562,518 downloads a month | 54.3 | — | — | primaryraw/downloads/pypi__quantstats.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.2894 | 28.9 | — | — | primaryraw/github_meta/ranaroussi__quantstats.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | Not shown: Insufficient sample size | ||||
| 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/ranaroussi__quantstats.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/ranaroussi__quantstats.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/ranaroussi__quantstats.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 50 | 50.0 | — | — | primaryraw/scorecard/ranaroussi__quantstats.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 83.3% | 100.0 | 18 | 26 April to 23 October 2026 | primaryraw/pr_window/ranaroussi__quantstats.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 0 | 0.0 | 1 | — | proxy:setup_signals_onlyraw/actions_runs/ranaroussi__quantstats.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Insufficient sample size | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/ranaroussi__quantstats.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 | 3,921 of 4,044 | 34.22 | D | Rated |
| First-timer | This repository does not show a low enough barrier for a first-time contributor. | |||
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | 941 of 986 | 45.36 | C | Rated |
| AI-assisted | 3,696 of 4,002 | 40.99 | C | Rated |
Integrity
- Snapshot
- 2026-11-05
- Raw hash
- 31f9c440374ef0b55b2e797b0b2ec9773524f9f2947efc920e755a5da03de43e
No suspicion flags on this repository.
The full record is in data/2026-11-05/repos/32.json, under the key ranaroussi/quantstats.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). ranaroussi/quantstats. Snapshot 2026-11-05. https://porchlamp.org/projects/ranaroussi/quantstats/. CC BY 4.0.
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