Measured answer to 'is 1,000 downloads in days a lot by Zenodo's standards': all 1,791 datasets published in the registry's publication window (2026-06-14..16), n=200 sampled via the public API, stats read at day ≈19. Cohort median 7 downloads; p95 116; p99 804 (version-level). Corrected anchors (v2 erratum, platform-timestamp-driven, superseded text preserved): 666 cumulative at 2026-06-15 16:42 EDT; 1,000+ at removal; the final-four-day delta ≥334 alone exceeds the cohort's nineteen-day p95 and is ~48x its median; the cumulative figure clears p99. Limitations on the record: convenience sample, UI field-mapping ambiguity, unmodeled bot traffic, post-hoc drift; raw sample committed for re-running. Conclusion, bounded: top ~1% of same-week datasets on a fraction of the accumulation time — a measurement, not an impression, and the correction trail is part of the warrant.
# Cohort Baseline for the Pre-Removal Download Figures (v2) — the Registry Against Its Publication-Week Cohort
## Description
Measured answer to 'is 1,000 downloads in days a lot by Zenodo's standards': all 1,791 datasets published in the registry's publication window (2026-06-14..16), n=200 sampled via the public API, stats read at day ≈19. Cohort median 7 downloads; p95 116; p99 804 (version-level). Corrected anchors (v2 erratum, platform-timestamp-driven, superseded text preserved): 666 cumulative at 2026-06-15 16:42 EDT; 1,000+ at removal; the final-four-day delta ≥334 alone exceeds the cohort's nineteen-day p95 and is ~48x its median; the cumulative figure clears p99. Limitations on the record: convenience sample, UI field-mapping ambiguity, unmodeled bot traffic, post-hoc drift; raw sample committed for re-running. Conclusion, bounded: top ~1% of same-week datasets on a fraction of the accumulation time — a measurement, not an impression, and the correction trail is part of the warrant.
## Methodology
Public-API cohort sampling with committed raw data; conservative accumulation-time asymmetry declared; v2 erratum restates Reading and Conclusion on corrected anchors.
## Falsification Conditions
Re-run the deposited query; a materially different distribution, or a documented correction to either anchor, revises the percentile claims on the record.
## Attached File: BASELINE-METHOD_v2.md
Source URL: https://raw.githubusercontent.com/leesharks000/machinemediation-org/main/data/captures/2026-06-preban-usage-stats/BASELINE-METHOD.md
# Cohort baseline for the pre-removal download figures (v2)
**Erratum (v2, 2026-07-04, same day).** v1 framed the captured 666 as "~2 days" of accumulation for v7.2. A
> Erratum (v2, 2026-07-04, same day). v1 framed the captured 666 as "~2 days" of accumulation for v7.2. A
platform timestamp obtained the same day (TikTok Post analysis: image posted Jun 15, 2026, 4:42 PM — the day of
> platform timestamp obtained the same day (TikTok Post analysis: image posted Jun 15, 2026, 4:42 PM — the day of
the v7.2 upload) supersedes the recollection that produced that framing, and the 666 is best read as the
> the v7.2 upload) supersedes the recollection that produced that framing, and the 666 is best read as the
record's cumulative counter at that moment. The corrected anchors: **666 cumulative at 2026-06-15 16:42**
> record's cumulative counter at that moment. The corrected anchors: 666 cumulative at 2026-06-15 16:42
(platform-timestamped) and **1,000+ at removal, 2026-06-19** (contemporaneous issue body, unrefuted) — a delta
> (platform-timestamped) and 1,000+ at removal, 2026-06-19 (contemporaneous issue body, unrefuted) — a delta
of **>=334 downloads in <=4 days**. The cohort table below is unchanged; the Reading and Conclusion are
> of >=334 downloads in <=4 days. The cohort table below is unchanged; the Reading and Conclusion are
restated on the corrected anchors. v1 is preserved in repository history.
> restated on the corrected anchors. v1 is preserved in repository history.
Measured 2026-07-04, unauthenticated Zenodo REST API. Raw sample: `zenodo-baseline-sample.json` (checkable; re-runnable from the query below).
Question. Is 666 downloads in ~2 days (captured, this set) / 1,000+ in ~4 days (asserted contemporaneously in zenodo/zenodo#2606, day of removal) "a lot by Zenodo's standards"?
Method. Cohort = all Zenodo records of type `dataset` with `publication_date:[2026-06-14 TO 2026-06-16]` — the same publication window as the registry's v7.2 (June 15). Cohort population: 1,791. Sample: first 200 by `mostrecent` within the window (API page cap 25 unauthenticated; 8 pages). Stats read 2026-07-04, i.e. after ~19 days of accumulation for the cohort, versus ~2 days for the registry's captured figure — the comparison is therefore conservative by roughly a factor of ten in accumulation time, in the cohort's favor.
Findings (n=200).
| statistic | this-version downloads | all-versions downloads |
|---|---|---|
| median | 7 | 6 |
| mean | 43.0 | 21.1 |
| p90 | 53 | 43 |
| p95 | 116 | 77 |
| p99 | 804 | 397 |
| max | 3,087 | 561 |
| ≥ 666 after ~19 days | 2/200 (1.0%) | 0/200 (0.0%) |
Reading (v2). The four-day delta alone (>=334 downloads, Jun 15->19) is ~48x the cohort's nineteen-day median (7) and exceeds its nineteen-day p95 (116) at the version level. The cumulative 1,000+ at removal exceeds the cohort's version-level p99 (804) and the all-versions maximum observed (561). On any field mapping, the removed dataset's usage sat at the extreme top of its publication-week cohort.
Limitations, on the record. (1) The sample is the window's 200 most recent, not a random draw; the window is only three days wide, limiting ordering bias, but this is a convenience sample. (2) The Zenodo UI counter captured at 666 is not field-labeled in the interface; API naming (`downloads` = this-version, `version_downloads` = all-versions) means the captured figure maps to one of the two columns above — it clears the 99th percentile threshold in either mapping at the version level and exceeds the observed maximum at the all-versions level. (3) Bot and crawler traffic is unmodeled on both sides of the comparison. (4) Cohort stats were measured post-hoc on 2026-07-04 and will drift; the raw sample is preserved for exactly that reason.
Conclusion, bounded (v2). By the platform's own contemporaneous cohort, the removed dataset's usage was in the top ~1% of same-week datasets, and its final four days alone outpaced what 95% of that cohort accumulated in nineteen. "A lot by Zenodo's standards" is hereby a measurement, not an impression — and this note's own correction trail is part of the measurement's warrant.