Pleiades
By Björn Hanneke
—
Read the paper (PDF) Browse the files Dossier 68c3d0319ee402dc data private · code public (github.com/ada/demos/tree/b417a24d5730e48715d26521cee6bb57fbcbc048/studies/pleiades/code)
Paper, data and code
- PaperPublic · Read the paper (PDF)
- DataNot public.
The data come from ESA Gaia Data Release 3. Its terms allow non-commercial use only, with credit to ESA/Gaia/DPAC (CC BY-NC 3.0 IGO), so the data stay with the source.Get the data from the source (its terms), or load them yourself with
e2er-data gaia. - CodePublic · Get the code
Checks
Only the checks by e2er.org and in GitHub Actions ran outside the author's control.
Checked by e2er.org
- ·e2er.files Not checked: ada/demos@b417a24 could not be read (HTTP 404); for a private repository, install the e2er.org GitHub App and record it on your account
at ada/demos@b417a24 · 2026-10-20
Checked in GitHub Actions
No GitHub Actions run has reported.
Reported by the author's own check
- ·citations no paper/paper.tex
- ✓integrity 10 files hash-verified against provenance.json; 0 table cell(s) traced in the derivation graph; 1 change(s) after export recorded as amendments (README.md)
- ·numbers no paper/paper.tex
- ✓results from code written by the last run of the shipped script: estimation_results.json ← run_estimation.py
- ·spec no design/identification_spec.json
- ·tables no results/table_spec.json in bundle
e2er verify on the author's machine, at publish
What was published
- Files
- github.com/ada/demos/tree/b417a24d5730e48715d26521cee6bb57fbcbc048/studies/pleiades
3 named with their SHA-256 fingerprint; left out under their sources' terms (e2er reproduce loads them again): data/gaia_clean.csv - References
- 0 of 0 resolved
- AI calls
- 0
- Content id
- sha256:cf76f89ee94bc967c46e8f75feddea0bf90a06a4629b55df6b41cfcdc1b0b5ab
- e2er
- version 0.17.1 · template empirical
Data used
Each source the run loaded, as the connector recorded it: what was read and when, the source's terms and the citation it asks for.
Gaia Data Release 3 (ESA/Gaia/DPAC), Gaia ESA Archive · 1 load · release DR3 · read 2026-10-13
e2er's connector for it · about this data source
The load records no terms.
The load records no citation.
Versions
Each version was published with its own dossier. This page shows version 3; the dossiers of earlier versions stay at their addresses and name the version that replaced them.
- ·Version 3 · 2026-10-20 · dossier 68c3d0319ee402dc (shown here)
- ·Version 2 · 2026-10-20 · dossier 9bcd75ffabcb7974
- ·Version 1 · 2026-10-20 · dossier 68c3d0319ee402dc
Built with
The template, specialists, skills and connectors this version used, as its dossier names them, with the people credited for each.
Template (1) · by e2er authors
- ·Template · Empirical study · by e2er authors
Specialists (9) · by e2er authors
- ·Specialist · Review of the data · by e2er authors
- ·Specialist · Review of the identification · by e2er authors
- ·Specialist · Review of the literature · by e2er authors
- ·Specialist · Review of the mechanism · by e2er authors
- ·Specialist · Targeted corrections · by e2er authors
- ·Specialist · Replication package · by e2er authors
- ·Specialist · Revision · by e2er authors
- ·Specialist · Technical review · by e2er authors
- ·Specialist · Review of the writing · by e2er authors
Skills (16) · by e2er authors
- ·Skill · Researcher Persona · by e2er authors
- ·Skill · Sensitivity Analysis for Causal Inference · by e2er authors
- ·Skill · Data Cleaning Best Practices for Economics Research · by e2er authors
- ·Skill · Market Microstructure · by e2er authors
- ·Skill · Anti-Slop Writing Standards · by e2er authors
- ·Skill · Consistency Check · by e2er authors
- ·Skill · Data Review Checklist for Empirical Economics · by e2er authors
- ·Skill · Referee Simulation · by e2er authors
- ·Skill · Technical Review · by e2er authors
- ·Skill · Academic Writing Review Checklist · by e2er authors
- ·Skill · Synthesis Worker — Context Builder Mode · by e2er authors
- ·Skill · Replication Package · by e2er authors
- ·Skill · Citing Numbers by JSON Source Key · by e2er authors
- ·Skill · Paper Structure for Empirical Research · by e2er authors
- ·Skill · Personal Academic Writing Style · by e2er authors
- ·Skill · Scoped Revision — what the targeted corrections step writes · by e2er authors
Authors
- ·Björn Hanneke conceptualization, investigation
Discussion
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