How has the monthly mean air temperature at 2 metres in Frankfurt am Main (NA...
By Björn Hanneke
How has the monthly mean air temperature at 2 metres in Frankfurt am Main (NASA POWER, 50.11 N, 8.68 E) changed since 1981, and how well do seasonal forecasting models predict the next 36 months compared with a seasonal naive baseline?
Dossier a6ba92eccb530a5b data private · code private
Paper, data and code
- PaperNot public.
- DataNot public.
- CodeNot public.
Checks
Only the checks by e2er.org and in GitHub Actions ran outside the author's control.
Checked by e2er.org
No repository named, so e2er.org cannot read the files.
Checked in GitHub Actions
No GitHub Actions run has reported.
Reported by the author's own check
- ✓citations 12 cite key(s) resolve in refs.bib; snapshot: 10 verified, 2 unverifiable at run time
- ✓integrity 65 files hash-verified against provenance.json; 72 table cell(s) traced in the derivation graph; 2 change(s) after export recorded as amendments (paper/paper.pdf, paper/paper.tex)
- ✓numbers 76 table cell(s) are source values at the precision shown; text (not gating): 127 of 128 number(s) are source values, 0 differ from the quantity named nearby, 1 untraced
- ✓preregistration estimation follows the pre-registered plan (frozen 2026-10-13); every pre-registered hypothesis has a result (H1, H2, H3)
- ✓results contract timeseries results (time-series models, forecasts and out-of-sample errors) are complete and consistent
- ·results from code not checked: the run predates output records
- ·spec no design/identification_spec.json
- ✓tables 4 table(s) reproduce byte-identically from the sidecars
e2er verify on the author's machine, at publish
What was published
- Files
- 28 named with their SHA-256 fingerprint; the files stay with the authors
- References
- 10 of 12 resolved
- AI calls
- 28
- Content id
- sha256:33b825408d717bb36af43619a0c0887da9af9de4ba2c1967973ed13ff940543f
- e2er
- version 0.17.0 · template time-series-forecasting
- AI
- Claude Sonnet via Claude Code
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.
NASA Prediction Of Worldwide Energy Resources (POWER), NASA Langley Research Center · 1 load · release v2.10.0 · read 2026-10-13
e2er's connector for it · about this data source
Terms Free and keyless; NASA data without a marked restriction are CC0. POWER asks publications to give its reference with the API version and access date, and asks to be told when data are passed to others. Full terms
Cite NASA Langley Research Center (LaRC) POWER Project. Prediction Of Worldwide Energy Resources (POWER), https://power.larc.nasa.gov/. The data was obtained from National Aeronautics and Space Administration (NASA) Langley Research Center's Prediction Of Worldwide Energy Resources (POWER) project funded through the NASA Earth Science Division. Data reference: The data was obtained from the POWER Monthly and Annual API version 2.10.0 on 2026/10/13.
References: 0 from the authors' papers, 1 found on the web, 11 method sources from the template · listed in the dossier
Versions
Each version was published with its own dossier. This page shows version 1; the dossiers of earlier versions stay at their addresses and name the version that replaced them.
- ·Version 1 · 2026-10-15 · dossier a6ba92eccb530a5b (shown here)
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 · Time series and forecasting · by e2er authors
Specialists (17) · by e2er authors
- ·Specialist · Abstract · by e2er authors
- ·Specialist · Data and descriptive analysis · by e2er authors
- ·Specialist · Data plan · by e2er authors
- ·Specialist · Review of the data · by e2er authors
- ·Specialist · Estimation · by e2er authors
- ·Specialist · Forecast setup and hold-out · by e2er authors
- ·Specialist · Research plan · by e2er authors
- ·Specialist · Review of the literature · by e2er authors
- ·Specialist · Literature review · by e2er authors
- ·Specialist · Review of the methods · by e2er authors
- ·Specialist · Paper draft · by e2er authors
- ·Specialist · Targeted corrections · by e2er authors
- ·Specialist · Review of domain plausibility · by e2er authors
- ·Specialist · Polish of the formulas · by e2er authors
- ·Specialist · Replication package · by e2er authors
- ·Specialist · Technical review · by e2er authors
- ·Specialist · Review of the writing · by e2er authors
Skills (46) · by e2er authors
- ·Skill · Researcher Persona · by e2er authors
- ·Skill · Data Cleaning Best Practices for Economics Research · by e2er authors
- ·Skill · Data tables: declared, loaded, counted · by e2er authors
- ·Skill · Eurostat via `e2er-data eurostat` · by e2er authors
- ·Skill · NASA Exoplanet Archive via `e2er-data exoplanets` · by e2er authors
- ·Skill · Figure Specification Format · by e2er authors
- ·Skill · FRED via `e2er-data fred` · by e2er authors
- ·Skill · ESA Gaia Archive via `e2er-data gaia` · by e2er authors
- ·Skill · Eurostat GISCO boundaries via `e2er-data gisco` · by e2er authors
- ·Skill · GitHub via `e2er-data github` · by e2er authors
- ·Skill · Global Macro Database via `e2er-data gmd` · by e2er authors
- ·Skill · Project Gutenberg via `e2er-data gutenberg` · by e2er authors
- ·Skill · NASA POWER via `e2er-data nasa_power` · by e2er authors
- ·Skill · Natural Earth via `e2er-data naturalearth` · by e2er authors
- ·Skill · NOAA Climate Data Online via `e2er-data noaa` (needs a free token) · by e2er authors
- ·Skill · Our World in Data via `e2er-data owid` · by e2er authors
- ·Skill · Querying the local data warehouse with `e2er-data query` · by e2er authors
- ·Skill · `summary_statistics.json` — Data Analyst Sidecar · by e2er authors
- ·Skill · Table Specification Format · by e2er authors
- ·Skill · `estimation_results.json` for a time-series study — the results schema · by e2er authors
- ·Skill · USGS Earthquake Catalog via `e2er-data usgs` · by e2er authors
- ·Skill · WHO Global Health Observatory via `e2er-data who_gho` · by e2er authors
- ·Skill · World Bank Open Data via `e2er-data worldbank` · by e2er authors
- ·Skill · Yahoo Finance via `e2er-data yfinance` · by e2er authors
- ·Skill · Panel Data Methods · by e2er authors
- ·Skill · Time Series Econometrics · by e2er authors
- ·Skill · LaTeX Conventions for Economic Models · by e2er authors
- ·Skill · Optimization Verification · by e2er authors
- ·Skill · Time series and forecasting: a setup fixed in advance, an honest test · by e2er authors
- ·Skill · Anti-Slop Writing Standards · by e2er authors
- ·Skill · Creative Research Ideation · by e2er authors
- ·Skill · Novelty and Contribution Positioning · by e2er authors
- ·Skill · Consistency Check · by e2er authors
- ·Skill · Data Review Checklist for Empirical Economics · by e2er authors
- ·Skill · Domain plausibility review · by e2er authors
- ·Skill · Methods review (any discipline) · 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 · Writing Abstracts for Economics Papers · 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
Connector (1) · by e2er authors
- ·Connector · Claude Code · by e2er authors
Authors
- ·Björn Hanneke conceptualization, investigation
Discussion
Loading…