Climate Data Methodology
How this site builds its climate dataset, which baselines apply where, when each upstream source's record begins, and when fresh data lands each month and year.
Which Baseline is in Use
Most temperature anomalies on this site are quoted against the 1961–1990 average, the WMO standard normal used for cross-region comparison. Where a source publishes against a different baseline, the source-native figure is also shown for verification.
A Baseline selector on the Climate Map, the At-a-Glance Year figures, the Records card, the Combined Timeline chart, and the Climate Helix lets you switch that comparison to NOAA's 1901–2000 mean or the WMO's newer 1991–2020 normal instead - useful for seeing how much a region's anomaly depends on which past period you compare it to.
- NOAA US states, climate regions, and continents are reported by NOAA against 1901–2000; we re-baseline them to 1961–1990 for the rankings table and roll-ups, and surface the NOAA-native value as a secondary verification figure.
- Met Office HadUK regional series use 1991–2020; the UK pages quote both that and the 1961–1990 figure.
- Rankings table and Biggest Shift stay fixed at 1961–1990 regardless of the Baseline selector elsewhere, so month-over-month movement stays comparable over time.
- Paris Agreement 1.5°C (2.7°F) / 2.0°C (3.6°F) tracker is quoted against 1850–1900 pre-industrial, per IPCC convention; this is a global-only metric and is not applied to regions.
- NSIDC sea ice uses NSIDC's 1991–2020 climatology for percent-of-normal extent.
- North America and South America continental land anomalies are 4byo aggregates built from the country snapshots, because NOAA does not publish a standalone land series for these continents. They are labelled “agg” in the roll-ups.
The Two-Baseline Model
Climate normals are arbitrary. Different agencies use different 30-year reference periods, and switching baseline only shifts every value by a constant — the trend is identical. To make the site both internally consistent and easy to verify against upstream sources, we publish two figures wherever they differ:
- A comparison baseline of 1961–1990 by default on maps, tables, and roll-ups. This is the WMO standard normal and the same baseline OWID, the Met Office Hadley Centre, and most academic literature use, so numbers are directly comparable across regions. A Baseline selector on the Climate Map, At-a-Glance Year figures, Records card, Combined Timeline chart, and Climate Helix lets you switch this to NOAA's 1901–2000 mean or the newer 1991–2020 normal instead; the Rankings page stays fixed at 1961–1990 so month-over-month movement stays comparable over time.
- The source-native baseline shown alongside for verification. NOAA US states, climate regions, and continents use 1901–2000; the Met Office UK pages use 1991–2020; sea-ice extent uses NSIDC's 1991–2020 climatology; the Paris 1.5°C (2.7°F) / 2°C (3.6°F) tracker uses 1850–1900 pre-industrial.
Re-baselining is a deterministic linear shift: we take each calendar month's mean over 1961–1990, subtract it from the source-native anomaly, and the result is the same observation re-expressed against the comparison period. No smoothing, interpolation, or homogenisation is added on our side.
Data Source Timeline (Record Start)
Each bar shows the year the upstream record begins through to the latest available month. Bars are colour-coded by data family. The vertical guideline marks the start of the 1961–1990 comparison window.
│ guideline at 1961 marks the start of the comparison-baseline window. Bars run from each record's first year to the present. Click a bar to open the upstream source.
When Monthly Data Lands
Each bar shows the calendar day of the month the upstream source publishes the previous month's data, and when 4byo runs its snapshot rebuild. The snapshot is timed to fall after the slowest source has refreshed so every page is current as of the same reference month.
Day of the month upstream sources publish the previous month's data. 4byo snapshots run after the slowest source has refreshed so every region is current as of the same reference month.
When Annual Data Lands
Datasets that publish only once a year — country precipitation, electricity mix, CO₂ emissions, IEA energy outlook and the WMO/NOAA annual State-of-the-Climate reports. Bars show the typical month of release; data covers the previous calendar year.
Month each annual dataset is typically published. Data covers the previous calendar year.
Source Inventory
| Source | Dataset | Variable | Start | Native baseline | Link |
|---|---|---|---|---|---|
| NOAA NCEI | Global Land+Ocean (Climate at a Glance) | Global temperature anomaly | 1850 | 1901–2000 | Open |
| NOAA NCEI | Continental land series (Africa, Europe, Asia, Oceania) | Continental land temperature anomaly | 1910 | 1901–2000 | Open |
| NOAA NCEI | Hemispheric land series (NHem, SHem) | Hemispheric land temperature anomaly | 1880 | 1901–2000 | Open |
| NOAA NCEI | Statewide tavg / tmax / tmin / pcp | US state temperature & precipitation | 1895 | 1901–2000 | Open |
| NOAA NCEI | US Climate Regions (codes 101–109) | US climate-region temperature & precipitation | 1895 | 1901–2000 | Open |
| Copernicus Climate Change Service (C3S) | ERA5 monthly-mean 2m temperature (0.25°), aggregated to countries with fractional area weighting | Country temperature anomaly | 1940 | 1961–1990 | Open |
| GPCC (DWD) / World Bank CCKP fallback | Country precipitation & snow, aggregated to country level directly from the 0.25° grid with fractional area weighting (same method as ERA5 temperature); snow (water-equivalent) split additionally aggregated to US states with a dedicated boundary-weights file | Country precipitation, US state snow | 1891 | 1961–1990 | Open |
| Met Office | HadUK-Grid Regional (Tmean, Tmax, Tmin, Precipitation) | UK regional temperature & rainfall | 1884 | 1991–2020 | Open |
| World Bank CCKP | ERA5-derived ETCCDI extremes (fd — frost days; wsdi — warm spell duration index / heatwave days), aggregated to countries with the same 0.25° fractional area weighting as ERA5 temperature, and to UK nations/regions and US states with dedicated boundary-weights files | Frost days (all countries + US states), heatwave days (all countries + UK nations/regions) | 1950 | own record (see card) | Open |
| NSIDC | Sea Ice Index | Arctic / Antarctic sea ice extent | 1979 | 1991–2020 | Open |
| NOAA GML | Mauna Loa CO₂ | Atmospheric CO₂ | 1958 | n/a | Open |
| NOAA GML | Global CH₄ and N₂O | Atmospheric CH₄, N₂O | 1983 | n/a | Open |
| NOAA CPC | Oceanic Niño Index (ONI) | ENSO state | 1950 | 1991–2020 | Open |
How Rankings Are Computed
- For each region we read the latest complete month from the per-region snapshot and compute the 1-month, 3-month rolling, and 12-month rolling anomaly against 1961–1990.
- Rows are sorted globally; the rank shown in the table is the position across all regions of the selected sort window, not within the active filter.
- Roll-ups by group use NOAA-authoritative continent and 9-region US series where they exist. North and South America are 4byo aggregates from country snapshots because NOAA does not publish standalone land series for them — these rows are flagged “agg”.
- Movers (climbers / fallers) compare the current snapshot against the previous month's archived snapshot in
rankings-previous.json.
Cross-Source Caveats
- Country and US-state series come from different upstream pipelines (Copernicus ERA5 reanalysis versus NOAA statewide station data). Absolute temperature levels differ between datasets by construction; anomalies and trends are the comparable figures, which is why every table on the site leads with the anomaly.
- UK regions use Met Office HadUK-Grid (1991–2020 native), so the league table re-baselines to 1961–1990 for cross-region comparison; UK detail pages still quote both figures.
- The Paris Agreement 1.5°C (2.7°F) / 2°C (3.6°F) tracker is intentionally global-only. Pre-industrial (1850–1900) regional baselines are not robust because most regions lack reliable instrumental coverage that far back.
- Subnational series outside the US (Canadian provinces, Australian states, etc.) are not published by NOAA. They are deferred to a Phase 2 build that will pull from each national meteorological service (ECCC, BoM, DWD, JMA, …).
Further Reading
- Climate rankings & league table — every region we track, sortable by 1m / 3m / 12m anomaly.
- Global climate update — Paris tracker, continental bars, ENSO state, GHG, sea ice.
- Climate updates — country, US state and UK region detail pages.
- Climate, explained — plain-English guide to the science behind the data.
How to Cite This Site
Use the page title shown in your browser tab, the year of your visit, and the canonical URL. Because data updates automatically each month, the access date is important in any academic citation. For the underlying datasets, always cite the primary source listed in the tables above.
Students and teachers: see the Climate Education page for curriculum alignment and guidance on using this site for coursework.
Explore
Explore Climate Data
FAQs
FAQs
Where does the temperature data on this site come from?
Country-level temperatures: Copernicus Climate Change Service ERA5 reanalysis (C3S), aggregated to country level directly from the 0.25° grid with fractional area weighting. Global mean surface temperature: NOAA NCEI. US state temperatures: NOAA NCEI nClimDiv. UK temperatures: Met Office HadUK-Grid. Precipitation: GPCC Full Data Monthly (DWD), aggregated to country level the same way as ERA5 temperature; World Bank CCKP / CRU TS fallback for any country GPCC does not cover. GPCC also provides a snow (water-equivalent) split from its solid/liquid precipitation classification, shown for countries where snow is a meaningful share of the total. Frost days: Met Office HadUK-Grid for the UK; World Bank CCKP (ERA5-derived frost-day index) for every other country and for US states, aggregated the same way as ERA5 temperature - NOAA nClimDiv (the source for US state temperature/precipitation) has no frost variable at all. Heatwave days (warm spell duration index): World Bank CCKP for every country and UK nation/region - Met Office has no equivalent index for the UK, so CCKP is the primary source there too. CCKP's extremes indices refresh only about once or twice a year and typically lag six to nine months behind present, so they're shown for historical comparison (records, rankings, year-on-year charts) rather than as a current-month figure. Snow (water-equivalent): GPCC's solid/liquid precipitation classification, also aggregated to US states for the same reason (nClimDiv has no snow variable), shown wherever it is a meaningful share of total precipitation.
How is the climate baseline calculated?
Temperature anomalies on the update pages default to the 1961-1990 baseline - the WMO standard reference also used by the Met Office and much of the academic literature - so different sources can be compared on equal terms, and every table leads with the anomaly because absolute temperature levels differ between datasets by construction. A Baseline selector on the Climate Map, At-a-Glance Year figures, Records card, Combined Timeline chart and Climate Helix lets you switch that comparison to NOAA's 1901-2000 mean or the WMO's newer 1991-2020 normal instead; the Rankings table stays fixed at 1961-1990 so month-over-month movement stays comparable over time. Some UK metrics (rainfall, sunshine, frost) use the Met Office's native 1991-2020 normal by default, and the global Paris tracker uses the pre-industrial 1850-1900 reference, which is not user-switchable. Metrics with a shorter record than the selected baseline window - snow, and frost/heatwave days outside the UK - fall back to the first 30 years actually on record instead. The exact baseline is shown on each chart.
How often is the data updated?
The site rebuilds daily and picks up each source as it publishes: UK regional data around the 3rd-7th of the month, country temperatures (ERA5) around the 5th-7th, and NOAA global and US figures around the 12th-15th, at which point every update page flips to the new month together. Live indicators (CO₂, methane, sea ice, ENSO state) refresh more frequently from their source APIs.
How are countries and regions ranked?
The Climate Rankings sorts every supported country, US state, UK nation and UK region by their 1-month, 3-month or 12-month temperature anomaly versus the 1961-1990 baseline (chosen for cross-region comparison). Tie-breaks use the longer time horizon.
How are AI-written summaries generated?
Per-region narrative summaries are generated by Google Gemini 2.5 Flash, with the live data snapshot for that region passed in as structured context and Google Search grounding enabled so the model can cite recent reporting. Generated text is cached for the month and refreshes with each new data release. The grounding sources are listed alongside each summary.
Contains modified Copernicus Climate Change Service information (2026). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains. UK regional series © Crown copyright, Met Office, used under the Open Government Licence. NOAA data is in the public domain.
