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METHODOLOGY

How data is collected, processed, and displayed

Design Principles

Raw numbers only

No composite scores, no weighted indices. Every figure displayed is a direct measurement or anomaly from a primary scientific dataset.

Source transparency

Every metric links directly to its originating agency and dataset. You can verify every number independently.

No editorial framing

Values are shown with scientific context — baselines, units, measurement cadence — not characterised as good, bad, alarming, or reassuring.

Update Cadence

The ingestion pipeline runs twice daily at 04:00 UTC and 16:00 UTC via a Vercel Cron job, triggered by an authenticated POST request to /api/update.

All six sources are fetched in parallel. If any individual source fails, the remaining metrics are still written to the database and the response records which sources encountered errors. This ensures a partial outage at one agency does not blank the entire dashboard.

Each daily run upserts a single Firestore document keyed to the current UTC date. Historical documents are preserved, enabling the trend sparklines shown on each metric card.

Data Sources

Global Surface Temperature Anomaly

°C

Provider

NOAA National Centers for Environmental Information (NCEI)

Dataset

Climate at a Glance — Global Land & Ocean

Baseline

1901–2000 average

Cadence

Monthly

https://www.ncei.noaa.gov/access/monitoring/climate-at-a-glance/global/time-series/globe/land_ocean/tavg/1/0/1880-{year}.csv

Combines land surface air temperature and sea surface temperature records from thousands of stations and ocean platforms. The anomaly (departure from baseline) is more comparable across time than absolute temperature.

Atmospheric CO₂ Concentration

ppm

Provider

NOAA Global Monitoring Laboratory (GML)

Dataset

Mauna Loa Weekly CO₂

Baseline

Pre-industrial ~280 ppm

Cadence

Weekly

https://gml.noaa.gov/webdata/ccgg/trends/co2/co2_weekly_mlo.csv

Measured at the Mauna Loa Observatory, Hawaii at 3,400 m elevation — far from local emission sources. This continuous record (the Keeling Curve) has run since 1958 and is the definitive reference for atmospheric carbon. The displayed value is the most recent weekly average with a valid reading.

Global Ocean Surface Temp Anomaly

°C

Provider

NOAA NCEI

Dataset

Climate at a Glance — Global Ocean

Baseline

1901–2000 average

Cadence

Monthly

https://www.ncei.noaa.gov/access/monitoring/climate-at-a-glance/global/time-series/globe/ocean/tavg/1/0/1850-{year}.csv

Global mean ocean surface temperature anomaly derived from ship, buoy, and satellite observations. The ocean absorbs over 90% of excess planetary heat, making this a key indicator of long-term heat accumulation.

Arctic Sea Ice Extent

million km²

Provider

National Snow and Ice Data Center (NSIDC)

Dataset

Sea Ice Index v4

Baseline

1981–2010 seasonal climatology

Cadence

Daily

https://noaadata.apps.nsidc.org/NOAA/G02135/north/daily/data/N_seaice_extent_daily_v4.0.csv

Total Arctic Ocean area with at least 15% sea-ice concentration, measured by passive microwave satellite sensors. The record extends back to 1978. Extent varies strongly by season — the annual minimum typically occurs in September.

Seismic Activity (M5+, 7-day count)

count

Provider

U.S. Geological Survey (USGS)

Dataset

Earthquake Hazards Program — FDSN Event API

Baseline

Rolling 30-day average (~25/week globally)

Cadence

Real-time (queried every 12 h)

https://earthquake.usgs.gov/fdsnws/event/1/count?format=geojson&minmagnitude=5&starttime={-7d}&endtime={today}

Count of globally detected earthquakes with moment magnitude ≥ 5.0 in the past 7 days. M5+ events are strong enough to be widely felt and can cause structural damage near the epicentre. This metric is geological, not climate-related.

Solar Activity (Sunspot Number)

SSN index

Provider

NOAA Space Weather Prediction Center (SWPC)

Dataset

Observed Solar Cycle Indices

Baseline

Solar Cycle 25 (began Dec 2019)

Cadence

Monthly SSN; flares queried from NASA DONKI (7-day window)

https://services.swpc.noaa.gov/json/solar-cycle/observed-solar-cycle-indices.json

The international sunspot number (SSN) is a proxy for overall solar magnetic activity. Solar flare classifications (A/B/C/M/X) are sourced from the NASA DONKI catalog. Solar variability accounts for only ~0.1°C of observed warming over the past century.

Limitations & Caveats

  • Source datasets are published by independent agencies on their own schedules. The most recent value displayed may lag the latest available data by days to weeks, depending on the metric.
  • Arctic sea ice extent varies by season. A single absolute value without seasonal context can be misleading — always compare against the same period in prior years.
  • The CO₂ record exhibits a natural seasonal cycle of ±4 ppm driven by Northern Hemisphere vegetation. Year-over-year comparisons are more meaningful than month-over-month.
  • Earthquake counts reflect reporting thresholds and network sensitivity, which have improved over time. Historical comparisons should account for this.
  • This site does not perform any independent analysis or modelling. All values are reproduced directly from primary scientific sources.