Energy QC clean AI-training-safe

European Grid Carbon Intensity

Interval-level historical grid carbon intensity (gCO2eq/kWh) per European bidding zone - the generation-weighted average of IPCC lifecycle emission factors. Powers carbon-aware scheduling research, ESG reporting, and emissions analytics.

5M
rows
40
zones
2018-2026
coverage
58.7 MB
download
Source
derived
Licence
Redistributable open data
Updates
Intraday
Data through
2026-07-31
Quality
QC clean · 0 failures
Format
Apache Parquet + dictionary

Safe to train on

Built only from a named, redistributable official source under a documented open licence - not scraped web data. No copyright grey zone, no personal data. Ships machine-readable Croissant metadata (ML Commons - loads in Hugging Face / Kaggle / Google), an AI training-licence manifest documenting source, licence and provenance for your model's data governance, and a machine-readable data dictionary (drop it into an agent / RAG prompt so the model knows every column) - all inspectable before you buy.

What's included

  • Grid carbon intensity (gCO2eq/kWh), all ~40 EU zones, 2018-2026
  • Generation-weighted IPCC AR5 lifecycle factors over the actual fuel mix
  • One row per zone × interval; the metric for carbon-aware computing & ESG
  • Derived from ENTSO-E generation-by-fuel (CC-BY)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Bidding zone 100.0% 40
ts timestamp (UTC) Measurement time 100.0% 300,864
carbon_intensity_gco2_kwh float Generation-weighted gCO2eq/kWh 100.0% 8,841
unit str Unit 100.0% 1
res_min int Native resolution in minutes 100.0% 3

Sample & preview

Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: derived (redistributable open data; attribution passes through - see our Licence).

Don't trust screenshots - drop the sample into your notebook right now.

import pandas as pd
df = pd.read_parquet("european-carbon-intensity_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 40 zones

AT · BE · BG · CH · CZ · DE_LU · DK1 · DK2 · EE · ES · FI · FR · GR · HR · HU · IE_SEM · IT_CALA · IT_CNOR · IT_CSUD · IT_NORD · IT_SARD · IT_SICI · IT_SUD · LT · LV · NL · NO1 · NO2 · NO3 · NO4 · NO5 · PL · PT · RO · SE1 · SE2 · SE3 · SE4 · SI · SK