Weather QC clean AI-training-safe

UK Weather by Grid Region

Daily weather across 15 parameters - air temperature (mean/max/min), wind speed (10 m + 50 m hub-height) + direction, cloud cover, solarirradiance, relative humidity, dew point, precipitation, surface pressure and soil moisture (surface, root-zone & profile wetness) - for the UK National Grid ESO regions (London/SE, Southern, South West, Wales, Midlands, North West, North East, Central & North Scotland), from NASA POWER. The weather drivers behind GB electricity demand and the country's large wind fleet - pairs with the Elexon/BMRS power feed.

570K
rows
9
zones
2015-2026
coverage
4.5 MB
download
Source
NASA POWER
Licence
Redistributable open data
Updates
Daily
Data through
2026-07-29
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

  • UK grid regions (London, Southern, Wales, Midlands, North West, Scotland, …) at centroids
  • 15 parameters: air temperature (mean/max/min), wind speed (10 m + hub-height 50 m) + direction, solar irradiance, cloud cover, relative humidity, dew point, precipitation, surface pressure, soil moisture (surface/root-zone/profile)
  • Daily, 2015→present - pairs with the GB power feed (Elexon/BMRS)
  • Source: NASA POWER Project (public domain)

Schema

ColumnTypeDescriptionFilledDistinct
zone str UK grid region code (GB_LON, GB_SCO, GB_WAL, …) 100.0% 9
ts timestamp (UTC) Day 100.0% 4,228
metric str Air temperature (mean/max/min) / Wind speed / Solar irradiance / Relative humidity / Dew point / Precipitation / Surface pressure / Soil moisture (surface/root-zone/profile) 100.0% 15
value float Value in the metric's native unit 100.0% 33,615
unit str Unit 100.0% 8
res_min int Native resolution (daily = 1440) 100.0% 1

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: NASA POWER (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("uk-weather-by-grid-node_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 9 zones

GB_LON · GB_MID · GB_NE · GB_NSC · GB_NW · GB_SCO · GB_STH · GB_SW · GB_WAL

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