Weather QC clean AI-training-safe

Global Weather by Country (~55 nations)

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 ~55 countries across every continent (all G20 plus much of Europe, Asia, the Americas, Africa & Oceania), at each country's centroid, from NASA POWER. Keyed by ISO-2 country code so it joins the global-country-profile and the macro catalog 1:1 - the climate layer under global growth, energy and agriculture models.

3.9M
rows
62
zones
2015-2026
coverage
30.1 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

  • ~55 countries across every continent (US, CN, IN, BR, ZA, NG, EG, SG, AE, CL, NZ, …) 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, keyed by ISO-2 country code - joins global-country-profile
  • Source: NASA POWER Project (public domain)

Schema

ColumnTypeDescriptionFilledDistinct
zone str ISO 3166-1 alpha-2 country code 100.0% 62
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% 54,420
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("global-weather-by-country_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 62 zones

AE · AR · AT · AU · BD · BE · BR · CA · CH · CL · CN · CO · CZ · DE · DK · DZ · EC · EG · ES · ET · FI · FR · GB · GH · GR · HU · ID · IE · IL · IN · IR · IT · JP · KE · KR · KZ · MA · MX · MY · NG · NL · NO · NZ · PE · PH · PK · PL · PT · QA · RO · RU · SA · SE · SG · TH · TR · TW · TZ · UA · US · VN · ZA