Agriculture QC clean AI-training-safe

Global Livestock & Animal Products

Sixty-plus years of FAOSTAT livestock statistics, cleaned into one continuous table: production, animals slaughtered / milked, and per-animal yield for 23 animal products across ~200 countries - meat by species (cattle, buffalo, pig, sheep, goat, chicken, duck, goose, turkey, rabbit, camel, horse, ass, mule…), hen & other-bird eggs, and raw milk by species (cattle, buffalo, sheep, goat, camel). The global counterpart to our EU-only meat & dairy panels - head counts, carcass weights and output tonnage in one tidy per-country, per-series Parquet. FAO 'primary'/'Total'/'Poultry' super-aggregates dropped so nothing double-counts.

364K
rows
208
zones
1961-2024
coverage
4.3 MB
download
Source
FAOSTAT
Licence
Redistributable open data
Updates
Annual
Data through
2024-01-01
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

  • 23 animal products × up to 3 elements (Production, Animals slaughtered/milked, Yield) - meat, eggs & milk
  • ~200 countries, annual 1961-present; single species only (FAO aggregates dropped, no double-counting)
  • Global - breaks the EU-only trap of our Eurostat meat & dairy panels
  • Long/tidy format: zone, year, series, value, unit - ready for pandas/SQL
  • Source: FAO - FAOSTAT (CC-BY-4.0)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Country (FAOSTAT Area name) 100.0% 208
ts timestamp (UTC) Reference year 100.0% 64
series str Item - Element (e.g. 'Meat of cattle with the bone, fresh or chilled - Production') 100.0% 71
value float Measured value in the series' unit 100.0% 96,213
unit str t / head / kg per animal 100.0% 7
res_min int Native resolution (annual) 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: FAOSTAT (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-livestock-production_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 208 zones

Afghanistan · Albania · Algeria · Angola · Antigua and Barbuda · Argentina · Armenia · Australia · Austria · Azerbaijan · Bahamas · Bahrain · Bangladesh · Barbados · Belarus · Belgium · Belgium-Luxembourg · Belize · Benin · Bhutan · Bolivia (Plurinational State of) · Bosnia and Herzegovina · Botswana · Brazil · Brunei Darussalam · Bulgaria · Burkina Faso · Burundi · Cabo Verde · Cambodia · Cameroon · Canada · Central African Republic · Chad · Chile · China · China, Hong Kong SAR · China, Macao SAR · China, Taiwan Province of · China, mainland · Colombia · Comoros · Congo · Cook Islands · Costa Rica · Croatia · Cuba · Cyprus · Czechia · Czechoslovakia · Côte d'Ivoire · Democratic People's Republic of Korea · Democratic Republic of the Congo · Denmark · Djibouti · Dominica · Dominican Republic · Ecuador · Egypt · El Salvador · Equatorial Guinea · Eritrea · Estonia · Eswatini · Ethiopia · Ethiopia PDR · Faroe Islands · Fiji · Finland · France · French Guiana · French Polynesia · Gabon · Gambia · Georgia · Germany · Ghana · Greece · Grenada · Guadeloupe · Guatemala · Guinea · Guinea-Bissau · Guyana · Haiti · Honduras · Hungary · Iceland · India · Indonesia · Iran (Islamic Republic of) · Iraq · Ireland · Israel · Italy · Jamaica · Japan · Jordan · Kazakhstan · Kenya · Kiribati · Kuwait · Kyrgyzstan · Lao People's Democratic Republic · Latvia · Lebanon · Lesotho · Liberia · Libya · Lithuania · Luxembourg · Madagascar · Malawi · Malaysia · Mali · Malta · Martinique · Mauritania · Mauritius · Mexico · Micronesia (Federated States of) · Mongolia · Montenegro · Morocco · Mozambique · Myanmar · Namibia · Nauru · Nepal · Netherlands (Kingdom of the) · New Caledonia · New Zealand · Nicaragua · Niger · Nigeria · Niue · North Macedonia · Norway · Oman · Pakistan · Palestine · Panama · Papua New Guinea · Paraguay · Peru · Philippines · Poland · Portugal · Puerto Rico · Qatar · Republic of Korea · Republic of Moldova · Romania · Russian Federation · Rwanda · Réunion · Saint Kitts and Nevis · Saint Lucia · Saint Vincent and the Grenadines · Samoa · Sao Tome and Principe · Saudi Arabia · Senegal · Serbia · Serbia and Montenegro · Seychelles · Sierra Leone · Singapore · Slovakia · Slovenia · Solomon Islands · Somalia · South Africa · South Sudan · Spain · Sri Lanka · Sudan · Sudan (former) · Suriname · Sweden · Switzerland · Syrian Arab Republic · Tajikistan · Thailand · Timor-Leste · Togo · Tonga · Trinidad and Tobago · Tunisia · Turkmenistan · Tuvalu · Türkiye · USSR · Uganda · Ukraine · United Arab Emirates · United Kingdom of Great Britain and Northern Ireland · United Republic of Tanzania · United States of America · Uruguay · Uzbekistan · Vanuatu · Venezuela (Bolivarian Republic of) · Viet Nam · Yemen · Yugoslav SFR · Zambia · Zimbabwe

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