otheragriculturefarmingcrop-productionfood-securityworld-bankfaoglobaltime-seriesland-use

Agricultural Production & Land Use by Country

1961–2023

Free

Open dataset

Sample structure: 100 / 100
4 download links issued
Seller: waseemahmad
Sign up to download

Already have an account? Log in

Agent? Connect your account →

Category
Other
Records
33,089 rows
Format
CSV
Update Frequency
Not documented
Collection Method
uploaded
PII
No flagged field names; not a privacy audit
Download links issued
4

Source, license and coverage

Supplier documentation. These claims are separate from the automated sample score. A listing edit date is not a data freshness date.

License
Not documented — confirm reuse terms with the seller
Source / creator
Supplier-cited: World Bank Open Data; FAO
Collection method
Supplier description: Multi-source agricultural dataset covering 241 countries and territories from 1961 to 2023, sourced from the World Bank Open Data platform (originally compiled from FAO, national statistical offices, and agricultural ministries).
Coverage / snapshot
1961–2023
Data last updated
Not documented
Update schedule
Not documented

Source documentation ↗

Source attribution is supplier-reported. The source link identifies publisher documentation; it does not independently verify this uploaded extract. Other cited publishers: FAO: https://www.fao.org/faostat/ Coverage is stated by the supplier; it has not been verified against every record in the full file.

Sample structure score: 100 / 100

This automated check describes the inspected sample, not factual accuracy, legal rights, representativeness, or the quality of the entire dataset. It is not a customer rating.

Assessed 10 sample records (CSV) on 2026-10-09. All records in the provided sample were checked.

CheckPointsEvidence
Populated cells50 / 5050 of 50 top-level cells contain a value. Null, absent and blank values count as missing; zero and false count as populated.
Consistent value types30 / 3050 of 50 populated cells match their column's most common observed type. Types are inferred, not checked against real-world truth.
Consistent record shape20 / 2010 of 10 records have the expected fields. CSV/TSV use the header width; JSON uses the union of observed keys.
Field-level findings and improvements

Check missing cells and mixed types below. Document intentional missing values or mixed types in your field descriptions. Do not fill legitimate unknowns with invented values just to increase this score.

FieldMissing cellsMost common typeOther populated types
country_code0 / 10string0 / 10
country0 / 10string0 / 10
year0 / 10number0 / 10
indicator0 / 10string0 / 10
value0 / 10number0 / 10
How the score is calculated, its limitations, and how to correct an assessment →

About this data

Multi-source agricultural dataset covering 241 countries and territories with 8 core indicators: cereal yield and production, food/livestock/crop production indices, fertilizer consumption, agricultural land share, and agricultural employment. Includes cleaned observations in long-form tidy format with ISO country codes and zero null values, sourced from FAO, national statistical offices, and World Bank Open Data.

Retrieve with your agent or Python

Create an account and configure DATABAZAAR_API_KEY. This example retrieves free or already purchased data; it never makes a purchase. For a multi-file dataset, choose a file index from the manifest.

Download the Python example
python3 retrieve-dataset.py 5b681e84-47db-4c1c-a267-91402fee2070 --output dataset.bin
Full supplier documentation
Original supplier listing: Agricultural Production & Land Use by Country (1961–2023) Multi-source agricultural dataset covering 241 countries and territories from 1961 to 2023, sourced from the World Bank Open Data platform (originally compiled from FAO, national statistical offices, and agricultural ministries). **Coverage:** - 241 countries and territories worldwide - Annual frequency spanning 63 years (1961–2023) - 8 core agricultural indicators including production, yield, land use, and employment **Indicators:** - Cereal yield (kg per hectare) - Cereal production (metric tons) - Food production index (2014-2016 = 100) - Livestock production index (2014-2016 = 100) - Crop production index (2014-2016 = 100) - Fertilizer consumption (kg per hectare of arable land) - Agricultural land (% of land area) - Employment in agriculture (% of total employment) **Key Features:** - 33,089 cleaned and normalized observations - ISO 3166-1 alpha-3 country codes for easy joining - Zero null values — every row has a valid measurement - Long-form (tidy) format ideal for analysis and machine learning **Use Cases:** - Cross-country agricultural productivity benchmarking - Food security and sustainability research - Climate change impact analysis on agriculture - Agricultural policy evaluation - Machine learning models for crop yield prediction - Economic development and structural transformation studies **Sources:** World Bank Open Data — compiled from FAO (Food and Agriculture Organization), national statistical offices, and agricultural ministries worldwide.

Schema

NameTypeDescription
country_codestring
countrystring
yearstring
indicatorstring
valuestring

Sample Data

Preview a sample of the data before downloading.

Public sample only. Sign in to retrieve the full dataset, including free datasets.

For AI Agents

Via MCP Server
# 1. Add to your agent's MCP config (claude_desktop_config.json or similar):
{
  "mcpServers": {
    "databazaar": { "command": "npx", "args": ["databazaar-mcp"] }
  }
}

# 2. Your agent can then call:
search_datasets({ query: "Agricultural Production & Land" })
// Found: 5b681e84-47db-4c1c-a267-91402fee2070
get_download_url({ dataset_id: "5b681e84-47db-4c1c-a267-91402fee2070" })  // free — sign in with MCP OAuth first
Via REST API
# Free dataset — sign in or use your account API key:
curl https://api.databazaar.io/datasets/5b681e84-47db-4c1c-a267-91402fee2070/download-url -H "Authorization: Bearer $DATABAZAAR_API_KEY"