feature stringlengths 6 30 | unit_kind stringclasses 3
values | ledger stringclasses 1
value | kind stringclasses 1
value | definition stringlengths 45 73 | source stringclasses 8
values | caveat stringclasses 5
values |
|---|---|---|---|---|---|---|
cpi_energy | country | prices | amount | WB Global Database of Inflation monthly energy CPI index | prices.db wb_inflation_db | index levels; base years differ by country, compare changes only |
cpi_food | country | prices | amount | WB Global Database of Inflation monthly food CPI index | prices.db wb_inflation_db | index levels; base years differ by country, compare changes only |
cpi_headline | country | prices | amount | WB Global Database of Inflation monthly headline CPI index | prices.db wb_inflation_db | index levels; base years differ by country, compare changes only |
px_aluminum | world | prices | amount | World Bank Pink Sheet monthly nominal price: Aluminum | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_banana_europe | world | prices | amount | World Bank Pink Sheet monthly nominal price: Banana, Europe | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_banana_us | world | prices | amount | World Bank Pink Sheet monthly nominal price: Banana, US | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_barley | world | prices | amount | World Bank Pink Sheet monthly nominal price: Barley | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_beef | world | prices | amount | World Bank Pink Sheet monthly nominal price: Beef | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_chicken | world | prices | amount | World Bank Pink Sheet monthly nominal price: Chicken | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_coal_australian | world | prices | amount | World Bank Pink Sheet monthly nominal price: Coal, Australian | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_coal_south_african | world | prices | amount | World Bank Pink Sheet monthly nominal price: Coal, South African | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_cocoa | world | prices | amount | World Bank Pink Sheet monthly nominal price: Cocoa | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_coconut_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Coconut oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_coffee_arabica | world | prices | amount | World Bank Pink Sheet monthly nominal price: Coffee, Arabica | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_coffee_robusta | world | prices | amount | World Bank Pink Sheet monthly nominal price: Coffee, Robusta | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_copper | world | prices | amount | World Bank Pink Sheet monthly nominal price: Copper | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_cotton_a_index | world | prices | amount | World Bank Pink Sheet monthly nominal price: Cotton, A Index | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_crude_oil_average | world | prices | amount | World Bank Pink Sheet monthly nominal price: Crude oil, average | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_crude_oil_brent | world | prices | amount | World Bank Pink Sheet monthly nominal price: Crude oil, Brent | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_crude_oil_dubai | world | prices | amount | World Bank Pink Sheet monthly nominal price: Crude oil, Dubai | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_crude_oil_wti | world | prices | amount | World Bank Pink Sheet monthly nominal price: Crude oil, WTI | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_dap | world | prices | amount | World Bank Pink Sheet monthly nominal price: DAP | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_eu_hh_elec | country | prices | amount | Eurostat household electricity EUR/kWh band DC all taxes | prices.db nrg_pc_204|KWH2500-4999|I_TAX|KWH | annual = mean of S1 and S2 |
px_eu_hh_gas | country | prices | amount | Eurostat household gas EUR/GJ band D2 all taxes | prices.db nrg_pc_202|GJ20-199|I_TAX|GJ_GCV | annual = mean of S1 and S2 |
px_fish_meal | world | prices | amount | World Bank Pink Sheet monthly nominal price: Fish meal | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_gold | world | prices | amount | World Bank Pink Sheet monthly nominal price: Gold | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_groundnut_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Groundnut oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_groundnuts | world | prices | amount | World Bank Pink Sheet monthly nominal price: Groundnuts | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_iron_ore_cfr_spot | world | prices | amount | World Bank Pink Sheet monthly nominal price: Iron ore, cfr spot | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_lamb | world | prices | amount | World Bank Pink Sheet monthly nominal price: Lamb | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_lead | world | prices | amount | World Bank Pink Sheet monthly nominal price: Lead | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_liquefied_natural_gas_japan | world | prices | amount | World Bank Pink Sheet monthly nominal price: Liquefied natural gas, Japan | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_logs_cameroon | world | prices | amount | World Bank Pink Sheet monthly nominal price: Logs, Cameroon | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_logs_malaysian | world | prices | amount | World Bank Pink Sheet monthly nominal price: Logs, Malaysian | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_maize | world | prices | amount | World Bank Pink Sheet monthly nominal price: Maize | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_natural_gas_europe | world | prices | amount | World Bank Pink Sheet monthly nominal price: Natural gas, Europe | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_natural_gas_us | world | prices | amount | World Bank Pink Sheet monthly nominal price: Natural gas, US | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_nickel | world | prices | amount | World Bank Pink Sheet monthly nominal price: Nickel | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_orange | world | prices | amount | World Bank Pink Sheet monthly nominal price: Orange | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_palm_kernel_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Palm kernel oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_palm_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Palm oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_phosphate_rock | world | prices | amount | World Bank Pink Sheet monthly nominal price: Phosphate rock | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_platinum | world | prices | amount | World Bank Pink Sheet monthly nominal price: Platinum | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_plywood | world | prices | amount | World Bank Pink Sheet monthly nominal price: Plywood | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_potassium_chloride | world | prices | amount | World Bank Pink Sheet monthly nominal price: Potassium chloride | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rapeseed_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rapeseed oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rice_thai_25 | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rice, Thai 25% | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rice_thai_5 | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rice, Thai 5% | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rice_thai_a_1 | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rice, Thai A.1 | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rice_viet_namese_5 | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rice, Viet Namese 5% | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rubber_rss3 | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rubber, RSS3 | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_rubber_tsr20 | world | prices | amount | World Bank Pink Sheet monthly nominal price: Rubber, TSR20 | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sawnwood_cameroon | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sawnwood, Cameroon | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sawnwood_malaysian | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sawnwood, Malaysian | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_shrimps_mexican | world | prices | amount | World Bank Pink Sheet monthly nominal price: Shrimps, Mexican | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_silver | world | prices | amount | World Bank Pink Sheet monthly nominal price: Silver | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sorghum | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sorghum | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_soybean_meal | world | prices | amount | World Bank Pink Sheet monthly nominal price: Soybean meal | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_soybean_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Soybean oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_soybeans | world | prices | amount | World Bank Pink Sheet monthly nominal price: Soybeans | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sugar_eu | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sugar, EU | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sugar_us | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sugar, US | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sugar_world | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sugar, world | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_sunflower_oil | world | prices | amount | World Bank Pink Sheet monthly nominal price: Sunflower oil | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tea_avg_3_auctions | world | prices | amount | World Bank Pink Sheet monthly nominal price: Tea, avg 3 auctions | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tea_colombo | world | prices | amount | World Bank Pink Sheet monthly nominal price: Tea, Colombo | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tea_kolkata | world | prices | amount | World Bank Pink Sheet monthly nominal price: Tea, Kolkata | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tea_mombasa | world | prices | amount | World Bank Pink Sheet monthly nominal price: Tea, Mombasa | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tin | world | prices | amount | World Bank Pink Sheet monthly nominal price: Tin | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tobacco_us_import_u_v | world | prices | amount | World Bank Pink Sheet monthly nominal price: Tobacco, US import u.v. | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_tsp | world | prices | amount | World Bank Pink Sheet monthly nominal price: TSP | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_urea | world | prices | amount | World Bank Pink Sheet monthly nominal price: Urea | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_us_elec_residential | us_state | prices | amount | EIA SEDS residential electricity price ($/MMBtu) | prices.db eia_seds seds_ESRCD | annual |
px_us_energy_avg | us_state | prices | amount | EIA SEDS total energy average price ($/MMBtu) | prices.db eia_seds seds_TETCD | annual |
px_us_gas_residential | us_state | prices | amount | EIA SEDS residential natural gas price ($/MMBtu) | prices.db eia_seds seds_NGRCD | annual |
px_wheat_us_hrw | world | prices | amount | World Bank Pink Sheet monthly nominal price: Wheat, US HRW | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_wheat_us_srw | world | prices | amount | World Bank Pink Sheet monthly nominal price: Wheat, US SRW | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
px_zinc | world | prices | amount | World Bank Pink Sheet monthly nominal price: Zinc | prices.db series wb_pinksheet | nominal USD; annual value = mean of 12 months |
pxi_agriculture | world | prices | amount | Pink Sheet commodity price index (2010=100): Agriculture | prices.db wb_pinksheet | nominal |
pxi_base_metals_ex_iron_ore | world | prices | amount | Pink Sheet commodity price index (2010=100): Base Metals (ex. iron ore) | prices.db wb_pinksheet | nominal |
pxi_beverages | world | prices | amount | Pink Sheet commodity price index (2010=100): Beverages | prices.db wb_pinksheet | nominal |
pxi_energy | world | prices | amount | Pink Sheet commodity price index (2010=100): Energy | prices.db wb_pinksheet | nominal |
pxi_fertilizers | world | prices | amount | Pink Sheet commodity price index (2010=100): Fertilizers | prices.db wb_pinksheet | nominal |
pxi_food | world | prices | amount | Pink Sheet commodity price index (2010=100): Food | prices.db wb_pinksheet | nominal |
pxi_grains | world | prices | amount | Pink Sheet commodity price index (2010=100): Grains | prices.db wb_pinksheet | nominal |
pxi_metals_minerals | world | prices | amount | Pink Sheet commodity price index (2010=100): Metals & Minerals | prices.db wb_pinksheet | nominal |
pxi_non_energy | world | prices | amount | Pink Sheet commodity price index (2010=100): Non-energy | prices.db wb_pinksheet | nominal |
pxi_oils_meals | world | prices | amount | Pink Sheet commodity price index (2010=100): Oils & Meals | prices.db wb_pinksheet | nominal |
pxi_other_food | world | prices | amount | Pink Sheet commodity price index (2010=100): Other Food | prices.db wb_pinksheet | nominal |
pxi_other_raw_mat | world | prices | amount | Pink Sheet commodity price index (2010=100): Other Raw Mat. | prices.db wb_pinksheet | nominal |
pxi_precious_metals | world | prices | amount | Pink Sheet commodity price index (2010=100): Precious Metals | prices.db wb_pinksheet | nominal |
pxi_raw_materials | world | prices | amount | Pink Sheet commodity price index (2010=100): Raw Materials | prices.db wb_pinksheet | nominal |
pxi_timber | world | prices | amount | Pink Sheet commodity price index (2010=100): Timber | prices.db wb_pinksheet | nominal |
pxi_total_index | world | prices | amount | Pink Sheet commodity price index (2010=100): Total Index | prices.db wb_pinksheet | nominal |
World Prices Long Record: what things cost, month by month, since 1960
One flat, long-form table of the prices that move the world, ready to join by country and month:
- 70 commodity prices and 16 indices from 1960-01 to 2026-08, monthly: crude oil (Brent, WTI, Dubai), natural gas (US, Europe, Japan LNG), coal, cocoa, coffee, tea, rice, wheat, maize, soybeans, palm oil, sugar, beef, chicken, shrimp, fertilisers (urea, DAP, potash), metals (copper, aluminium, nickel, zinc, tin, iron ore) and gold, silver, platinum.
- Consumer prices for 187 countries from 1970-01 to 2025-03, monthly: headline, food and energy CPI.
- Yearly panel adding Eurostat household gas and electricity prices and US state energy prices (EIA SEDS).
- Computed per-country features: how much food prices rose 2021-2023, how many months energy and food CPI lag world commodity prices, and how unstable headline inflation was 2015-2024.
Nothing is generated by a model. Values are as published by each source; the computed features are documented in feature_doc.
Data as of 2026-11-02 (commodity prices up to 2026-08; World Bank inflation database monthly up to 2025-03).
Quick start
from datasets import load_dataset
m = load_dataset("Lilambd/world-prices", "monthly", split="train")
oil = m.filter(lambda r: r["feature"] == "px_crude_oil_brent")
jp_food = m.filter(lambda r: r["unit"] == "JPN" and r["feature"] == "cpi_food")
Tables
| config | rows | columns |
|---|---|---|
monthly |
220,053 | unit_kind (world / country), unit (WLD or ISO3), grp, period (YYYY-MM), year, month, feature, value, source |
yearly |
26,898 | unit_kind, unit, grp, year, feature, value, source |
features_country |
668 | iso3, feature, value, year, unit, source |
feature_doc |
94 | feature, unit_kind, ledger, kind, definition, source, caveat |
Feature names: px_* are commodity prices in US dollars (units as in the World Bank Pink Sheet, e.g. $/bbl, $/mt, $/kg, $/troy oz); pxi_* are World Bank price indices (2010 = 100); cpi_* are national CPI index levels.
What the numbers say
- August 2026: crude oil average $84.4/bbl, gold $4,411/troy oz, Thai 5% rice $471/mt, arabica coffee $7.97/kg, cocoa $5.95/kg.
- Food prices from the 2021 average to the 2023 average rose most in Venezuela (×12.5), Lebanon (×12.1), Argentina (×4.3) and Turkey (×3.1).
- In 2016-2025 the most volatile monthly series were US natural gas, European natural gas and Kolkata tea; the most stable were EU sugar, timber and tobacco, which behave like administered prices.
Gaps and known limits
- CPI values are index levels and base years differ by country: compare changes, not levels, across countries.
- The World Bank inflation database is monthly only up to 2025-03; later months are not filled or estimated.
- Commodity prices are world benchmark prices, not local retail prices. For local market prices see Lilambd/world-markets.
- Japan's detailed BOJ and Statistics Bureau series and EIA US fuel series exist in the source model but are not in this first release.
Use it in production
For AI agents: 14 more Lilambd open-data APIs (airports, regions, markets, security, travel and more), pay per call with x402 (from $0.005 USDC on Base, no signup), free sample with sample=1, also as an MCP server: https://xsrtcehyqluhvywmaihd.supabase.co/functions/v1/agent-api/llms.txt
Need a monthly feed, a price or country that is not here, or a finished answer ("how exposed is this country's food basket to world prices?")? Write to submissions@lilambd.com.
Related: Lilambd/world-hazard, Lilambd/world-earth, Lilambd/world-signals.
Sources and licence
- World Bank Commodity Price Data (Pink Sheet), monthly and annual. CC BY 4.0.
- World Bank Global Database of Inflation (Ha, Kose and Ohnsorge 2023). CC BY 4.0.
- Eurostat HICP and energy prices (nrg_pc_202 to 205). CC BY 4.0 under the Eurostat reuse policy.
- US Energy Information Administration, State Energy Data System. Public domain.
The derived tables are released under CC BY 4.0. Please cite "Lilambd World Prices Long Record" and the World Bank, Eurostat and EIA.
Maintained by Lilambd. Questions: submissions@lilambd.com
Missing something? Tell us in one line what you'd gladly pay for, if someone made it — one-line form: https://docs.google.com/forms/d/1tzMQtHsEbMg7JyMk7YGqslHijfNTciByi8wrwjQpUPY/viewform (or email submissions@lilambd.com, subject "Data wish"). If enough people ask, we build it, and you get it free.
Used this? Tell us what you used it for, what was missing, and what you used before: https://docs.google.com/forms/d/1tzMQtHsEbMg7JyMk7YGqslHijfNTciByi8wrwjQpUPY/viewform (one minute, no email asked).
Need a specific file or dataset made? Ask here (no promise, quick form): https://docs.google.com/forms/d/e/1FAIpQLSf6V7YALfwE42SaF1re_cLzAoP96TpRg61jE3Nf7UTWEtWRxA/viewform
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