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17:38
chat
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17:53
https://apps.fas.usda.gov/opendatawebV2/#/signup
For supply demand data
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17:54
Yahoo Finance API
price data
2️⃣ 🌱 Supply & Demand Reports
USDA API → WASDE Report, Crop Production

FAO API → Global Coffee Production & Trade Statistics
https://www.fao.org/faostat/en/#home
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📈 Market Prices & Volume

Yahoo Finance API → Coffee Futures Prices (KC=F)

Alpha Vantage API → Market Data

🌱 Supply & Demand Reports

USDA API → WASDE Report, Crop Production

FAO API → Global Coffee Production

💵 Macroeconomic Indicators

FRED API → Interest rates, Inflation, Employment

EIA API → Fuel Prices for Transportation

📝 Options Positioning & Futures Sentiment

CFTC COT Data → Commitment of Traders Report (CFTC)
Barchart API → Options Sentiment & Futures Positioning (Free Tier Available)

CBOE → Put/Call Ratios (via Web Scraping)

⛅ Weather Data (Affects Coffee Crop Yields)

OpenWeatherMap API → Real-Time Weather for Coffee Regions

NOAA API → Historical Climate Trends

📦 Coffee Supply Chain Data

ICE US Futures Data → Coffee Warehouse Stocks (via Web Scraping)
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https://www.cftc.gov/MarketReports/CommitmentsofTraders/index.htm
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📦 Major Commodity Market Categories
🔹 1. Energy
WTI Crude (CME NYMEX)

Brent Crude (ICE Futures Europe)

Natural Gas (CME NYMEX)

RBOB Gasoline

Heating Oil

EUA/UKA Carbon Futures (ICE ENDEX)

✅ ~6 Major Energy Contracts

🌾 2. Agricultural & Soft Commodities
🥖 Grains & Oilseeds (CME CBOT)
Corn

Wheat (SRW, HRW, Spring)

Soybeans (+ soybean meal, oil)

Oats

Rough Rice

☕ Softs (ICE US)
Coffee

Cocoa

Sugar

Cotton

Orange Juice

✅ ~12 Major Agri/Soft Contracts
🛢️ 3. Metals
🪙 Precious (COMEX, CME, TOCOM)
Gold

Silver

Platinum

Palladium

🏗️ Industrial (COMEX, LME)
Copper

Aluminum (LME)

Zinc

Nickel

Tin

Lead

✅ ~10 Major Metal Markets
🧾 4. Environmental Markets
EUA (European Union Allowances) – ICE ENDEX

UKA (UK Carbon Allowances) – ICE FUTURES EUROPE

California Carbon Allowances (CCA) – ICE US

✅ ~3–4 liquid environmental futures
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🏛️ 5. Financial Commodities (Index Futures)
While not physical commodities, index futures often traded alongside:

S&P 500 / E-mini / Micro

NASDAQ (NQ)

Dow (YM)

DAX (Eurex)

STOXX 50 (Eurex)

✅ ~5 traded “commodity-like” index futures

📊 Estimated Count of Major Commodity Markets
Category	Estimated Major Contracts
Energy	6
Agriculture / Softs	12
Metals	10
Environmental/Carbon	4
Financial/Index Futures	5
🎯 Total: ~35–40 major commodity markets traded globally on public exchanges.
You
18:19
https://git-scm.com
Hover over a message to pin it
keep
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18:31
🌍 2. NASA Harvest / GES DISC / LP DAAC
NASA’s contribution to agriculture & food security monitoring.

✅ Products:
MODIS, VIIRS, SMAP, and Landsat 8/9

Crop phenology, yield models

NDVI, surface temperature, soil moisture

🔗 API / Tools:
NASA Earthdata Search

LP DAAC APIs (MODIS, SMAP)

GES DISC APIs

✅ Great for global-scale crop health tracking.
🛰️ 3. Planet API (Commercial, High-Res)
Daily 3–5m resolution satellite imagery. Used by hedge funds, agri-tech, & analysts.

✅ Features:
3m resolution imagery

Near real-time crop monitoring

Field-level yield prediction

Cloud-free composite generation

🔗 API: https://developers.planet.com/docs/
Python SDK available

📦 Free trial available; paid plans for large-scale use.
🧠 4. OpenET API (Evapotranspiration & Irrigation)
Track crop water use via satellite — vital for yield and drought analysis.

✅ Data:
Landsat-based evapotranspiration (ET)

Available for western U.S. and expanding

🔗 https://openetdata.org/api
🌐 5. Gro Intelligence API (Crop Forecasts + Satellite Fusion)
Commercial API aggregating satellite, weather, economics & trade data.

Global crop forecasts

Custom yield models

Soil/climate overlays

🔗 https://gro-intelligence.com
💰 Requires subscription but highly respected.
🛰️ 6. Radiant Earth / Sentinel API (AI + Satellite for Crops)
AI-ready satellite imagery datasets for crop classification.

Public datasets for machine learning

Available through Radiant MLHub

🔗 https://www.radiant.earth/
Startup
