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beanflows/chatnotes.md
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S
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chat
S
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https://apps.fas.usda.gov/opendatawebV2/#/signup
For supply demand data
S
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Yahoo Finance API
price data
2⃣ 🌱 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
✅ ~34 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: ~3540 major commodity markets traded globally on public exchanges.
You
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https://git-scm.com
Hover over a message to pin it
keep
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🌍 2. NASA Harvest / GES DISC / LP DAAC
NASAs 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 35m 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