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+S
+17:38
+chat
+S
+17:53
+https://apps.fas.usda.gov/opendatawebV2/#/signup
+For supply demand data
+S
+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
+S
+17:56
+📈 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)
+S
+18:01
+https://www.cftc.gov/MarketReports/CommitmentsofTraders/index.htm
+S
+18:05
+📦 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
+S
+18:06
+🏛️ 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
+S
+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