Python based data collection tool which currently supports PJM but will eventually cover everyone else....
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Updated
Oct 22, 2024 - Python
Python based data collection tool which currently supports PJM but will eventually cover everyone else....
Materials of WiDS Texas 2021 Hackathon
Tiny fully-typed python client for the ERCOT Public API
Multi-agent RAG system using LangGraph over ERCOT protocols with retrieval optimization, memory, and web fallback.
PowerConnection.AI applications — energy sales and customer portal
ERCOT plan comparison demo: simulate electricity bill costs from 15-minute usage and weather scenarios, then rank plans (MVP, extensible lakehouse roadmap).
ERCOT BESS arbitrage: LightGBM dispatch adds +$2.6M/yr (100 MW battery) over persistence on 2-year held-out test (77% of ceiling).
Solar supply forecasting model training and MLflow deployment
End-to-end hourly ERCOT electricity demand forecasting: EIA + Open-Meteo data, leakage-safe features, walk-forward backtest (2.67% MAPE, 69% over baseline), CQR-calibrated 80% intervals, and a live interactive Streamlit Grid Planner.
Live nodal LMP price map across US ISOs
Free, open-source TypeScript/JavaScript client for US ISO/RTO energy data. No API key required.
Daily solar and wind curtailment across US ISOs - CAISO, ERCOT. Open source.
ERCOT's 434 GW interconnection queue analyzed in PostgreSQL/PostGIS: trigram POI geolocation, county queue pressure, cohort attrition, and the cost factor
End-to-end analysis of 5 years of ERCOT hourly grid load data, featuring a Winter Storm Uri case study. Built in Python, SQL, and Power BI.
Time-series forecasting of hourly electricity demand in ERCOT regions.
Developmental Phase of EnergyHack2026
Electricity market analysis and grid stress prediction using Python, machine learning, and transmission system insights
Data hub that ingests ERCOT public ESIID data, loads into Postgres, and serves a fuzzy search API. Built in Rust, vendor-agnostic.
Free, open-source Python library for US ISO/RTO energy data (CAISO, ERCOT, MISO, NYISO, ISONE, SPP, PJM) - no API key required. Alternative to gridstatus.
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