Materials of WiDS Texas 2021 Hackathon
-
Updated
Jun 20, 2021 - Python
Materials of WiDS Texas 2021 Hackathon
Python based data collection tool which currently supports PJM but will eventually cover everyone else....
Tiny fully-typed python client for the ERCOT Public API
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).
Multi-agent RAG system using LangGraph over ERCOT protocols with retrieval optimization, memory, and web fallback.
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.
ERCOT large-load interconnection queue tracker: history, zone scorecards, and Batch Zero explainer
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.
Solar supply forecasting model training and MLflow deployment
Compare what you pay for electricity with what the grid pays - live wholesale vs residential retail
ERCOT BESS arbitrage: LightGBM dispatch adds +$2.6M/yr (100 MW battery) over persistence on 2-year held-out test (77% of ceiling).
ERCOT battery energy-arbitrage backtester: LP-optimal daily dispatch over 2.5 years of real day-ahead prices, +27-33% vs naive baseline
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.
Free, open-source TypeScript/JavaScript client for US ISO/RTO energy data. No API key required.
ERCOT Site Clearance: draw a search area, score county-level queue pressure, peer timelines, and market stress
Time-series forecasting of hourly electricity demand in ERCOT regions.
Live nodal LMP price map across US ISOs
Developmental Phase of EnergyHack2026
Add a description, image, and links to the ercot topic page so that developers can more easily learn about it.
To associate your repository with the ercot topic, visit your repo's landing page and select "manage topics."