Materials of WiDS Texas 2021 Hackathon
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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
Build live dashboards on real-time energy, weather and property data — the Next.js front end and workspace for the Dryos data marketplace.
ERCOT plan comparison demo: simulate electricity bill costs from 15-minute usage and weather scenarios, then rank plans (MVP, extensible lakehouse roadmap).
End-to-end ERCOT battery trading system: LightGBM price forecasting feeding a MILP dispatch optimizer, backtested to 70% of the perfect-foresight arbitrage ceiling.
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.
Every AI decision in Texas and the source behind it.
ERCOT large-load interconnection queue tracker: history, zone scorecards, and Batch Zero explainer
ERCOT BESS arbitrage: LightGBM dispatch adds +$2.6M/yr (100 MW battery) over persistence on 2-year held-out test (77% of ceiling).
Free, open-source TypeScript/JavaScript client for US ISO/RTO energy data. No API key required.
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.
Compare what you pay for electricity with what the grid pays - live wholesale vs residential retail
Solar supply forecasting model training and MLflow deployment
Live nodal LMP price map across US ISOs
Developmental Phase of EnergyHack2026
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