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Bitcoin Energy Accountability - Site×Grid Baseline & Net Impact Scoring (NIS)

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Note: This is an early-stage research project maintained alongside academic work and side projects; the goal is transparent documentation and reproducibility, not a peer-reviewed claim at this stage.

This repository contains data and code for a site-level ("site×grid") baseline assessment of Bitcoin mining electricity use and location-based Scope 2 emissions, plus an auditable extension: a conservative Net Impact Score (NIS) framework.

What this is (and what it is not)

Baseline (auditable)

  • Unit of analysis: mining site paired with its electricity accounting zone
  • Emissions boundary: location-based Scope 2 (annual average intensity by official zone)
  • Outputs: site-level and operator-level annual MWh and tCO₂ (plus zone summaries)

NIS (conservative extension)

NIS assigns credits only when backed by publicly auditable evidence (e.g., time-stamped curtailed MWh tied to program settlements; hourly time-matched clean procurement in the same zone).
If evidence is missing, credits default to zero.

NIS does not replace the baseline. It is a layered framework designed to evolve with disclosures.

Repository structure

  • data/processed/
    • v0.1/ - baseline snapshot (site table + operator/zone rollups + data dictionary)
  • data/wip/
    • intermediate tables (may contain temporary columns / fixes)
  • docs/ - methodology notes, assumptions, changelog (recommended)
  • paper/ - draft manuscript (optional; clearly labeled not peer-reviewed)
  • notebooks/ - exploratory notebooks (clearly labeled if WIP)

Reproduce

  1. Install dependencies (Python ≥3.10): pandas, numpy, matplotlib
  2. Run: python scripts/build_operator_tables.py (or open the replication notebook if provided)
  3. Outputs are regenerated from the site-level CSV.

How to cite

Please cite this repository using the commit hash and access date. A CITATION.cff will be provided when the first snapshot release is tagged.

Contact

  • Author: Paul Engerran
  • Issues & suggestions: please open a GitHub issue with sources/links.

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