Estimate the total emissions for popular CryptoArt platforms.

Overview

cryptoart-footprint

Estimate the total CO2 footprint for popular CryptoArt platforms. The goal is to accurately quantify the ecological damage of Ethereum 1.0 PoW-backed CryptoArt platforms.

To estimate the footprint for a specific Ethereum wallet or contract (up to 10,000 transactions) try carbon.fyi. To estimate the footprint of a specific artwork try cryptoart.wtf.

Status as of March 8, 2021:

Platform Gas Transactions kgCO2
OpenSea 143,595,457,124 650,670 45,538,734
Nifty Gateway 22,066,205,976 80,700 8,317,022
Rarible 20,481,970,952 162,561 6,593,793
Makersplace 20,085,695,013 64,142 5,403,452
SuperRare 13,477,071,163 147,399 3,877,450
Foundation 3,238,001,997 20,239 1,570,449
Known Origin 4,430,905,450 18,110 1,341,819
Zora 1,315,299,735 4,859 583,004
Async 1,413,941,801 14,404 350,863

Run

First, sign up for an API key at Etherscan. Create env.json and add the API key. It should look like:

{
    "etherscan-api-key": "<etherscan-api-key>"
}

Install requests pip install requests if it is not already available.

Then run the script: python cryptoart-footprint.py > footprint.tsv

This may take longer the first time, while your local cache is updated.

To also estimate the footprint for Nifty Gateway, add the --ng flag. This takes much longer than other platforms, because Nifty Gateway uses a separate smart contract per exhibition/drop.

Methodology

The footprint of a platform is the sum of the footprints for all artwork on the platform. Most platforms use a few Ethereum contracts to handle all artworks. For each contract, we download all the transactions associated with the contract from Etherscan. Then for each transaction, we compute the kgCO2/gas footprint for that day, based on three values:

  1. The emissions intensity in kgCO2/kWh for the entire Ethereum network. This is an average of the emissions intensity for each mining pool in 2019, weighted by their percentage of the hashrate.
  2. The total power used during that day, estimated by Digiconomist.
  3. The total gas used during that day, measured by Etherscan.

The total kgCO2 for a platform is equal to the sum of the gas used for each transaction times the kgCO2/gas on that day. Finally, we add 20% to handle "network inefficiencies and unnaccounted for mining pools" as described by Offsetra.

Limitations

  • Digiconomist's Bitcoin estimates have been criticized as low (5x too low) or high (2x too high) compared to other estimates. It may be possible to make a more accurate estimate for Ethereum following a different methodology, based on the available mining hardware and corresponding power usage. That said, even the official Ethereum website references Digiconomist when discussing the power usage.
  • Mining pool locations and the corresponding emissions intensity may have changed significantly from the 2019 values. A full correction might correspond to a +/-50% change.
Owner
Kyle McDonald
Artist working with code.
Kyle McDonald
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