Model comparison

PunkPredictor vs punks.auction

Same sales, same timeframe, same historical moment. Switch to DeepNFTValue for the retained benchmark.

Benchmark
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Active view uses only sales where both models had a valuation.

Mean Error
Live benchmark tracked
PunkPredictor vs punks.auction
20.28% lower vs legacy DeepNFTValue
Median Error
Live benchmark tracked
PunkPredictor vs punks.auction
27.43% lower vs legacy DeepNFTValue
Backtested Profit
2,099.42Ξ
PunkPredictor backtest profit
24.14% higher vs legacy DeepNFTValue

Model scores

PunkPredictor
Mean Error
6.89%
Median Error
4.85%
Backtest Profit
2099.42Ξ
punks.auction
Mean Error
N/A
Median Error
N/A
Backtest Profit
0.00Ξ
DeepNFTValueLegacy benchmark
Mean Error
8.64%
Median Error
6.68%
Backtest Profit
1691.13Ξ

Cumulative median accuracy

Paired benchmark rows only

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Punk ID Picture Sold for PunkPredictor PP % Error punks.auction punks.auction % Error Date

PunkPredictor Backtest

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Understanding the Backtest Analysis

This backtest simulates trading strategies based on both models' predictions from historical CryptoPunk sales data:

  • Trade Selection: A trade opportunity is identified when a Punk is sold and at least one model predicts a higher value than the sale price.
  • Trade Decision: ✓ indicates the model would have taken the trade (predicted value > buy price), ✗ indicates it would not.
  • Profit Calculation: Actual sell price - buy price.
  • Success Rate: % of trades that resulted in profit.
  • Total Profit: Sum of all profits/losses from trades in ETH.
  • Average Profit: Total profit divided by number of trades in ETH.

DeepNFTValue Backtest

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punks.auction Backtest

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Punk ID Picture Buy Date Buy Price PunkPredictor valuation back then PunkPredictor Trade punks.auction valuation back then punks.auction Trade DeepNFTValue valuation back then DeepNFTValue Trade Sell Date Sell Price Profit Profit %