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SOLID Score Module

The SOLID Score Module is designed to assess the level of "credibility" associated with given Solana wallet addresses through on-chain data analysis. By leveraging K-Means clustering, NFT interaction analysis, and risk scores from the Breadcrumbs API and RainFi API, this module provides a comprehensive credibility score for Solana wallets.

Overview

The SOLID Score Module integrates various analytical methods to evaluate the credibility of Solana wallet addresses:

K-Means Clustering: This technique is used to categorize wallets based on their transaction patterns and behaviors.

NFT Interaction Analysis: This involves analyzing the interactions of wallets with Non-Fungible Tokens (NFTs) to assess engagement and activity levels. ##Risk Scores from Breadcrumbs API and RainFi API: The module retrieves risk scores from both the Breadcrumbs and RainFi APIs to incorporate external assessments of wallet risk into the overall credibility score.

Features

Clustering:

Group wallets with similar behaviors using K-Means clustering.

NFT Analysis:

Evaluate wallet activity and engagement in the NFT ecosystem.

Risk Assessment:

Integrate risk scores from the Breadcrumbs API and RainFi API to enhance credibility evaluation.

See https://docs.google.com/document/d/1nCSYwIekbrm7q1V0bLAcvehA75mBYfUgRHSE4odg2vo/edit?usp=sharing for full Algorithm documentation.

NOTE:

  • The flask app is just a simple implementation of the analysis which only integrates the results from various analysis. It doesn't give the breif understanding of the underlaying algorithms
  • Check the seperate .py or .ipynb files made to implement the algorithms to get better understanding of them.

Running the flask app:

  1. Navigate to the "flask app" folder.

  2. pip install -r requirements.txt

    to install the requirements

  3. python run app.py

    to run the app

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