Comprehensive Analysis of Token Data and Literature Review on AI Ethics: Insights from ERC20 and ERC271 Tokens, Chainlink and Bored Ape Yacht Club

Project Information

Project Summary

This project involves a comprehensive analysis of various token data from Infura, alchemy, and QuickNode. Specifically, Ace analyzed ERC20 and ERC271 tokens, focusing on Chainlink and tokens from the Bored Ape Yacht Club, respectively. In addition, the project also involves an extensive literature review of AI Ethics, analyzing a pool of papers to establish word connections. The project utilized advanced data analytics tools to identify the most commonly used words in the title and abstract, as well as the most frequently paired words.

Table of Contents

Data

Code

Spotlight

Figure 1: Word Cloud

image

Figure 1, the word cloud, is a visual representation of a collection of words where the size of each word is determined by its frequency or importance within the text. The more frequently a word appears in the text, the larger it appears in the word cloud. Word clouds are often used to provide a quick overview or summary of a large text dataset and help to identify key themes or topics.

In this case, the word cloud suggests that there is a growing concern about the ethical implications of AI in the legal system. Other words that are also prominent in the word cloud include “AI”,” “Legal,” “Artificial,” “Intelligence,” “Ethical,” and “Issue,” which further reinforce the idea that there are complex and multifaceted issues related to the intersection of AI and the legal system. Overall, the word cloud suggests that there is a need for thoughtful consideration and discussion of the ethical, legal, and social implications of AI in the legal field.

Source: Relevant Literature: AI Ethics Created by WordCloud

Figure 2: Bigram

Bigram

Figure 2, a bigram, is a sequence of two words that occur together in a text. PMI (Pointwise Mutual Information) is a measure of how often two words occur together compared to how often we would expect them to occur by chance. When the PMI value is high, it indicates that the two words are strongly associated with each other.

In this case, the highest PMI is between “Artificial” and “Intelligence,” and “AI” and “Issues,” also implying the growing concern about the ethical implications of AI in the legal system.

Source: Relevant Literature: AI Ethics Created by WordCloud

References

Data Source

Code Source

Literature

Chicago Author-Date

BibTex

@misc{_2018_chainlink,
  author = {, Crypto.com},
  title = {Chainlink Price | LINK Price, USD converter, Charts | Crypto.com},
  url = {https://crypto.com/price/chainlink},
  urldate = {2023-01-29},
  year = {2018},
  organization = {https://crypto.com/price/chainlink}
}

@misc{_2017_blockchain,
  author = {, Chainlink Foundation},
  title = {Blockchain Oracles for Hybrid Smart Contracts | Chainlink},
  url = {https://chain.link/},
  year = {2017},
  organization = {chain.link}
}

@misc{_2017_chainlink,
  author = {, Chainlink Foundation},
  title = {Chainlink Labs},
  url = {https://chainlinklabs.com/},
  year = {2017},
  organization = {chainlinklabs.com}
}

@misc{_2023_ethereum,
  author = {, ethereum.org},
  title = {Ethereum upgrades (formerly 'Eth2')},
  url = {https://ethereum.org/en/upgrades/},
  year = {2023},
  organization = {ethereum.org}
}

@misc{_2020_what,
  author = {, consensys},
  month = {05},
  title = {What is Ethereum 2.0?},
  url = {https://consensys.net/blog/blockchain-explained/what-is-ethereum-2/},
  year = {2020},
  organization = {ConsenSys}
}

@misc{hayward_2021_what,
  author = {Hayward, Decrypt / Andrew},
  month = {09},
  title = {What is Bored Ape Yacht Club? The Celebrity NFT of Choice},
  url = {https://decrypt.co/resources/what-is-bored-ape-yacht-club-the-celebrity-nft-of-choice},
  year = {2021},
  organization = {Decrypt}
}

@misc{_2023_bored,
  author = {, Coinbase},
  publisher = {Coinbase},
  title = {Bored Ape Yacht Club BAYC},
  url = {https://www.coinbase.com/price/bored-ape-yacht-club},
  year = {2023},
  organization = {coinbase.com}
}

@misc{_2018_decentralized,
  author = {, Tsankov, P., Danışman, E., Khun, T., Bindschaedler, C., Coppens, B., Holz, R., & Gervais, A. },
  publisher = {arXiv preprint arXiv:1808.09292.},
  title = {Decentralized oracle networks: A survey and taxonomy.},
  year = {2018}
}

@misc{joshi_2021_exploring,
  author = {Joshi, M.},
  publisher = {SSRN Electronic Journal},
  title = {Exploring the Bored Ape Yacht Club: An Analysis of a Crypto-Collectible},
  url = {https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3856010},
  year = {2021}
}
![image](https://user-images.githubusercontent.com/122700704/232028040-7fd90cfc-1558-4b40-ae3e-65c03797d018.png)


pip3 install ethereum-etl