Decoding Social Sentiment in DAO: A Comparative Analysis of Blockchain Governance Communities

Supplementary resources, data, and code

by Yutong Quan, Xintong Wu, Wanlin Deng and Luyao Zhang*

(* the corresponding author: [email protected])

Figure 1. Overview of the article: created by Whimsical.

Data

Figure 2. Data processed flowchart: created by Whimsical.

Collected Data

For collecting data from Discord, please refer to DiscordChatExporter. DiscordChatExporter is an application that can be used to export message history from any Discord channel to a file.

Data File Information

DeFi Protocols	Data File	Channel	Start Date	End Date	Message Count
Aave	Aave Community - ┌────AAVE Token────┐ - 📜governance [605528212239286312].csv	governance	8/2/2019	7/27/2023	3,844
Uniswap	Uniswap - Governance - 🏛│governance [755969053280960533].csv	governance	9/17/2020	8 13/2023	11,583
Curve DAO	Curve Finance - General - curve-governance [745257323487953036].csv	curve-governance	8/18/2020	8/15/2023	8,774
Aragon	Aragon 🦅 - DAO Builders - dao-builders-chat [1036975360551702568].csv	dao-builders-chat	11/20/2022	8/15/2023	702
yearn.finance	Yearn Talk - general - 🗳governance [734805853768777738].csv	governance	7/20/2020	8/2/2023	7,214
Merit Circle	Merit Circle - 💬 Chats & Voice──────────── - ╭💬・general-chat [942785405617582110].csv	general-chat	2/14/2022	8/15/2023	34,786
Balancer	Balancer - 🏡 _ Discussions - 💬︲general-chat [638460494168064025].csv	general-chat	11/29/2019	8/15/2023	51,707

Data Dictionary

Variable Name	Unit	Data Type	Description
AuthorID	Count	int64	This identifier uniquely distinguishes the authors of the discussions, allowing for tracking and attribution.
Author	Name	int64	The name or username of the discussion participants.
Date_original	Minutes	int64	The timestamp indicates when each discussion occurred, providing a temporal dimension to the dataset (shown in minutes).
Date	Days	int64	The timestamp indicates when each discussion occurred, providing a temporal dimension to the dataset (shown in days).
Content	Text	int64	The textual content of the discussions, including messages, comments, and replies.
Attachments	File/Link/Image	int64	Information regarding any attached files, images, or media shared within the discussions.
Reactions	Emoji	int64	A record of reactions, such as emojis, associated with each discussion, offering insights into community engagement and sentiment.

Analyzed Data

Data File Information

DeFi Protocols	Data File	Description
Aave	aave_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Aave.
	aave_daily_sentiment.csv	This file contains the daily sentiment score of discussion in the Aave community on Discord.
	aave_user_sentiment.csv	This file includes the user-based sentiment score of discussion in the Aave community on Discord.
	aave_volume_discord.csv	This file presents the daily discussion volume for the Aave community on Discord.
Uniswap	uniswap_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Uniswap.
	uniswap_daily_sentiment.csv	This file includes the user-based sentiment score of discussion in the Uniswap community on Discord.
	uniswap_user_sentiment.csv	This file presents the daily discussion volume for the Uniswap community on Discord.
	uniswap_volume_discord.csv	This file presents the daily discussion volume for the Uniswap community on Discord.
Curve Dao	curve_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Curve Dao.
	curve_daily_sentiment.csv	This file includes the user-based sentiment score of discussion in the Curve Dao community on Discord.
	curve_user_sentiment.csv	This file presents the daily discussion volume for the Curve Dao community on Discord.
	curve_volume_discord.csv	This file presents the daily discussion volume for the Curve Dao community on Discord.
Aragon	aragon_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Aragon.
	aragon_daily_sentiment.csv	This file includes the user-based sentiment score of discussion in the Aragon community on Discord.
	aragon_user_sentiment.csv	This file presents the daily discussion volume for the Aragon community on Discord.
	aragon_volume_discord.csv	This file presents the daily discussion volume for the Aragon community on Discord.
Yearn Finance	yearnfinance_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Yearn Finance.
	yearnfinance_daily_sentiment.csv	This file includes the user-based sentiment score of discussion in the Yearn Finance community on Discord.
	yearnfinance_user_sentiment.csv	This file presents the daily discussion volume for the Yearn Finance community on Discord.
	yearnfinance_volume_discord.csv	This file presents the daily discussion volume for the Yearn Finance community on Discord.
Merit Circle	meritcircle_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Merit Circle.
	meritcircle_daily_sentiment.csv	This file includes the user-based sentiment score of discussion in the Merit Circle community on Discord.
	meritcircle_user_sentiment.csv	This file presents the daily discussion volume for the Merit Circle community on Discord.
	meritcircle_volume_discord.csv	This file presents the daily discussion volume for the Merit Circle community on Discord.
Balancer	balancer_cleaned_discord.csv	This file provided the preprocessed content from the collected dataset of Balancer.
	balancer_daily_sentiment.csv	This file includes the user-based sentiment score of discussion in the Balancer community on Discord.
	balancer_user_sentiment.csv	This file presents the daily discussion volume for the Balancer community on Discord.
	balancer_volume_discord.csv	This file presents the daily discussion volume for the Balancer community on Discord.

Data Dictionary

File Classification	Variable Name	Unit	Data Type	Description
DeFi_cleaned_discord.csv	AuthorID	Count	int64	This identifier uniquely distinguishes the authors of the discussions, allowing for tracking and attribution.
	Author	Name	int64	The name or username of the discussion participants.
	Date_original	Minutes	int64	The timestamp indicates when each discussion occurred, providing a temporal dimension to the dataset (shown in minutes).
	Date	Days	int64	The timestamp indicates when each discussion occurred, providing a temporal dimension to the dataset (shown in days).
	Content	Text	int64	The textual content of the discussions, including messages, comments, and replies.
	Attachments	File/Link/Image	int64	Information regarding any attached files, images, or media shared within the discussions.
	Reactions	Emoji	int64	A record of reactions, such as emojis, associated with each discussion, offering insights into community engagement and sentiment.
	Preprocessed	Text	int64	The preprocessed textual content of the discussions with lowercasing, URL removal, special character removal, tokenization, stopword removal, and punctuation removal.
DeFi_daily_sentiment.csv	Date	Days	datetime64	The timestamp indicates when each discussion occurred, providing a temporal dimension to the dataset (shown in days).
	Sentiment Score	Range=[-1,1]	int64	The calculated average sentiment score for each day with discussion occurred.
DeFi_user_sentiment.csv	AuthorID	Count	int64	This identifier uniquely distinguishes the authors of the discussions, allowing for tracking and attribution.
	Average_Sentiment_Score	Range=[-1,1]	int64	The calculated average sentiment score for each author who participated in the discussion.
DeFi_volume_discord.csv	Date	Days	datetime64	The timestamp indicates when each discussion occurred, providing a temporal dimension to the dataset (shown in days).
	Discord Volume	Count	int64	The daily discussion volume on DeFi protocols' Discord channel.

Code

DeFi Protocols	Google Colab File Name
Aave	Aave.ipynb
Uniswap	Uniswap.ipynb
Curve Dao	Curve_Dao.ipynb
Aragon	Aragon.ipynb
yearn.finance	yearn_finance.ipynb
Merit Circle	Merit_Circle.ipynb
Balancer	Balancer