Trust Dynamics and Market Behavior in Cryptocurrency: A Comparative Study of Centralized and Decentralized Exchanges
by Xintong Wu, Wanlin Deng, Yutong Quan and Luyao Zhang*
(* the corresponding author: [email protected])
Figure 1. Overview of the article: created by Miro.
Figure 2. Data collected flowchart: created by Miro.
For collecting data from the flipside, please refer to flipsidecrypto.xyz.
Data Files | Data Type | Data Content |
---|---|---|
1_Price.csv | Queried | WETH Daily Price |
2_CEX_to_DEX.csv | Queried | CEX to DEX Transaction Flow |
2_DEX_to_CEX.csv | Queried | DEX to CEX Transaction Flow |
2_Netflow.csv | Queried | NetFlow |
- WETH Daily Price
Variable Name | Description | Frequency | Unit | Type |
---|---|---|---|---|
DATE | Date of price | Daily | Date | Date |
Price | Daily price of WETH | Daily | USD | Numeric |
- Transaction between CEX and DEX
Variable Name | Description | Frequency | Unit | Type |
---|---|---|---|---|
DATE | Date of transfer | Daily | Date | Date |
N_TRANSFER | Number of transfers | Daily | Count | Integer |
USER | User identifier | Daily | Count | Integer |
AMOUNT_USD | Amount in USD | Daily | USD | Numeric |
AMOUNT_ETH | Amount in ETH | Daily | ETH | Numeric |
CEX | Centralized Exchange | Daily | Text | Categorical |
DEX | Decentralized Exchange | Daily | Text | Categorical |
- Netflow between CEX and DEX
Variable Name | Description | Frequency | Unit | Type |
---|---|---|---|---|
DATE | Transaction Date | Daily | Date | Date |
USER |
User Interaction with DEX | Daily | Count | Integer |
USER |
User Interaction with CEX | Daily | Count | Integer |
Net User | Net User Interaction | Daily | Count | Integer |
Amount |
Amount Related to DEX | Daily | USD | Numeric |
Amount |
Amount Related to CEX | Daily | USD | Numeric |
Net Amount ETH | Net ETH Amount | Daily | ETH | Numeric |
Amount $ |
Amount in USD Related to DEX | Daily | USD | Numeric |
Amount $ |
Amount in USD Related to CEX | Daily | USD | Numeric |
Net Amount $ | Net USD Amount | Daily | USD | Numeric |
Data Files | Data Type | Data Content |
---|---|---|
1_price_statistics_data.csv | Analyzed | statistics data of WETH daily price |
2_cex_to_dex_statistics_data.csv | Analyzed | statistics data of CEX to DEX transaction flow |
2_dex_to_cex_statistics_data.csv | Analyzed | statistics data of DEX to CEX transaction flow |
2_netflow_statistics_data.csv | Analyzed | statistics data of NetFlow |
- WETH Daily Price
Variable Name | Description | Frequency | Unit | Type |
---|---|---|---|---|
DATE | Date of price | Daily | Date | Date |
Mean_PreviousMonth | Mean price of Previous Month | Monthly | USD | Numeric |
Mean_NextMonth | Mean price of Next Month | Monthly | USD | Numeric |
Mean_Difference | Price difference between Next Month and Previous Month | Monthly | USD | Numeric |
- Transaction between CEX and DEX
Variable Name | Description | Frequency | Unit | Type |
---|---|---|---|---|
DATE | Date of transfer | Daily | Date | Date |
Mean_PreviousMonth | Mean transaction of Previous Month | Monthly | USD | Numeric |
Mean_NextMonth | Mean transaction of Next Month | Monthly | USD | Numeric |
Mean_Difference | Transaction difference between Next Month and Previous Month | Monthly | USD | Numeric |
- Netflow between CEX and DEX
Variable Name | Description | Frequency | Unit | Type |
---|---|---|---|---|
DATE | Date of transfer | Daily | Date | Date |
Mean_PreviousMonth | Mean newflow transaction of Previous Month | Monthly | USD | Numeric |
Mean_NextMonth | Mean newflow transaction of Next Month | Monthly | USD | Numeric |
Mean_Difference | Newflow transaction difference between Next Month and Previous Month | Monthly | USD | Numeric |
Code Type | Google Colab File Name |
---|---|
Collection | Data_Collection.ipynb |
Analysis | Data_Analysis.ipynb |
./Images/Price.png |
DEX to CEX | ./Images/DtC.png | |
DEX to CEX | ./Images/CtD.png | |
NetFlow | ./Images/Net.png |
Binance WETH trading process | ./Images/Binance.png | |
Uniswap WETH trading process | ./Images/Uniswap.png |
Data Reference: flipsidecrypto ( https://flipsidecrypto.xyz/)
Code Reference: flipsidecrypto/siavashj (https://flipsidecrypto.xyz/siavashj/q/1sPLGdSteDlQ)