Update README.md

README.md

@@ -56,33 +56,35 @@ Tools used in this process:
 Code is available on [GitHub](https://github.com/mriusero/defi-user-behavior-clustering) and ETL process documentation is explained [here](https://github.com/mriusero/defi-user-behavior-clustering/blob/main/docs/etl_pipeline_flow.md).  
 
 ---
-## Subsets
+# Subsets
 
 ### `users.parquet`
-This file focuses on user-level data and is aimed at answering questions related to user behavior, activity trends, and protocol interactions. Potential use cases include:  
-- Analyzing the lifecycle of user activity in DeFi.  
-- Identifying power users or dormant users.  
-- Mapping the interaction between users and various protocols.  
----
-- **`address`** *(string)*: The wallet address of the user.
-- **`first_seen`** *(datetime)*: The first recorded activity of the user.
-- **`last_seen`** *(datetime)*: The most recent activity of the user.
-- **`protocol_types`** *(list/string)*: Types of protocols the user interacted with.
-- **`protocols_used`** *(list/string)*: Specific protocols the user interacted with.
-- **`received_count`** *(integer)*: The total number of transactions received by the user.
-- **`total_received (ETH)`** *(float)*: The total amount of ETH received by the user.
-- **`sent_count`** *(integer)*: The total number of transactions sent by the user.
-- **`total_sent (ETH)`** *(float)*: The total amount of ETH sent by the user.
-- **`transactions`** *(integer)*: The total number of transactions the user participated in.
+  This file focuses on user-level data and is aimed at answering questions related to user behavior, activity trends, and protocol interactions.   
+  Potential use cases include:    
+    - Analyzing the lifecycle of user activity in DeFi.  
+    - Identifying power users or dormant users.  
+    - Mapping the interaction between users and various protocols.
+  
+* **`address`** *(string)*: The wallet address of the user.
+* **`first_seen`** *(datetime)*: The first recorded activity of the user.
+* **`last_seen`** *(datetime)*: The most recent activity of the user.
+* **`protocol_types`** *(list/string)*: Types of protocols the user interacted with.
+* **`protocols_used`** *(list/string)*: Specific protocols the user interacted with.
+* **`received_count`** *(integer)*: The total number of transactions received by the user.
+* **`total_received (ETH)`** *(float)*: The total amount of ETH received by the user.
+* **`sent_count`** *(integer)*: The total number of transactions sent by the user.
+* **`total_sent (ETH)`** *(float)*: The total amount of ETH sent by the user.
+* **`transactions`** *(integer)*: The total number of transactions the user participated in.
 
 ---
 
 ### `market.parquet`
-This file aggregates market-related data over time intervals, offering insights into protocol performance and market dynamics. Objectives include:  
-- Understanding market trends across DeFi protocols and tokens.  
-- Analyzing trading volumes, transaction activity, and price fluctuations.  
-- Identifying periods of high or low activity for specific tokens or protocols.  
----
+  This file aggregates market-related data over time intervals, offering insights into protocol performance and market dynamics.  
+  Objectives include:  
+    - Understanding market trends across DeFi protocols and tokens.  
+    - Analyzing trading volumes, transaction activity, and price fluctuations.  
+    - Identifying periods of high or low activity for specific tokens or protocols.
+  
 - **`timestamp`** *(datetime)*: The time when the data was recorded.
 - **`blockchain`** *(string)*: The blockchain network (e.g., Ethereum, Binance Smart Chain).
 - **`protocol_name`** *(string)*: The name of the protocol associated with the data.
@@ -114,11 +116,12 @@ This file aggregates market-related data over time intervals, offering insights
 ---
 
 ### `transactions.parquet`
-This file provides granular transaction-level data, which is crucial for understanding the flow of assets within the DeFi ecosystem. Applications include:  
-- Tracing the movement of funds between addresses.  
-- Analyzing transaction costs (gas) and failure rates.  
-- Identifying anomalous or fraudulent transactions.  
----
+  This file provides granular transaction-level data, which is crucial for understanding the flow of assets within the DeFi ecosystem.   
+  Applications include:   
+    - Tracing the movement of funds between addresses.  
+    - Analyzing transaction costs (gas) and failure rates.  
+    - Identifying anomalous or fraudulent transactions.
+
 - **`timestamp`** *(datetime)*: The time when the transaction occurred.
 - **`transaction_hash`** *(string)*: The unique hash identifying the transaction.
 - **`from`** *(string)*: The sender's wallet address.
@@ -133,11 +136,12 @@ This file provides granular transaction-level data, which is crucial for underst
 ---
 
 ### `contracts.parquet`
-This file documents details about the smart contracts associated with various DeFi protocols. It supports:  
-- Categorizing contracts by protocol, type, and use case.  
-- Analyzing the adoption of specific contract standards (e.g., ERC-20, ERC-721).  
-- Exploring the relationship between contract attributes and protocol performance.  
----
+  This file documents details about the smart contracts associated with various DeFi protocols.   
+  It supports:  
+    - Categorizing contracts by protocol, type, and use case.  
+    - Analyzing the adoption of specific contract standards (e.g., ERC-20, ERC-721).  
+    - Exploring the relationship between contract attributes and protocol performance.
+  
 - **`contract_address`** *(string)*: The unique address of the smart contract.
 - **`blockchain`** *(string)*: The blockchain network where the contract is deployed.
 - **`type`** *(string)*: The type of contract (e.g., ERC-20, ERC-721).