Update README.md

README.md

@@ -24,14 +24,14 @@ You can also refer to [BigQuery](https://console.cloud.google.com/bigquery?p=big
 
 
 
-#### On chain Data Infomation
+### On-chain Data Infomation
 | Data Files  | Data Type | Data Content |
 | ------------- | ------------- | ------------- |
-| [ETH-NFT-airdrop.csv](https://github.com/JingfengSteven/Chain_Science_24/blob/64c1cc6b642d8df8285cec8fd78b34f60ba66ecb/data/ETH-NFT-airdrop.csv)  | Raw Data  | Critical indicators related to gas during NFT airdrop period |
-| [ETH-Normal.csv](https://github.com/JingfengSteven/Chain_Science_24/blob/64c1cc6b642d8df8285cec8fd78b34f60ba66ecb/data/ETH-Normal.csv)  | Raw Data  | Critical indicators related to gas during normal period  |
+| [ETH-Token-airdrop.csv](https://huggingface.co/datasets/dkublockchain/FinML_Chain/blob/main/data/eth-onchain-03%3A2023_04%3A2023.csv)  | Raw Data  | Critical indicators related to gas during NFT airdrop period |
+| [ETH-Normal.csv](https://huggingface.co/datasets/dkublockchain/FinML_Chain/blob/main/data/eth-onchain-06%3A2023-07%3A2023.csv)  | Raw Data  | Critical indicators related to gas during normal period  |
 
 #### On chain Data Dictionary
-- **ETH-NFT-airdrop.csv and ETH-Normal.csv**
+- **ETH-Token-airdrop.csv and ETH-Normal.csv**
 
 | Variable Name          | Description                       | Type    |
 |------------------------|-----------------------------------|---------|
@@ -51,7 +51,7 @@ You can also refer to [BigQuery](https://console.cloud.google.com/bigquery?p=big
 | Y<sub>t                | Response variable equals to the gas_fraction| Numeric |
 
 
-### Off chain Data Information
+### Off-chain Data Information
 
 | Variable Name          | Description                       | Type    |
 |------------------------|-----------------------------------|---------|
@@ -62,5 +62,14 @@ You can also refer to [BigQuery](https://console.cloud.google.com/bigquery?p=big
 
 | Code Files  | Code Description |
 | ------------- | -------------  | 
-| [blockChainGasPrediction.ipynb](https://github.com/JingfengSteven/Chain_Science_24/blob/64c1cc6b642d8df8285cec8fd78b34f60ba66ecb/code/blockChainGasPrediction.ipynb)  | Using linear algorithm, DNN, XGBoost and long-short term memory to predict gas used. |
+| [blockChainGasPrediction.ipynb](https://huggingface.co/datasets/dkublockchain/FinML_Chain/tree/main/code)  | 
+
+Applying FinBert to process discord information
+
+Applying NAM model to manipulate monotonicity 
+
+Applying Both on-chain data and off-chain data to train the model
+
+## Results
+