The dataset builder script extracts the most relevant market data straight from Binance's API and builds and stores a series of datasets that can be used in data science and machine learning projects.
These dataset files (updated quarterly) are hosted in Kaggle and can be downloaded from the following URLs:
Funding Rate: Dataset File | Dataset Notebook
Long/Short Ratio: Dataset File | Dataset Notebook
Open Interest: Dataset File | Dataset Notebook
Taker Buy/Sell Volume: Dataset File | Dataset Notebook
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NodeJS: ^v18.17.0
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NPM: ^v9.6.7
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Typescript: ^v5.1.6
NOTE: the versions listed above are the ones used to code the script. It may run on older|newer versions.
binance_futures_dataset_builder/
└───dist/
| └──...
node_modules/
| └──...
output/ <- Dataset Files
| ├──funding_rate.csv
| ├──long_short_ratio.csv
| ├──open_interest.csv
| └──taker_buy_sell_volume.csv
src/
| └──...
.gitignore
package-lock.json
package.json
README.md
tsconfig.json
Install dependencies with:
npm install
Initialize the syncing process with:
npm start
NOTE: if the syncing execution were to fail and stop for any reason, it can be executed again without the risk of corrupting the dataset. Additionally, if your project requires a fresh dataset frequently, download the pruned file/files from Kaggle and place it/them in the output directory.
Funding Rate ?
Name | Type | Description |
---|---|---|
timestamp | int | The record's timestamp in milliseconds |
funding_rate | float | The funding rate value |
Open Interest ?
Name | Type | Description |
---|---|---|
timestamp | int | The record's timestamp in milliseconds |
sum_open_interest | float | Total open interest (BTC) |
sum_open_interest_value | float | Total open interest value (USDT) |
Long/Short Ratio ?
Name | Type | Description |
---|---|---|
timestamp | int | The record's timestamp in milliseconds |
long_account | float | Long account num ratio of all traders |
short_account | float | Short account num ratio of all traders |
long_short_ratio | float | Long/Short account num ratio of all traders |
Taker Buy/Sell Volume ?
Name | Type | Description |
---|---|---|
timestamp | int | The record's timestamp in milliseconds |
buy_vol | float | Total BTC volume bought by Takers |
sell_vol | float | Total BTC volume sold by Takers |
buy_sell_ratio | float | The taker buy/sell ratio |
Since the dataset files are deeply analyzed in Jupyter|Kaggle Notebooks, no unit tests were written. If you wish to see more details regarding these datasets, please visit:
Funding Rate: Dataset File | Dataset Notebook
Long/Short Ratio: Dataset File | Dataset Notebook
Open Interest: Dataset File | Dataset Notebook
Taker Buy/Sell Volume: Dataset File | Dataset Notebook