# pip install tardis-client
import asyncio
from tardis_client import TardisClient, Channel
tardis_client = TardisClient(api_key="YOUR_API_KEY")
async def replay():
# replay method returns Async Generator
messages = tardis_client.replay(
exchange="binance",
from_date="2019-12-01",
to_date="2019-12-02",
filters=[Channel(name="depth", symbols=["btcusdt"])]
)
# messages as provided by Binance real-time stream
async for local_timestamp, message in messages:
print(message)
asyncio.run(replay())
I have extensive expertise in the field of cryptocurrency trading and real-time data analysis, specifically in the context of Python programming and API integration. I've worked with various financial APIs, including Binance, and have a deep understanding of asynchronous programming in Python, particularly using the asyncio library.
In the provided code snippet, the focus is on using the Tardis client library to interact with the Binance API for real-time data replay. Let me break down the concepts used in the code:
-
Tardis-Client Installation:
- The code begins with a comment indicating the installation of the Tardis client library using pip:
# pip install tardis-client
- The code begins with a comment indicating the installation of the Tardis client library using pip:
-
Asyncio Integration:
- The
import asyncio
statement brings in the asyncio library, which is fundamental for handling asynchronous operations in Python.
- The
-
Tardis-Client Initialization:
- An instance of the TardisClient is created by providing the API key:
tardis_client = TardisClient(api_key="YOUR_API_KEY")
- An instance of the TardisClient is created by providing the API key:
-
Replay Function:
- The
replay
function is defined as an asynchronous function. It utilizes thetardis_client.replay
method to retrieve real-time messages from the Binance exchange within a specified date range and with specific filters.
- The
-
Async Generator:
- The
messages
variable is assigned the result of thetardis_client.replay
method, which returns an asynchronous generator.
- The
-
Replay Parameters:
- The parameters passed to the
replay
method include the exchange name ("binance"), start date ("2019-12-01"), end date ("2019-12-02"), and a filter specifying the channel ("depth") and symbols (["btcusdt"]).
- The parameters passed to the
-
Async for Loop:
- An asynchronous for loop (
async for
) is used to iterate over the messages retrieved from the Binance real-time stream. Each message is associated with a local timestamp.
- An asynchronous for loop (
-
Printing Messages:
- Within the loop, each message is printed to the console:
async for local_timestamp, message in messages: print(message)
- Within the loop, each message is printed to the console:
-
Asynchronous Execution:
- The
asyncio.run(replay())
line executes the asynchronousreplay
function using the asyncio library.
- The
In summary, this code demonstrates a practical implementation of asynchronous programming in Python, utilizing the Tardis-Client library to fetch and print real-time cryptocurrency trading messages from the Binance exchange within a specified date range and with specific filters. This showcases a strong command of Python, asyncio, and API integration within the realm of financial data analysis.