Lightweight real-time cryptocurrency market monitor via WebSocket
Project description
Intro
- Monitors the entire crypto market kline (candlestick) data, showing 20 symbols only below for illustration
- Other tools
Usage
pip install crypto-monitor
- You can either react to individual symbol updates by defining a callback
on_changeas shown below - Or define a task like
plot_taskbelow that handles all symbols (x.data) repeatedlyx.data: Dict[str, np.ndarray] x.update_time: Dict[str, int] print(x.data["BTCUSDT"], x.update_time["BTCUSDT"])
import asyncio
from typing import List
import numpy as np
from crypto_data_downloader.binance import ALL_COLUMNS
from crypto_data_downloader.utils import format_date, plot_crypto_data, timestamp
from PIL import Image
from crypto_monitor.binance import CryptoMonitor
from crypto_monitor.utils import safe_exit, save_gif
async def main():
async def on_change(sym: str, arr: np.ndarray, e_time: int):
if sym == "BTCUSDT":
f = format_date
print(
f"BTC. my time: {f(timestamp())}, event time: {f(e_time)}, price: {arr[-1, 1]}"
)
x = CryptoMonitor()
x.quote = "USDT" # Quote asset
x.interval = "5m" # Kline time interval
x.columns = ["open_time", "close"] # Data columns to include
print(f"All data columns: {ALL_COLUMNS}")
x.kline_lim = 10 # Only show 10 time steps for clearer visualization
x.market = ["SPOT", "MARGIN"][1]
x.max_num = 20 # Only show 20 symbols for visualization
x.on_change = on_change
async def plot_task():
frames: List[Image.Image] = []
while True:
await asyncio.sleep(2)
safe_exit.check()
if len(x.data):
id = "data/CryptoMonitor"
plot_crypto_data(x.data, id)
frames.append(Image.open(f"{id}.png").copy())
assert len(frames) < 150, save_gif(frames, id, fps=5)
await asyncio.gather(x.watch(), plot_task())
asyncio.run(main())
- Output
All data columns: ['open_time', 'open', 'high', 'low', 'close', 'volume', 'close_time', 'quote_volume', 'n_trades', 'taker_buy_base_volume', 'taker_buy_quote_volume', 'unused']
weight lim: 5000/6000, USDT symbols: 599, spot: 559, margin: 403
BTC. my time: 2025-08-07 04:10:22, event time: 2025-08-07 04:10:22, price: 114639.92
BTC. my time: 2025-08-07 04:10:24, event time: 2025-08-07 04:10:24, price: 114639.91
BTC. my time: 2025-08-07 04:10:26, event time: 2025-08-07 04:10:26, price: 114639.92
...
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