CryptoPulse 分析仪简介：实时自动化加密货币分析-Python教程-PHP中文网

CryptoPulse 分析仪简介：实时自动化加密货币分析

WBOY

发布： 2024-08-15 09:06:06

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在不断发展的加密货币交易世界中，保持领先不仅需要敏锐的洞察力，还需要高效的工具。我很高兴分享我的最新项目：一个自动化系统，旨在彻底改变我们分析加密货币图表的方式。以下是该系统的工作原理及其主要功能的详细说明。

如何运作

Introducing CryptoPulse Analyzer: Cryptocurrency Analysis with Real-Time Automation

1。资料收集

实时获取：系统使用 Binance API 和 WebSocket 流来收集有关加密货币价格和交易量的实时数据。
数据存储：收集的数据保存在 CSV 文件中，以供历史分析和将来参考。

def get_all_coins_usdt(self):
        self.logger.info("Fetching all trading pairs against USDT.")
        try:
            # Fetch all symbols
            exchange_info = self.client.get_exchange_info()
            symbols = [s['symbol'] for s in exchange_info['symbols'] if s['quoteAsset'] == 'USDT']
            self.logger.info("Successfully fetched trading pairs.")

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2。信号生成

RSI 背离：计算相对强弱指数 (RSI)，以根据背离模式检测潜在的价格反转。
趋势线突破：监控价格走势是否突破重要趋势线，表明市场方向的潜在转变。
移动平均线交叉：识别短期和长期移动平均线之间的交叉，以突出买入或卖出机会。

3。数据分析

自定义数据集：用户可以生成和管理数据集，用于高级分析和机器学习应用程序。
交互式可视化：虽然目前以后端为重点，但该系统旨在支持简化趋势分析的动态图表。

4。警报和通知

自动警报：根据预定义条件发送通知，让交易者了解关键市场事件。

主要功能

1。实时数据获取
获取加密货币的实时更新，确保获得最新信息以便及时做出决策。

2。智能交易信号
RSI 背离、趋势线突破和移动平均线交叉等高级信号有助于检测交易机会。

3。可定制的数据集
创建并利用您自己的数据集进行机器学习和更深入的见解。

Symbol,Price,Open,High,Low,Close,Volume,Quote_Asset_Volume,Number_of_Trades,Taker_Buy_Base_Asset_Volume,Taker_Buy_Quote_Asset_Volume
ADAUSDT,0.3427,0.3427,0.3427,0.3426,0.3426,9621.6,3296.37462,11,144.6,49.55442
IOTAUSDT,0.1357,0.1357,0.1357,0.1357,0.1357,0.0,0.0,0,0.0,0.0
XLMUSDT,0.0993,0.0993,0.0993,0.0993,0.0993,18183.0,1805.5719,1,18183.0,1805.5719
ONTUSDT,0.1723,0.1723,0.1723,0.1723,0.1723,0.0,0.0,0,0.0,0.0
TRXUSDT,0.1288,0.1288,0.1289,0.1288,0.1288,59208.3,7628.67956,25,26505.2,3416.52028
ICXUSDT,0.1339,0.1339,0.1339,0.1339,0.1339,220.4,29.51156,1,0.0,0.0
VENUSDT,0.0001,0.0001,0.0001,0.0001,0.0001,0.0,0.0,0,0.0,0.0
NULSUSDT,0.2507,0.2507,0.2507,0.2507,0.2507,67.0,16.7969,1,0.0,0.0
VETUSDT,0.02361,0.02361,0.02361,0.02361,0.02361,5701.2,134.605332,1,0.0,0.0
BTTUSDT,0.002777,0.00277,0.00278,0.002762,0.002777,21866570.0,60650.905797,199,15153452.0,42041.468973
ONGUSDT,0.2972,0.2972,0.2972,0.2972,0.2972,1502.0,446.3944,4,1502.0,446.3944
HOTUSDT,0.001447,0.001447,0.001448,0.001447,0.001447

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4。互动图表
动态图表旨在使发现趋势和模式变得简单。

5。自动警报
及时接收通知和分析以增强交易策略。

下一步：视觉人工智能集成

对于版本 2，我计划集成一个 AI 模型，可能是 Google Gemini 或我在 Huggingface 上找到的任何有趣的模型。这将涉及：