Coin-based opinion monitoring system

Overview

介绍

本仓库提供了基于币安 (Binance) 的二级市场舆情系统,可以根据自己的需求修改代码,设定各类告警提示

代码结构

  • binance.py - 与币安API交互
  • data_loader.py - 数据相关的读写
  • monitor.py - 监控的核心方法实现
  • analyze.py - 基于历史数据进行数据分析
  • utils.py - 通用函数
  • alarm.mp3 - 监控提示音,可以使用同名的其他mp3文件代替

使用说明

下载本仓库:

git clone https://github.com/geyingli/binance-monitor.git
cd binance-monitor

前往币安官网注册账号,在API管理页面获取API Key和Secret Key,在本目录下新建 api.conf 文件并按如下格式填写 (json规范):

{
    "API Key": "XXX",
    "Secret Key": "XXX"
}

通过 python3 monitor.py 指令运行监控程序。稍等历史价量数据下载完成后,可以看到类似于以下的打印信息:

开始执行价量监控...
2021年11月2日 15:52:00 >>> MBOXUSDT, $4.53, 交易量突增 ($51万)
2021年11月2日 15:57:00 >>> DENTUSDT, $0.00743, 交易量突增 ($100万)
2021年11月2日 15:59:00 >>> ZECUSDT, $177, 交易量突增 ($45万)
2021年11月2日 16:09:00 >>> AUDIOUSDT, $2.74, 交易量突增 ($56万)
2021年11月2日 16:15:00 >>> DENTUSDT, $0.00745, 交易量突增 ($84万)
2021年11月2日 16:30:00 >>> ENJUSDT, $2.96, 交易量突增 ($189万)
2021年11月2日 16:31:00 >>> AUDIOUSDT, $2.8, 交易量突增 ($91万)
2021年11月2日 16:36:00 >>> ATAUSDT, $1.164, 交易量突增 ($21万)
2021年11月2日 16:37:00 >>> LRCUSDT, $1.020, 交易量突增 ($156万)
2021年11月2日 16:38:00 >>> DGBUSDT, $0.0582, 交易量突增 ($42万)
2021年11月2日 16:41:00 >>> TLMUSDT, $0.28, 5分钟内价格上涨5%
2021年11月2日 16:49:00 >>> LRCUSDT, $1.053, 交易量突增 ($184万)

数据分析

分享一些我们在数据分析上获取的有意思的观察

价格变动 (以天为周期)

我们取了头部的几十个币种,按每分钟价格涨跌百分比绘制了如下图形。可以看出,北京时间14~19点价格走势普遍偏弱 (因为这个时间美国人在睡觉?),而晚上23点和早上5点则是涨幅分布更密集的时间

price_change_by_day

价格变动 (以周为周期)

同样,我们从周一到周天的粒度对涨幅进行统计,可以看出,周五是上涨最多见的一天,跌幅第一则以周日最为显著

price_change_by_weekday

交易量变动 (以天为周期)

下午15点开始到凌晨1点是交易量最高的一段时间

volume_by_day

交易量变动 (以周为周期)

从周一到周日的视角,周六和周日的交易量最低,而周三的平均交易量最高

volume_by_weekday

尾言

本repo在持续使用和优化中。使用中文编写,助力海内外华人割到全世界的韭菜

Owner
luv_dusk
luv_dusk
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