11 Python总结之股票数据量化分析

股票数据分析

目录

1 使用tushare包获取某股票的历史行情数据

2 使用pandas包计算某股票历史数据的5日均线和60日均线

3 matplotlib包可视化历史数据的收盘价和历史均线

4 分析输出所有金叉日志和死叉日期

5 如果从2010年1月1日开始，初试资金为100000元，金叉尽量买入，死叉全部卖出，则到今天为止，我的收益如何？

1 使用tushare包获取某股票的历史行情数据

Tushare是一个免费、开源的python财经数据接口包。主要实现对股票等金融数据从数据采集、清洗加工 到 数据存储的过程，能够为金融分析人员提供快速、整洁、和多样的便于分析的数据，为他们在数据获取方面极大地减轻工作量，使他们更加专注于策略和模型的研究与实现上。

import pandas as pd
import numpy as np
import tushare as ts
%matplotlib auto

df = ts.get_k_data("600519",start="2010-01-01")
df.to_csv("600519.csv")

df = pd.read_csv("600519.csv",index_col="date",parse_dates=["date"])[["open","close","high","low"]]
df

Using matplotlib backend: Qt5Agg

2248 rows × 4 columns

2 使用pandas包计算该股票历史数据的5日均线和30日均线

（1）5日均线代码

df["ma5"] = df["open"].rolling(5).mean()
df

2248 rows × 6 columns

（2）30日均线代码

df["ma30"] = df["open"].rolling(30).mean()
df

2248 rows × 6 columns

3 使用matplotlib包可视化历史数据的收盘价和历史均线

# 输出2010-2019年的
import matplotlib.pyplot as plt
%matplotlib inline
df[["close","ma5","ma30"]].plot()
plt.show()

# 2018年的
df.loc["2018",["close","ma5","ma30"]].plot()
plt.show()

4 分析输出所有金叉日期和死叉日期

（1）金叉日期

# 金叉:小日期均线上穿大日期均线
golden_cross = []
# 死叉;小日期均线下穿大日期均线
death_cross = []
for i in range(1,len(df)):
    if df["ma5"][i] >= df["ma30"][i] and df["ma5"][i-1] < df["ma30"][i-1]:
        golden_cross.append(df.index[i].to_pydatetime())
    if df["ma5"][i] <= df["ma30"][i] and df["ma5"][i-1] > df["ma30"][i-1]:
        death_cross.append(df.index[i].to_pydatetime())
golden_cross

[datetime.datetime(2010, 6, 7, 0, 0),
 datetime.datetime(2010, 7, 20, 0, 0),
 datetime.datetime(2010, 10, 26, 0, 0),
 datetime.datetime(2010, 11, 11, 0, 0),
 datetime.datetime(2011, 2, 14, 0, 0),
 datetime.datetime(2011, 3, 15, 0, 0),
 datetime.datetime(2011, 4, 28, 0, 0),
 datetime.datetime(2011, 10, 26, 0, 0),
 datetime.datetime(2012, 2, 13, 0, 0),
 datetime.datetime(2012, 4, 9, 0, 0),
 datetime.datetime(2012, 7, 26, 0, 0),
 datetime.datetime(2012, 8, 10, 0, 0),
 datetime.datetime(2012, 9, 13, 0, 0),
 datetime.datetime(2012, 9, 28, 0, 0),
 datetime.datetime(2012, 12, 24, 0, 0),
 datetime.datetime(2013, 1, 9, 0, 0),
 datetime.datetime(2013, 3, 12, 0, 0),
 datetime.datetime(2013, 4, 18, 0, 0),
 datetime.datetime(2013, 7, 4, 0, 0),
 datetime.datetime(2013, 10, 22, 0, 0),
 datetime.datetime(2013, 11, 12, 0, 0),
 datetime.datetime(2013, 11, 29, 0, 0),
 datetime.datetime(2014, 1, 24, 0, 0),
 datetime.datetime(2014, 4, 3, 0, 0),
 datetime.datetime(2014, 6, 24, 0, 0),
 datetime.datetime(2014, 9, 5, 0, 0),
 datetime.datetime(2014, 9, 30, 0, 0),
 datetime.datetime(2014, 11, 18, 0, 0),
 datetime.datetime(2014, 12, 1, 0, 0),
 datetime.datetime(2015, 2, 16, 0, 0),
 datetime.datetime(2015, 6, 12, 0, 0),
 datetime.datetime(2015, 7, 16, 0, 0),
 datetime.datetime(2015, 9, 18, 0, 0),
 datetime.datetime(2015, 10, 8, 0, 0),
 datetime.datetime(2015, 12, 7, 0, 0),
 datetime.datetime(2015, 12, 21, 0, 0),
 datetime.datetime(2016, 2, 22, 0, 0),
 datetime.datetime(2016, 8, 11, 0, 0),
 datetime.datetime(2016, 10, 14, 0, 0),
 datetime.datetime(2016, 11, 28, 0, 0),
 datetime.datetime(2017, 7, 25, 0, 0),
 datetime.datetime(2017, 9, 19, 0, 0),
 datetime.datetime(2017, 12, 15, 0, 0),
 datetime.datetime(2018, 3, 19, 0, 0),
 datetime.datetime(2018, 5, 10, 0, 0),
 datetime.datetime(2018, 7, 19, 0, 0),
 datetime.datetime(2018, 7, 26, 0, 0),
 datetime.datetime(2018, 9, 21, 0, 0),
 datetime.datetime(2018, 12, 4, 0, 0),
 datetime.datetime(2019, 1, 3, 0, 0)]

（3）死叉日期

golden_cross = []
death_cross = []
for i in range(1,len(df)):
    if df["ma5"][i] >= df["ma30"][i] and df["ma5"][i-1] < df["ma30"][i-1]:
        golden_cross.append(df.index[i].to_pydatetime())
    if df["ma5"][i] <= df["ma30"][i] and df["ma5"][i-1] < df["ma30"][i-1]:
        death_cross.append(df.index[i].to_pydatetime())
death_cross

[datetime.datetime(2010, 3, 2, 0, 0),
 datetime.datetime(2010, 3, 3, 0, 0),
 datetime.datetime(2010, 3, 4, 0, 0),
 datetime.datetime(2010, 3, 5, 0, 0),
 datetime.datetime(2010, 3, 8, 0, 0),
 datetime.datetime(2010, 3, 9, 0, 0),
 datetime.datetime(2010, 3, 10, 0, 0),
 datetime.datetime(2010, 3, 11, 0, 0),
 datetime.datetime(2010, 3, 12, 0, 0),
 datetime.datetime(2010, 3, 15, 0, 0),
 datetime.datetime(2010, 3, 16, 0, 0),
 datetime.datetime(2010, 3, 17, 0, 0),
 datetime.datetime(2010, 3, 18, 0, 0),
 datetime.datetime(2010, 3, 19, 0, 0),
 datetime.datetime(2010, 3, 22, 0, 0),
 datetime.datetime(2010, 3, 23, 0, 0),
 datetime.datetime(2010, 3, 24, 0, 0),
 datetime.datetime(2010, 3, 25, 0, 0),
 datetime.datetime(2010, 3, 26, 0, 0),
 datetime.datetime(2010, 3, 29, 0, 0),
 datetime.datetime(2010, 3, 30, 0, 0),
 datetime.datetime(2010, 3, 31, 0, 0),
 datetime.datetime(2010, 4, 1, 0, 0),
 datetime.datetime(2010, 4, 2, 0, 0),
 datetime.datetime(2010, 4, 6, 0, 0),
 datetime.datetime(2010, 4, 7, 0, 0),
 datetime.datetime(2010, 4, 8, 0, 0),
 datetime.datetime(2010, 4, 9, 0, 0),
 datetime.datetime(2010, 4, 12, 0, 0),
 datetime.datetime(2010, 4, 13, 0, 0),
 datetime.datetime(2010, 4, 14, 0, 0),
 datetime.datetime(2010, 4, 15, 0, 0),
 datetime.datetime(2010, 4, 16, 0, 0),
 datetime.datetime(2010, 4, 19, 0, 0),
 datetime.datetime(2010, 4, 20, 0, 0),
 datetime.datetime(2010, 4, 21, 0, 0),
 datetime.datetime(2010, 4, 22, 0, 0),
 datetime.datetime(2010, 4, 23, 0, 0),
 datetime.datetime(2010, 4, 26, 0, 0),
 datetime.datetime(2010, 4, 27, 0, 0),
 datetime.datetime(2010, 4, 28, 0, 0),
 datetime.datetime(2010, 4, 29, 0, 0),
 datetime.datetime(2010, 4, 30, 0, 0),
 datetime.datetime(2010, 5, 4, 0, 0),
 datetime.datetime(2010, 5, 5, 0, 0),
 datetime.datetime(2010, 5, 6, 0, 0),
 datetime.datetime(2010, 5, 7, 0, 0),
 datetime.datetime(2010, 5, 10, 0, 0),
 datetime.datetime(2010, 5, 11, 0, 0),
 datetime.datetime(2010, 5, 12, 0, 0),
 datetime.datetime(2010, 5, 13, 0, 0),
 datetime.datetime(2010, 5, 14, 0, 0),
 datetime.datetime(2010, 5, 17, 0, 0),
 datetime.datetime(2010, 5, 18, 0, 0),
 datetime.datetime(2010, 5, 19, 0, 0),
 datetime.datetime(2010, 5, 20, 0, 0),
 datetime.datetime(2010, 5, 21, 0, 0),
 datetime.datetime(2010, 5, 24, 0, 0),
 datetime.datetime(2010, 5, 25, 0, 0),
 datetime.datetime(2010, 5, 26, 0, 0),
 datetime.datetime(2010, 5, 31, 0, 0),
 datetime.datetime(2010, 6, 1, 0, 0),
 datetime.datetime(2010, 6, 2, 0, 0),
 datetime.datetime(2010, 6, 3, 0, 0),
 datetime.datetime(2010, 6, 4, 0, 0),
 datetime.datetime(2010, 6, 25, 0, 0),
 datetime.datetime(2010, 6, 28, 0, 0),
 datetime.datetime(2010, 6, 29, 0, 0),
 datetime.datetime(2010, 6, 30, 0, 0),
 datetime.datetime(2010, 7, 1, 0, 0),
 datetime.datetime(2010, 7, 2, 0, 0),
 datetime.datetime(2010, 7, 5, 0, 0),
 datetime.datetime(2010, 7, 6, 0, 0),
 datetime.datetime(2010, 7, 7, 0, 0),
 datetime.datetime(2010, 7, 8, 0, 0),
 datetime.datetime(2010, 7, 9, 0, 0),
 datetime.datetime(2010, 7, 12, 0, 0),
 datetime.datetime(2010, 7, 13, 0, 0),
 datetime.datetime(2010, 7, 14, 0, 0),
 datetime.datetime(2010, 7, 15, 0, 0),
 datetime.datetime(2010, 7, 16, 0, 0),
 datetime.datetime(2010, 7, 19, 0, 0),
 datetime.datetime(2010, 10, 19, 0, 0),
 datetime.datetime(2010, 10, 20, 0, 0),
 datetime.datetime(2010, 10, 21, 0, 0),
 datetime.datetime(2010, 10, 22, 0, 0),
 datetime.datetime(2010, 10, 25, 0, 0),
 datetime.datetime(2010, 11, 3, 0, 0),
 datetime.datetime(2010, 11, 4, 0, 0),
 datetime.datetime(2010, 11, 5, 0, 0),
 datetime.datetime(2010, 11, 8, 0, 0),
 datetime.datetime(2010, 11, 9, 0, 0),
 datetime.datetime(2010, 11, 10, 0, 0),
 datetime.datetime(2010, 12, 28, 0, 0),
 datetime.datetime(2010, 12, 29, 0, 0),
 datetime.datetime(2010, 12, 30, 0, 0),
 datetime.datetime(2010, 12, 31, 0, 0),
 datetime.datetime(2011, 1, 4, 0, 0),
 datetime.datetime(2011, 1, 5, 0, 0),
 datetime.datetime(2011, 1, 6, 0, 0),
 datetime.datetime(2011, 1, 7, 0, 0),
 datetime.datetime(2011, 1, 10, 0, 0),
 datetime.datetime(2011, 1, 11, 0, 0),
 datetime.datetime(2011, 1, 12, 0, 0),
 datetime.datetime(2011, 1, 13, 0, 0),
 datetime.datetime(2011, 1, 14, 0, 0),
 datetime.datetime(2011, 1, 17, 0, 0),
 datetime.datetime(2011, 1, 18, 0, 0),
 datetime.datetime(2011, 1, 19, 0, 0),
 datetime.datetime(2011, 1, 20, 0, 0),
 datetime.datetime(2011, 1, 21, 0, 0),
 datetime.datetime(2011, 1, 24, 0, 0),
 datetime.datetime(2011, 1, 25, 0, 0),
 datetime.datetime(2011, 1, 26, 0, 0),
 datetime.datetime(2011, 1, 27, 0, 0),
 datetime.datetime(2011, 1, 28, 0, 0),
 datetime.datetime(2011, 1, 31, 0, 0),
 datetime.datetime(2011, 2, 1, 0, 0),
 datetime.datetime(2011, 2, 9, 0, 0),
 datetime.datetime(2011, 2, 10, 0, 0),
 datetime.datetime(2011, 2, 11, 0, 0),
 datetime.datetime(2011, 3, 4, 0, 0),
 datetime.datetime(2011, 3, 7, 0, 0),
 datetime.datetime(2011, 3, 8, 0, 0),
 datetime.datetime(2011, 3, 9, 0, 0),
 datetime.datetime(2011, 3, 10, 0, 0),
 datetime.datetime(2011, 3, 11, 0, 0),
 datetime.datetime(2011, 3, 14, 0, 0),
 datetime.datetime(2011, 4, 1, 0, 0),
 datetime.datetime(2011, 4, 6, 0, 0),
 datetime.datetime(2011, 4, 7, 0, 0),
 datetime.datetime(2011, 4, 8, 0, 0),
 datetime.datetime(2011, 4, 11, 0, 0),
 datetime.datetime(2011, 4, 12, 0, 0),
 datetime.datetime(2011, 4, 13, 0, 0),
 datetime.datetime(2011, 4, 14, 0, 0),
 datetime.datetime(2011, 4, 15, 0, 0),
 datetime.datetime(2011, 4, 18, 0, 0),
 datetime.datetime(2011, 4, 19, 0, 0),
 datetime.datetime(2011, 4, 20, 0, 0),
 datetime.datetime(2011, 4, 21, 0, 0),
 datetime.datetime(2011, 4, 22, 0, 0),
 datetime.datetime(2011, 4, 25, 0, 0),
 datetime.datetime(2011, 4, 26, 0, 0),
 datetime.datetime(2011, 4, 27, 0, 0),
 datetime.datetime(2011, 9, 13, 0, 0),
 datetime.datetime(2011, 9, 14, 0, 0),
 datetime.datetime(2011, 9, 15, 0, 0),
 datetime.datetime(2011, 9, 16, 0, 0),
 datetime.datetime(2011, 9, 19, 0, 0),
 datetime.datetime(2011, 9, 20, 0, 0),
 datetime.datetime(2011, 9, 21, 0, 0),
 datetime.datetime(2011, 9, 22, 0, 0),
 datetime.datetime(2011, 9, 23, 0, 0),
 datetime.datetime(2011, 9, 26, 0, 0),
 datetime.datetime(2011, 9, 27, 0, 0),
 datetime.datetime(2011, 9, 28, 0, 0),
 datetime.datetime(2011, 9, 29, 0, 0),
 datetime.datetime(2011, 9, 30, 0, 0),
 datetime.datetime(2011, 10, 10, 0, 0),
 datetime.datetime(2011, 10, 11, 0, 0),
 datetime.datetime(2011, 10, 12, 0, 0),
 datetime.datetime(2011, 10, 13, 0, 0),
 datetime.datetime(2011, 10, 14, 0, 0),
 datetime.datetime(2011, 10, 17, 0, 0),
 datetime.datetime(2011, 10, 18, 0, 0),
 datetime.datetime(2011, 10, 19, 0, 0),
 datetime.datetime(2011, 10, 20, 0, 0),
 datetime.datetime(2011, 10, 21, 0, 0),
 datetime.datetime(2011, 10, 24, 0, 0),
 datetime.datetime(2011, 10, 25, 0, 0),
 datetime.datetime(2011, 12, 13, 0, 0),
 datetime.datetime(2011, 12, 14, 0, 0),
 datetime.datetime(2011, 12, 15, 0, 0),
 datetime.datetime(2011, 12, 16, 0, 0),
 datetime.datetime(2011, 12, 19, 0, 0),
 datetime.datetime(2011, 12, 20, 0, 0),
 datetime.datetime(2011, 12, 21, 0, 0),
 datetime.datetime(2011, 12, 22, 0, 0),
 datetime.datetime(2011, 12, 23, 0, 0),
 datetime.datetime(2011, 12, 26, 0, 0),
 datetime.datetime(2011, 12, 27, 0, 0),
 datetime.datetime(2011, 12, 28, 0, 0),
 datetime.datetime(2011, 12, 29, 0, 0),
 datetime.datetime(2011, 12, 30, 0, 0),
 datetime.datetime(2012, 1, 4, 0, 0),
 datetime.datetime(2012, 1, 5, 0, 0),
 datetime.datetime(2012, 1, 6, 0, 0),
 datetime.datetime(2012, 1, 9, 0, 0),
 datetime.datetime(2012, 1, 10, 0, 0),
 datetime.datetime(2012, 1, 11, 0, 0),
 datetime.datetime(2012, 1, 12, 0, 0),
 datetime.datetime(2012, 1, 13, 0, 0),
 datetime.datetime(2012, 1, 16, 0, 0),
 datetime.datetime(2012, 1, 17, 0, 0),
 datetime.datetime(2012, 1, 18, 0, 0),
 datetime.datetime(2012, 1, 19, 0, 0),
 datetime.datetime(2012, 1, 20, 0, 0),
 datetime.datetime(2012, 1, 30, 0, 0),
 datetime.datetime(2012, 1, 31, 0, 0),
 datetime.datetime(2012, 2, 1, 0, 0),
 datetime.datetime(2012, 2, 2, 0, 0),
 datetime.datetime(2012, 2, 3, 0, 0),
 datetime.datetime(2012, 2, 6, 0, 0),
 datetime.datetime(2012, 2, 7, 0, 0),
 datetime.datetime(2012, 2, 8, 0, 0),
 datetime.datetime(2012, 2, 9, 0, 0),
 datetime.datetime(2012, 2, 10, 0, 0),
 datetime.datetime(2012, 8, 6, 0, 0),
 datetime.datetime(2012, 8, 7, 0, 0),
 datetime.datetime(2012, 8, 8, 0, 0),
 datetime.datetime(2012, 8, 9, 0, 0),
 datetime.datetime(2012, 8, 15, 0, 0),
 datetime.datetime(2012, 8, 16, 0, 0),
 datetime.datetime(2012, 8, 17, 0, 0),
 datetime.datetime(2012, 8, 20, 0, 0),
 datetime.datetime(2012, 8, 21, 0, 0),
 datetime.datetime(2012, 8, 22, 0, 0),
 datetime.datetime(2012, 8, 23, 0, 0),
 datetime.datetime(2012, 8, 24, 0, 0),
 datetime.datetime(2012, 8, 27, 0, 0),
 datetime.datetime(2012, 8, 28, 0, 0),
 datetime.datetime(2012, 8, 29, 0, 0),
 datetime.datetime(2012, 8, 30, 0, 0),
 datetime.datetime(2012, 8, 31, 0, 0),
 datetime.datetime(2012, 9, 4, 0, 0),
 datetime.datetime(2012, 9, 5, 0, 0),
 datetime.datetime(2012, 9, 6, 0, 0),
 datetime.datetime(2012, 9, 7, 0, 0),
 datetime.datetime(2012, 9, 10, 0, 0),
 datetime.datetime(2012, 9, 11, 0, 0),
 datetime.datetime(2012, 9, 12, 0, 0),
 datetime.datetime(2012, 9, 25, 0, 0),
 datetime.datetime(2012, 9, 26, 0, 0),
 datetime.datetime(2012, 9, 27, 0, 0),
 datetime.datetime(2012, 11, 9, 0, 0),
 datetime.datetime(2012, 11, 12, 0, 0),
 datetime.datetime(2012, 11, 13, 0, 0),
 datetime.datetime(2012, 11, 14, 0, 0),
 datetime.datetime(2012, 11, 15, 0, 0),
 datetime.datetime(2012, 11, 16, 0, 0),
 datetime.datetime(2012, 11, 19, 0, 0),
 datetime.datetime(2012, 11, 20, 0, 0),
 datetime.datetime(2012, 11, 21, 0, 0),
 datetime.datetime(2012, 11, 22, 0, 0),
 datetime.datetime(2012, 11, 23, 0, 0),
 datetime.datetime(2012, 11, 26, 0, 0),
 datetime.datetime(2012, 11, 27, 0, 0),
 datetime.datetime(2012, 11, 28, 0, 0),
 datetime.datetime(2012, 11, 29, 0, 0),
 datetime.datetime(2012, 11, 30, 0, 0),
 datetime.datetime(2012, 12, 3, 0, 0),
 datetime.datetime(2012, 12, 4, 0, 0),
 datetime.datetime(2012, 12, 5, 0, 0),
 datetime.datetime(2012, 12, 6, 0, 0),
 datetime.datetime(2012, 12, 7, 0, 0),
 datetime.datetime(2012, 12, 11, 0, 0),
 datetime.datetime(2012, 12, 12, 0, 0),
 datetime.datetime(2012, 12, 13, 0, 0),
 datetime.datetime(2012, 12, 14, 0, 0),
 datetime.datetime(2012, 12, 17, 0, 0),
 datetime.datetime(2012, 12, 18, 0, 0),
 datetime.datetime(2012, 12, 19, 0, 0),
 datetime.datetime(2012, 12, 20, 0, 0),
 datetime.datetime(2012, 12, 21, 0, 0),
 datetime.datetime(2012, 12, 27, 0, 0),
 datetime.datetime(2012, 12, 28, 0, 0),
 datetime.datetime(2012, 12, 31, 0, 0),
 datetime.datetime(2013, 1, 4, 0, 0),
 datetime.datetime(2013, 1, 7, 0, 0),
 datetime.datetime(2013, 1, 8, 0, 0),
 datetime.datetime(2013, 1, 21, 0, 0),
 datetime.datetime(2013, 1, 22, 0, 0),
 datetime.datetime(2013, 1, 23, 0, 0),
 datetime.datetime(2013, 1, 24, 0, 0),
 datetime.datetime(2013, 1, 25, 0, 0),
 datetime.datetime(2013, 1, 28, 0, 0),
 datetime.datetime(2013, 1, 29, 0, 0),
 datetime.datetime(2013, 1, 30, 0, 0),
 datetime.datetime(2013, 1, 31, 0, 0),
 datetime.datetime(2013, 2, 1, 0, 0),
 datetime.datetime(2013, 2, 4, 0, 0),
 datetime.datetime(2013, 2, 5, 0, 0),
 datetime.datetime(2013, 2, 6, 0, 0),
 datetime.datetime(2013, 2, 7, 0, 0),
 datetime.datetime(2013, 2, 8, 0, 0),
 datetime.datetime(2013, 2, 18, 0, 0),
 datetime.datetime(2013, 2, 19, 0, 0),
 datetime.datetime(2013, 2, 20, 0, 0),
 datetime.datetime(2013, 2, 21, 0, 0),
 datetime.datetime(2013, 2, 22, 0, 0),
 datetime.datetime(2013, 2, 25, 0, 0),
 datetime.datetime(2013, 2, 26, 0, 0),
 datetime.datetime(2013, 2, 27, 0, 0),
 datetime.datetime(2013, 2, 28, 0, 0),
 datetime.datetime(2013, 3, 1, 0, 0),
 datetime.datetime(2013, 3, 4, 0, 0),
 datetime.datetime(2013, 3, 5, 0, 0),
 datetime.datetime(2013, 3, 6, 0, 0),
 datetime.datetime(2013, 3, 7, 0, 0),
 datetime.datetime(2013, 3, 8, 0, 0),
 datetime.datetime(2013, 3, 11, 0, 0),
 datetime.datetime(2013, 3, 20, 0, 0),
 datetime.datetime(2013, 3, 21, 0, 0),
 datetime.datetime(2013, 3, 22, 0, 0),
 datetime.datetime(2013, 3, 25, 0, 0),
 datetime.datetime(2013, 3, 26, 0, 0),
 datetime.datetime(2013, 3, 27, 0, 0),
 datetime.datetime(2013, 3, 28, 0, 0),
 datetime.datetime(2013, 3, 29, 0, 0),
 datetime.datetime(2013, 4, 1, 0, 0),
 datetime.datetime(2013, 4, 2, 0, 0),
 datetime.datetime(2013, 4, 3, 0, 0),
 datetime.datetime(2013, 4, 8, 0, 0),
 datetime.datetime(2013, 4, 9, 0, 0),
 datetime.datetime(2013, 4, 10, 0, 0),
 datetime.datetime(2013, 4, 11, 0, 0),
 datetime.datetime(2013, 4, 12, 0, 0),
 datetime.datetime(2013, 4, 15, 0, 0),
 datetime.datetime(2013, 4, 16, 0, 0),
 datetime.datetime(2013, 4, 17, 0, 0),
 datetime.datetime(2013, 6, 24, 0, 0),
 datetime.datetime(2013, 6, 25, 0, 0),
 datetime.datetime(2013, 6, 26, 0, 0),
 datetime.datetime(2013, 6, 27, 0, 0),
 datetime.datetime(2013, 6, 28, 0, 0),
 datetime.datetime(2013, 7, 1, 0, 0),
 datetime.datetime(2013, 7, 2, 0, 0),
 datetime.datetime(2013, 7, 3, 0, 0),
 datetime.datetime(2013, 7, 17, 0, 0),
 datetime.datetime(2013, 7, 18, 0, 0),
 datetime.datetime(2013, 7, 19, 0, 0),
 datetime.datetime(2013, 7, 22, 0, 0),
 datetime.datetime(2013, 7, 23, 0, 0),
 datetime.datetime(2013, 7, 24, 0, 0),
 datetime.datetime(2013, 7, 25, 0, 0),
 datetime.datetime(2013, 7, 26, 0, 0),
 datetime.datetime(2013, 7, 29, 0, 0),
 datetime.datetime(2013, 7, 30, 0, 0),
 datetime.datetime(2013, 7, 31, 0, 0),
 datetime.datetime(2013, 8, 1, 0, 0),
 datetime.datetime(2013, 8, 2, 0, 0),
 datetime.datetime(2013, 8, 5, 0, 0),
 datetime.datetime(2013, 8, 6, 0, 0),
 datetime.datetime(2013, 8, 7, 0, 0),
 datetime.datetime(2013, 8, 8, 0, 0),
 datetime.datetime(2013, 8, 9, 0, 0),
 datetime.datetime(2013, 8, 12, 0, 0),
 datetime.datetime(2013, 8, 13, 0, 0),
 datetime.datetime(2013, 8, 14, 0, 0),
 datetime.datetime(2013, 8, 15, 0, 0),
 datetime.datetime(2013, 8, 16, 0, 0),
 datetime.datetime(2013, 8, 19, 0, 0),
 datetime.datetime(2013, 8, 20, 0, 0),
 datetime.datetime(2013, 8, 21, 0, 0),
 datetime.datetime(2013, 8, 22, 0, 0),
 datetime.datetime(2013, 8, 23, 0, 0),
 datetime.datetime(2013, 8, 26, 0, 0),
 datetime.datetime(2013, 8, 27, 0, 0),
 datetime.datetime(2013, 8, 28, 0, 0),
 datetime.datetime(2013, 8, 29, 0, 0),
 datetime.datetime(2013, 8, 30, 0, 0),
 datetime.datetime(2013, 9, 2, 0, 0),
 datetime.datetime(2013, 9, 3, 0, 0),
 datetime.datetime(2013, 9, 4, 0, 0),
 datetime.datetime(2013, 9, 5, 0, 0),
 datetime.datetime(2013, 9, 6, 0, 0),
 datetime.datetime(2013, 9, 9, 0, 0),
 datetime.datetime(2013, 9, 10, 0, 0),
 datetime.datetime(2013, 9, 11, 0, 0),
 datetime.datetime(2013, 9, 12, 0, 0),
 datetime.datetime(2013, 9, 13, 0, 0),
 datetime.datetime(2013, 9, 16, 0, 0),
 datetime.datetime(2013, 9, 17, 0, 0),
 datetime.datetime(2013, 9, 18, 0, 0),
 datetime.datetime(2013, 9, 23, 0, 0),
 datetime.datetime(2013, 9, 24, 0, 0),
 datetime.datetime(2013, 9, 25, 0, 0),
 datetime.datetime(2013, 9, 26, 0, 0),
 datetime.datetime(2013, 9, 27, 0, 0),
 datetime.datetime(2013, 9, 30, 0, 0),
 datetime.datetime(2013, 10, 8, 0, 0),
 datetime.datetime(2013, 10, 9, 0, 0),
 datetime.datetime(2013, 10, 10, 0, 0),
 datetime.datetime(2013, 10, 11, 0, 0),
 datetime.datetime(2013, 10, 14, 0, 0),
 datetime.datetime(2013, 10, 15, 0, 0),
 datetime.datetime(2013, 10, 16, 0, 0),
 datetime.datetime(2013, 10, 17, 0, 0),
 datetime.datetime(2013, 10, 18, 0, 0),
 datetime.datetime(2013, 10, 21, 0, 0),
 datetime.datetime(2013, 10, 29, 0, 0),
 datetime.datetime(2013, 10, 30, 0, 0),
 datetime.datetime(2013, 10, 31, 0, 0),
 datetime.datetime(2013, 11, 1, 0, 0),
 datetime.datetime(2013, 11, 4, 0, 0),
 datetime.datetime(2013, 11, 5, 0, 0),
 datetime.datetime(2013, 11, 6, 0, 0),
 datetime.datetime(2013, 11, 7, 0, 0),
 datetime.datetime(2013, 11, 8, 0, 0),
 datetime.datetime(2013, 11, 11, 0, 0),
 datetime.datetime(2013, 11, 28, 0, 0),
 datetime.datetime(2013, 12, 5, 0, 0),
 datetime.datetime(2013, 12, 6, 0, 0),
 datetime.datetime(2013, 12, 9, 0, 0),
 datetime.datetime(2013, 12, 10, 0, 0),
 datetime.datetime(2013, 12, 11, 0, 0),
 datetime.datetime(2013, 12, 12, 0, 0),
 datetime.datetime(2013, 12, 13, 0, 0),
 datetime.datetime(2013, 12, 16, 0, 0),
 datetime.datetime(2013, 12, 17, 0, 0),
 datetime.datetime(2013, 12, 18, 0, 0),
 datetime.datetime(2013, 12, 19, 0, 0),
 datetime.datetime(2013, 12, 20, 0, 0),
 datetime.datetime(2013, 12, 23, 0, 0),
 datetime.datetime(2013, 12, 24, 0, 0),
 datetime.datetime(2013, 12, 25, 0, 0),
 datetime.datetime(2013, 12, 26, 0, 0),
 datetime.datetime(2013, 12, 27, 0, 0),
 datetime.datetime(2013, 12, 30, 0, 0),
 datetime.datetime(2013, 12, 31, 0, 0),
 datetime.datetime(2014, 1, 2, 0, 0),
 datetime.datetime(2014, 1, 3, 0, 0),
 datetime.datetime(2014, 1, 6, 0, 0),
 datetime.datetime(2014, 1, 7, 0, 0),
 datetime.datetime(2014, 1, 8, 0, 0),
 datetime.datetime(2014, 1, 9, 0, 0),
 datetime.datetime(2014, 1, 10, 0, 0),
 datetime.datetime(2014, 1, 13, 0, 0),
 datetime.datetime(2014, 1, 14, 0, 0),
 datetime.datetime(2014, 1, 15, 0, 0),
 datetime.datetime(2014, 1, 16, 0, 0),
 datetime.datetime(2014, 1, 17, 0, 0),
 datetime.datetime(2014, 1, 20, 0, 0),
 datetime.datetime(2014, 1, 21, 0, 0),
 datetime.datetime(2014, 1, 22, 0, 0),
 datetime.datetime(2014, 1, 23, 0, 0),
 datetime.datetime(2014, 4, 2, 0, 0),
 datetime.datetime(2014, 5, 5, 0, 0),
 datetime.datetime(2014, 5, 6, 0, 0),
 datetime.datetime(2014, 5, 7, 0, 0),
 datetime.datetime(2014, 5, 8, 0, 0),
 datetime.datetime(2014, 5, 9, 0, 0),
 datetime.datetime(2014, 5, 12, 0, 0),
 datetime.datetime(2014, 5, 13, 0, 0),
 datetime.datetime(2014, 5, 14, 0, 0),
 datetime.datetime(2014, 5, 15, 0, 0),
 datetime.datetime(2014, 5, 16, 0, 0),
 datetime.datetime(2014, 5, 19, 0, 0),
 datetime.datetime(2014, 5, 20, 0, 0),
 datetime.datetime(2014, 5, 21, 0, 0),
 datetime.datetime(2014, 5, 22, 0, 0),
 datetime.datetime(2014, 5, 23, 0, 0),
 datetime.datetime(2014, 5, 26, 0, 0),
 datetime.datetime(2014, 5, 27, 0, 0),
 datetime.datetime(2014, 5, 28, 0, 0),
 datetime.datetime(2014, 5, 29, 0, 0),
 datetime.datetime(2014, 5, 30, 0, 0),
 datetime.datetime(2014, 6, 3, 0, 0),
 datetime.datetime(2014, 6, 4, 0, 0),
 datetime.datetime(2014, 6, 5, 0, 0),
 datetime.datetime(2014, 6, 6, 0, 0),
 datetime.datetime(2014, 6, 9, 0, 0),
 datetime.datetime(2014, 6, 10, 0, 0),
 datetime.datetime(2014, 6, 11, 0, 0),
 datetime.datetime(2014, 6, 12, 0, 0),
 datetime.datetime(2014, 6, 13, 0, 0),
 datetime.datetime(2014, 6, 16, 0, 0),
 datetime.datetime(2014, 6, 17, 0, 0),
 datetime.datetime(2014, 6, 18, 0, 0),
 datetime.datetime(2014, 6, 19, 0, 0),
 datetime.datetime(2014, 6, 20, 0, 0),
 datetime.datetime(2014, 6, 23, 0, 0),
 datetime.datetime(2014, 8, 26, 0, 0),
 datetime.datetime(2014, 8, 27, 0, 0),
 datetime.datetime(2014, 8, 28, 0, 0),
 datetime.datetime(2014, 8, 29, 0, 0),
 datetime.datetime(2014, 9, 1, 0, 0),
 datetime.datetime(2014, 9, 2, 0, 0),
 datetime.datetime(2014, 9, 3, 0, 0),
 datetime.datetime(2014, 9, 4, 0, 0),
 datetime.datetime(2014, 9, 18, 0, 0),
 datetime.datetime(2014, 9, 19, 0, 0),
 datetime.datetime(2014, 9, 22, 0, 0),
 datetime.datetime(2014, 9, 23, 0, 0),
 datetime.datetime(2014, 9, 24, 0, 0),
 datetime.datetime(2014, 9, 25, 0, 0),
 datetime.datetime(2014, 9, 26, 0, 0),
 datetime.datetime(2014, 9, 29, 0, 0),
 datetime.datetime(2014, 10, 14, 0, 0),
 datetime.datetime(2014, 10, 15, 0, 0),
 datetime.datetime(2014, 10, 16, 0, 0),
 datetime.datetime(2014, 10, 17, 0, 0),
 datetime.datetime(2014, 10, 20, 0, 0),
 datetime.datetime(2014, 10, 21, 0, 0),
 datetime.datetime(2014, 10, 22, 0, 0),
 datetime.datetime(2014, 10, 23, 0, 0),
 datetime.datetime(2014, 10, 24, 0, 0),
 datetime.datetime(2014, 10, 27, 0, 0),
 datetime.datetime(2014, 10, 28, 0, 0),
 datetime.datetime(2014, 10, 29, 0, 0),
 datetime.datetime(2014, 10, 30, 0, 0),
 datetime.datetime(2014, 10, 31, 0, 0),
 datetime.datetime(2014, 11, 3, 0, 0),
 datetime.datetime(2014, 11, 4, 0, 0),
 datetime.datetime(2014, 11, 5, 0, 0),
 datetime.datetime(2014, 11, 6, 0, 0),
 datetime.datetime(2014, 11, 7, 0, 0),
 datetime.datetime(2014, 11, 10, 0, 0),
 datetime.datetime(2014, 11, 11, 0, 0),
 datetime.datetime(2014, 11, 12, 0, 0),
 datetime.datetime(2014, 11, 13, 0, 0),
 datetime.datetime(2014, 11, 14, 0, 0),
 datetime.datetime(2014, 11, 17, 0, 0),
 datetime.datetime(2014, 11, 25, 0, 0),
 datetime.datetime(2014, 11, 26, 0, 0),
 datetime.datetime(2014, 11, 27, 0, 0),
 datetime.datetime(2014, 11, 28, 0, 0),
 datetime.datetime(2015, 1, 21, 0, 0),
 datetime.datetime(2015, 1, 22, 0, 0),
 datetime.datetime(2015, 1, 23, 0, 0),
 datetime.datetime(2015, 1, 26, 0, 0),
 datetime.datetime(2015, 1, 27, 0, 0),
 datetime.datetime(2015, 1, 28, 0, 0),
 datetime.datetime(2015, 1, 29, 0, 0),
 datetime.datetime(2015, 1, 30, 0, 0),
 datetime.datetime(2015, 2, 2, 0, 0),
 datetime.datetime(2015, 2, 3, 0, 0),
 datetime.datetime(2015, 2, 4, 0, 0),
 datetime.datetime(2015, 2, 5, 0, 0),
 datetime.datetime(2015, 2, 6, 0, 0),
 datetime.datetime(2015, 2, 9, 0, 0),
 datetime.datetime(2015, 2, 10, 0, 0),
 datetime.datetime(2015, 2, 11, 0, 0),
 datetime.datetime(2015, 2, 12, 0, 0),
 datetime.datetime(2015, 2, 13, 0, 0),
 datetime.datetime(2015, 6, 19, 0, 0),
 datetime.datetime(2015, 6, 23, 0, 0),
 datetime.datetime(2015, 6, 24, 0, 0),
 datetime.datetime(2015, 6, 25, 0, 0),
 datetime.datetime(2015, 6, 26, 0, 0),
 datetime.datetime(2015, 6, 29, 0, 0),
 datetime.datetime(2015, 6, 30, 0, 0),
 datetime.datetime(2015, 7, 1, 0, 0),
 datetime.datetime(2015, 7, 2, 0, 0),
 datetime.datetime(2015, 7, 3, 0, 0),
 datetime.datetime(2015, 7, 6, 0, 0),
 datetime.datetime(2015, 7, 7, 0, 0),
 datetime.datetime(2015, 7, 8, 0, 0),
 datetime.datetime(2015, 7, 9, 0, 0),
 datetime.datetime(2015, 7, 10, 0, 0),
 datetime.datetime(2015, 7, 13, 0, 0),
 datetime.datetime(2015, 7, 14, 0, 0),
 datetime.datetime(2015, 7, 15, 0, 0),
 datetime.datetime(2015, 7, 21, 0, 0),
 datetime.datetime(2015, 7, 22, 0, 0),
 datetime.datetime(2015, 7, 23, 0, 0),
 datetime.datetime(2015, 7, 24, 0, 0),
 datetime.datetime(2015, 7, 27, 0, 0),
 datetime.datetime(2015, 7, 28, 0, 0),
 datetime.datetime(2015, 7, 29, 0, 0),
 datetime.datetime(2015, 7, 30, 0, 0),
 datetime.datetime(2015, 7, 31, 0, 0),
 datetime.datetime(2015, 8, 3, 0, 0),
 datetime.datetime(2015, 8, 4, 0, 0),
 datetime.datetime(2015, 8, 5, 0, 0),
 datetime.datetime(2015, 8, 6, 0, 0),
 datetime.datetime(2015, 8, 7, 0, 0),
 datetime.datetime(2015, 8, 10, 0, 0),
 datetime.datetime(2015, 8, 11, 0, 0),
 datetime.datetime(2015, 8, 12, 0, 0),
 datetime.datetime(2015, 8, 13, 0, 0),
 datetime.datetime(2015, 8, 14, 0, 0),
 datetime.datetime(2015, 8, 17, 0, 0),
 datetime.datetime(2015, 8, 18, 0, 0),
 datetime.datetime(2015, 8, 19, 0, 0),
 datetime.datetime(2015, 8, 20, 0, 0),
 datetime.datetime(2015, 8, 21, 0, 0),
 datetime.datetime(2015, 8, 24, 0, 0),
 datetime.datetime(2015, 8, 25, 0, 0),
 datetime.datetime(2015, 8, 26, 0, 0),
 datetime.datetime(2015, 8, 27, 0, 0),
 datetime.datetime(2015, 8, 28, 0, 0),
 datetime.datetime(2015, 8, 31, 0, 0),
 datetime.datetime(2015, 9, 1, 0, 0),
 datetime.datetime(2015, 9, 2, 0, 0),
 datetime.datetime(2015, 9, 7, 0, 0),
 datetime.datetime(2015, 9, 8, 0, 0),
 datetime.datetime(2015, 9, 9, 0, 0),
 datetime.datetime(2015, 9, 10, 0, 0),
 datetime.datetime(2015, 9, 11, 0, 0),
 datetime.datetime(2015, 9, 14, 0, 0),
 datetime.datetime(2015, 9, 15, 0, 0),
 datetime.datetime(2015, 9, 16, 0, 0),
 datetime.datetime(2015, 9, 17, 0, 0),
 datetime.datetime(2015, 11, 30, 0, 0),
 datetime.datetime(2015, 12, 1, 0, 0),
 datetime.datetime(2015, 12, 2, 0, 0),
 datetime.datetime(2015, 12, 3, 0, 0),
 datetime.datetime(2015, 12, 4, 0, 0),
 datetime.datetime(2015, 12, 14, 0, 0),
 datetime.datetime(2015, 12, 15, 0, 0),
 datetime.datetime(2015, 12, 16, 0, 0),
 datetime.datetime(2015, 12, 17, 0, 0),
 datetime.datetime(2015, 12, 18, 0, 0),
 datetime.datetime(2016, 1, 7, 0, 0),
 datetime.datetime(2016, 1, 8, 0, 0),
 datetime.datetime(2016, 1, 11, 0, 0),
 datetime.datetime(2016, 1, 12, 0, 0),
 datetime.datetime(2016, 1, 13, 0, 0),
 datetime.datetime(2016, 1, 14, 0, 0),
 datetime.datetime(2016, 1, 15, 0, 0),
 datetime.datetime(2016, 1, 18, 0, 0),
 datetime.datetime(2016, 1, 19, 0, 0),
 datetime.datetime(2016, 1, 20, 0, 0),
 datetime.datetime(2016, 1, 21, 0, 0),
 datetime.datetime(2016, 1, 22, 0, 0),
 datetime.datetime(2016, 1, 25, 0, 0),
 datetime.datetime(2016, 1, 26, 0, 0),
 datetime.datetime(2016, 1, 27, 0, 0),
 datetime.datetime(2016, 1, 28, 0, 0),
 datetime.datetime(2016, 1, 29, 0, 0),
 datetime.datetime(2016, 2, 1, 0, 0),
 datetime.datetime(2016, 2, 2, 0, 0),
 datetime.datetime(2016, 2, 3, 0, 0),
 datetime.datetime(2016, 2, 4, 0, 0),
 datetime.datetime(2016, 2, 5, 0, 0),
 datetime.datetime(2016, 2, 15, 0, 0),
 datetime.datetime(2016, 2, 16, 0, 0),
 datetime.datetime(2016, 2, 17, 0, 0),
 datetime.datetime(2016, 2, 18, 0, 0),
 datetime.datetime(2016, 2, 19, 0, 0),
 datetime.datetime(2016, 8, 10, 0, 0),
 datetime.datetime(2016, 8, 22, 0, 0),
 datetime.datetime(2016, 8, 23, 0, 0),
 datetime.datetime(2016, 8, 24, 0, 0),
 datetime.datetime(2016, 8, 25, 0, 0),
 datetime.datetime(2016, 8, 26, 0, 0),
 datetime.datetime(2016, 8, 29, 0, 0),
 datetime.datetime(2016, 8, 30, 0, 0),
 datetime.datetime(2016, 8, 31, 0, 0),
 datetime.datetime(2016, 9, 1, 0, 0),
 datetime.datetime(2016, 9, 2, 0, 0),
 datetime.datetime(2016, 9, 5, 0, 0),
 datetime.datetime(2016, 9, 6, 0, 0),
 datetime.datetime(2016, 9, 7, 0, 0),
 datetime.datetime(2016, 9, 8, 0, 0),
 datetime.datetime(2016, 9, 9, 0, 0),
 datetime.datetime(2016, 9, 12, 0, 0),
 datetime.datetime(2016, 9, 13, 0, 0),
 datetime.datetime(2016, 9, 14, 0, 0),
 datetime.datetime(2016, 9, 19, 0, 0),
 datetime.datetime(2016, 9, 20, 0, 0),
 datetime.datetime(2016, 9, 21, 0, 0),
 datetime.datetime(2016, 9, 22, 0, 0),
 datetime.datetime(2016, 9, 23, 0, 0),
 datetime.datetime(2016, 9, 26, 0, 0),
 datetime.datetime(2016, 9, 27, 0, 0),
 datetime.datetime(2016, 9, 28, 0, 0),
 datetime.datetime(2016, 9, 29, 0, 0),
 datetime.datetime(2016, 9, 30, 0, 0),
 datetime.datetime(2016, 10, 10, 0, 0),
 datetime.datetime(2016, 10, 11, 0, 0),
 datetime.datetime(2016, 10, 12, 0, 0),
 datetime.datetime(2016, 10, 13, 0, 0),
 datetime.datetime(2016, 11, 22, 0, 0),
 datetime.datetime(2016, 11, 23, 0, 0),
 datetime.datetime(2016, 11, 24, 0, 0),
 datetime.datetime(2016, 11, 25, 0, 0),
 datetime.datetime(2017, 7, 10, 0, 0),
 datetime.datetime(2017, 7, 11, 0, 0),
 datetime.datetime(2017, 7, 12, 0, 0),
 datetime.datetime(2017, 7, 13, 0, 0),
 datetime.datetime(2017, 7, 14, 0, 0),
 datetime.datetime(2017, 7, 17, 0, 0),
 datetime.datetime(2017, 7, 18, 0, 0),
 datetime.datetime(2017, 7, 19, 0, 0),
 datetime.datetime(2017, 7, 20, 0, 0),
 datetime.datetime(2017, 7, 21, 0, 0),
 datetime.datetime(2017, 7, 24, 0, 0),
 datetime.datetime(2017, 9, 12, 0, 0),
 datetime.datetime(2017, 9, 13, 0, 0),
 datetime.datetime(2017, 9, 14, 0, 0),
 datetime.datetime(2017, 9, 15, 0, 0),
 datetime.datetime(2017, 9, 18, 0, 0),
 datetime.datetime(2017, 12, 1, 0, 0),
 datetime.datetime(2017, 12, 4, 0, 0),
 datetime.datetime(2017, 12, 5, 0, 0),
 datetime.datetime(2017, 12, 6, 0, 0),
 datetime.datetime(2017, 12, 7, 0, 0),
 datetime.datetime(2017, 12, 8, 0, 0),
 datetime.datetime(2017, 12, 11, 0, 0),
 datetime.datetime(2017, 12, 12, 0, 0),
 datetime.datetime(2017, 12, 13, 0, 0),
 datetime.datetime(2017, 12, 14, 0, 0),
 datetime.datetime(2018, 2, 6, 0, 0),
 datetime.datetime(2018, 2, 7, 0, 0),
 datetime.datetime(2018, 2, 8, 0, 0),
 datetime.datetime(2018, 2, 9, 0, 0),
 datetime.datetime(2018, 2, 12, 0, 0),
 datetime.datetime(2018, 2, 13, 0, 0),
 datetime.datetime(2018, 2, 14, 0, 0),
 datetime.datetime(2018, 2, 22, 0, 0),
 datetime.datetime(2018, 2, 23, 0, 0),
 datetime.datetime(2018, 2, 26, 0, 0),
 datetime.datetime(2018, 2, 27, 0, 0),
 datetime.datetime(2018, 2, 28, 0, 0),
 datetime.datetime(2018, 3, 1, 0, 0),
 datetime.datetime(2018, 3, 2, 0, 0),
 datetime.datetime(2018, 3, 5, 0, 0),
 datetime.datetime(2018, 3, 6, 0, 0),
 datetime.datetime(2018, 3, 7, 0, 0),
 datetime.datetime(2018, 3, 8, 0, 0),
 datetime.datetime(2018, 3, 9, 0, 0),
 datetime.datetime(2018, 3, 12, 0, 0),
 datetime.datetime(2018, 3, 13, 0, 0),
 datetime.datetime(2018, 3, 14, 0, 0),
 datetime.datetime(2018, 3, 15, 0, 0),
 datetime.datetime(2018, 3, 16, 0, 0),
 datetime.datetime(2018, 3, 29, 0, 0),
 datetime.datetime(2018, 3, 30, 0, 0),
 datetime.datetime(2018, 4, 2, 0, 0),
 datetime.datetime(2018, 4, 3, 0, 0),
 datetime.datetime(2018, 4, 4, 0, 0),
 datetime.datetime(2018, 4, 9, 0, 0),
 datetime.datetime(2018, 4, 10, 0, 0),
 datetime.datetime(2018, 4, 11, 0, 0),
 datetime.datetime(2018, 4, 12, 0, 0),
 datetime.datetime(2018, 4, 13, 0, 0),
 datetime.datetime(2018, 4, 16, 0, 0),
 datetime.datetime(2018, 4, 17, 0, 0),
 datetime.datetime(2018, 4, 18, 0, 0),
 datetime.datetime(2018, 4, 19, 0, 0),
 datetime.datetime(2018, 4, 20, 0, 0),
 datetime.datetime(2018, 4, 23, 0, 0),
 datetime.datetime(2018, 4, 24, 0, 0),
 datetime.datetime(2018, 4, 25, 0, 0),
 datetime.datetime(2018, 4, 26, 0, 0),
 datetime.datetime(2018, 4, 27, 0, 0),
 datetime.datetime(2018, 5, 2, 0, 0),
 datetime.datetime(2018, 5, 3, 0, 0),
 datetime.datetime(2018, 5, 4, 0, 0),
 datetime.datetime(2018, 5, 7, 0, 0),
 datetime.datetime(2018, 5, 8, 0, 0),
 datetime.datetime(2018, 5, 9, 0, 0),
 datetime.datetime(2018, 7, 2, 0, 0),
 datetime.datetime(2018, 7, 3, 0, 0),
 datetime.datetime(2018, 7, 4, 0, 0),
 datetime.datetime(2018, 7, 5, 0, 0),
 datetime.datetime(2018, 7, 6, 0, 0),
 datetime.datetime(2018, 7, 9, 0, 0),
 datetime.datetime(2018, 7, 10, 0, 0),
 datetime.datetime(2018, 7, 11, 0, 0),
 datetime.datetime(2018, 7, 12, 0, 0),
 datetime.datetime(2018, 7, 13, 0, 0),
 datetime.datetime(2018, 7, 16, 0, 0),
 datetime.datetime(2018, 7, 17, 0, 0),
 datetime.datetime(2018, 7, 18, 0, 0),
 datetime.datetime(2018, 7, 25, 0, 0),
 datetime.datetime(2018, 8, 3, 0, 0),
 datetime.datetime(2018, 8, 6, 0, 0),
 datetime.datetime(2018, 8, 7, 0, 0),
 datetime.datetime(2018, 8, 8, 0, 0),
 datetime.datetime(2018, 8, 9, 0, 0),
 datetime.datetime(2018, 8, 10, 0, 0),
 datetime.datetime(2018, 8, 13, 0, 0),
 datetime.datetime(2018, 8, 14, 0, 0),
 datetime.datetime(2018, 8, 15, 0, 0),
 datetime.datetime(2018, 8, 16, 0, 0),
 datetime.datetime(2018, 8, 17, 0, 0),
 datetime.datetime(2018, 8, 20, 0, 0),
 datetime.datetime(2018, 8, 21, 0, 0),
 datetime.datetime(2018, 8, 22, 0, 0),
 datetime.datetime(2018, 8, 23, 0, 0),
 datetime.datetime(2018, 8, 24, 0, 0),
 datetime.datetime(2018, 8, 27, 0, 0),
 datetime.datetime(2018, 8, 28, 0, 0),
 datetime.datetime(2018, 8, 29, 0, 0),
 datetime.datetime(2018, 8, 30, 0, 0),
 datetime.datetime(2018, 8, 31, 0, 0),
 datetime.datetime(2018, 9, 3, 0, 0),
 datetime.datetime(2018, 9, 4, 0, 0),
 datetime.datetime(2018, 9, 5, 0, 0),
 datetime.datetime(2018, 9, 6, 0, 0),
 datetime.datetime(2018, 9, 7, 0, 0),
 datetime.datetime(2018, 9, 10, 0, 0),
 datetime.datetime(2018, 9, 11, 0, 0),
 datetime.datetime(2018, 9, 12, 0, 0),
 datetime.datetime(2018, 9, 13, 0, 0),
 datetime.datetime(2018, 9, 14, 0, 0),
 datetime.datetime(2018, 9, 17, 0, 0),
 datetime.datetime(2018, 9, 18, 0, 0),
 datetime.datetime(2018, 9, 19, 0, 0),
 datetime.datetime(2018, 9, 20, 0, 0),
 datetime.datetime(2018, 10, 16, 0, 0),
 datetime.datetime(2018, 10, 17, 0, 0),
 datetime.datetime(2018, 10, 18, 0, 0),
 datetime.datetime(2018, 10, 19, 0, 0),
 datetime.datetime(2018, 10, 22, 0, 0),
 datetime.datetime(2018, 10, 23, 0, 0),
 datetime.datetime(2018, 10, 24, 0, 0),
 datetime.datetime(2018, 10, 25, 0, 0),
 datetime.datetime(2018, 10, 26, 0, 0),
 datetime.datetime(2018, 10, 29, 0, 0),
 datetime.datetime(2018, 10, 30, 0, 0),
 datetime.datetime(2018, 10, 31, 0, 0),
 datetime.datetime(2018, 11, 1, 0, 0),
 datetime.datetime(2018, 11, 2, 0, 0),
 datetime.datetime(2018, 11, 5, 0, 0),
 datetime.datetime(2018, 11, 6, 0, 0),
 datetime.datetime(2018, 11, 7, 0, 0),
 datetime.datetime(2018, 11, 8, 0, 0),
 datetime.datetime(2018, 11, 9, 0, 0),
 datetime.datetime(2018, 11, 12, 0, 0),
 datetime.datetime(2018, 11, 13, 0, 0),
 datetime.datetime(2018, 11, 14, 0, 0),
 datetime.datetime(2018, 11, 15, 0, 0),
 datetime.datetime(2018, 11, 16, 0, 0),
 datetime.datetime(2018, 11, 19, 0, 0),
 datetime.datetime(2018, 11, 20, 0, 0),
 datetime.datetime(2018, 11, 21, 0, 0),
 datetime.datetime(2018, 11, 22, 0, 0),
 datetime.datetime(2018, 11, 23, 0, 0),
 datetime.datetime(2018, 11, 26, 0, 0),
 datetime.datetime(2018, 11, 27, 0, 0),
 datetime.datetime(2018, 11, 28, 0, 0),
 datetime.datetime(2018, 11, 29, 0, 0),
 datetime.datetime(2018, 11, 30, 0, 0),
 datetime.datetime(2018, 12, 3, 0, 0),
 datetime.datetime(2018, 12, 26, 0, 0),
 datetime.datetime(2018, 12, 27, 0, 0),
 datetime.datetime(2018, 12, 28, 0, 0),
 datetime.datetime(2019, 1, 2, 0, 0)]

5 如果从2010年1月1日开始，初试资金为100000元，金叉尽量买入，死叉全部卖出，则到今天为止，炒股收益如何?

first_money = 100000
money = first_money
hold = 0 #持有多少股
sr1 = pd.Series(1, index=golden_cross)
sr2 = pd.Series(1, index=death_cross)
sr = sr1.append(sr2).sort_index()
 
 
for i in range(0, len(sr)):
    p = df['open'][sr.index[i]]
    if sr.iloc[i] == 1:
        #金叉
        buy = (money // (100 * p))
        hold += buy*100
        money -= buy*100*p
    else:
        money += hold * p
        hold = 0
         
p = df['open'][-1]
now_money = hold * p + money
 
print(now_money - first_money)

722502.9