how to plot time on y-axis in '%H:%M' format in matplotlib?

做~自己de王妃 提交于 2019-11-30 09:24:55

问题


i would like to plot the times from a datetime64 series, where the y-axis is formatted as '%H:%M, showing only 00:00, 01:00, 02:00, etc.

this is what the plot looks like without customizing the y-axis formatting.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from matplotlib.dates import DateFormatter
from matplotlib.dates import HourLocator

df = pd.DataFrame(data=dict(a=pd.date_range('1/1/2011',periods=1440000,freq='1min')))
df = df.iloc[np.arange(0,1440*100,1440)+np.random.randint(1,300,100)]

plt.plot(df.index,df['a'].dt.time)
plt.show()

After reading around on the topic on SO, I attempted the following but without success.

ax = plt.subplot()
ax.yaxis.set_major_locator(HourLocator())
ax.yaxis.set_major_formatter(DateFormatter('%H:%M'))
plt.plot(df.index,df['a'].dt.time)
plt.show()

ValueError: DateFormatter found a value of x=0, which is an illegal date.  This usually occurs because you have not informed the axis that it is plotting dates, e.g., with ax.xaxis_date()

Could anyone advise me?


回答1:


For that to work you need to pass datetime objects (and I mean datetime, not datetime64). You can convert all timestamps to the same date and then use .tolist() to get the actual datetime objects.

y = df['a'].apply(lambda x: x.replace(year=1967, month=6, day=25)).tolist()
ax = plt.subplot()
ax.plot(df.index, y)
ax.yaxis.set_major_locator(HourLocator())
ax.yaxis.set_major_formatter(DateFormatter('%H:%M'))




回答2:


You can try two things: 1) It should be ax.xaxis.... not ax.yaxis.... 2) Use set_major_locator() instead of set_major_formatter() for Locator. Example is shown below.

min = 15
ax.xaxis.set_major_locator(MinuteLocator(byminute=range(0,60,min)) )
ax.xaxis.set_major_formatter( DateFormatter('%H:%M') )


来源:https://stackoverflow.com/questions/35663705/how-to-plot-time-on-y-axis-in-hm-format-in-matplotlib

易学教程内所有资源均来自网络或用户发布的内容,如有违反法律规定的内容欢迎反馈
该文章没有解决你所遇到的问题?点击提问,说说你的问题,让更多的人一起探讨吧!