CODEWITHSUNDEEP
pythonpandasmatplotlib
user97662
user97662

Reputation: 960

Force pandas xaxis datetime index using a specific format

my pandas dataframe looks like this:

                      data1   data2         data3
DateTime
....                                       
2016-04-18 16:16:53     -66       1       94.8654
2016-04-18 16:17:03     -67       1       94.8601
2016-04-18 16:17:13     -68       1       94.8410
2016-04-18 16:17:23     -69       1       94.8753
2016-04-18 16:17:33     -70       1       94.8535
2016-04-18 16:17:43     -71       1       94.8529
2016-04-18 16:17:53     -72       1       94.8702
....

After I plot it with

 plt.style.use('ggplot')
 df.plot(subplots=True, style=style, title='some title', grid=True, x_compat=True)

The plot is only showing hours.
1) How do I make it to show days as well?
2) How do I force it to show any format I want?

plot

Upvotes: 5

Views: 2087

Answers (1)

Serenity
Serenity

Reputation: 36635

You have to use functions from matplotlib.dates module:

import pandas as pd
from datetime import datetime
import numpy as np
import matplotlib.pylab as plt
import matplotlib.dates as mdates

timeInd = pd.date_range(start = datetime(2016,4,17,23,0,0), 
 end = datetime(2016,4,20,1,0,0), freq = 'H')
d = {'data1': np.random.randn(len(timeInd)), 'data2': np.random.randn(len(timeInd)),
 'data3': np.random.randn(len(timeInd))}
df = pd.DataFrame(data = d, index = timeInd)  

plt.style.use('ggplot')
df.plot(subplots=True, grid=True, x_compat=True)
ax = plt.gca()
# set major ticks location every day
ax.xaxis.set_major_locator(mdates.DayLocator())
# set major ticks format
ax.xaxis.set_major_formatter(mdates.DateFormatter('\n\n\n%d.%m.%Y'))
# set minor ticks location every two hours
ax.xaxis.set_minor_locator(mdates.HourLocator(interval=2))
# set minor ticks format
ax.xaxis.set_minor_formatter(mdates.DateFormatter('%H:%M:%S'))

# or just set together date and time for major ticks like
# ax.xaxis.set_major_formatter(mdates.DateFormatter('%d.%m.%Y %H:%M:%S'))

plt.show()

enter image description here

More examples here: http://matplotlib.org/examples/api/date_demo.html

Upvotes: 8

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