63

So currently learning how to import data and work with it in matplotlib and I am having trouble even tho I have the exact code from the book.

enter image description here

This is what the plot looks like, but my question is how can I get it where there is no white space between the start and the end of the x-axis.

Here is the code:

import csv

from matplotlib import pyplot as plt
from datetime import datetime

# Get dates and high temperatures from file.
filename = 'sitka_weather_07-2014.csv'
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader)

    #for index, column_header in enumerate(header_row):
        #print(index, column_header)
    dates, highs = [], []
    for row in reader:
        current_date = datetime.strptime(row[0], "%Y-%m-%d")
        dates.append(current_date)

        high = int(row[1])
        highs.append(high)

# Plot data. 
fig = plt.figure(dpi=128, figsize=(10,6))
plt.plot(dates, highs, c='red')


# Format plot.
plt.title("Daily high temperatures, July 2014", fontsize=24)
plt.xlabel('', fontsize=16)
fig.autofmt_xdate()
plt.ylabel("Temperature (F)", fontsize=16)
plt.tick_params(axis='both', which='major', labelsize=16)

plt.show()
Trenton McKinney
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lmurdock12
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2 Answers2

126

There is an automatic margin set at the edges, which ensures the data to be nicely fitting within the axis spines. In this case such a margin is probably desired on the y axis. By default it is set to 0.05 in units of axis span.

To set the margin to 0 on the x axis, use

plt.margins(x=0)

or

ax.margins(x=0)

depending on the context. Also see the documentation.

In case you want to get rid of the margin in the whole script, you can use

plt.rcParams['axes.xmargin'] = 0

at the beginning of your script (same for y of course). If you want to get rid of the margin entirely and forever, you might want to change the according line in the matplotlib rc file:

axes.xmargin : 0
axes.ymargin : 0

Example

import seaborn as sns
import matplotlib.pyplot as plt

tips = sns.load_dataset('tips')

fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))
tips.plot(ax=ax1, title='Default Margin')
tips.plot(ax=ax2, title='Margins: x=0')
ax2.margins(x=0)

enter image description here


Alternatively, use plt.xlim(..) or ax.set_xlim(..) to manually set the limits of the axes such that there is no white space left.

Trenton McKinney
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ImportanceOfBeingErnest
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1

If you only want to remove the margin on one side but not the other, e.g. remove the margin from the right but not from the left, you can use set_xlim() on a matplotlib axes object.

import seaborn as sns
import matplotlib.pyplot as plt
import math

max_x_value = 100

x_values = [i for i in range (1, max_x_value + 1)]
y_values = [math.log(i) for i in x_values] 

fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))
sn.lineplot(ax=ax1, x=x_values, y=y_values)
sn.lineplot(ax=ax2, x=x_values, y=y_values)
ax2.set_xlim(-5, max_x_value) # tune the -5 to your needs

enter image description here