I am currently practicing matplotlib. This is the first example I practice.
#!/usr/bin/python
import matplotlib.pyplot as plt
radius = [1.0, 2.0, 3.0, 4.0]
area = [3.14159, 12.56636, 28.27431, 50.26544]
plt.plot(radius, area)
plt.show()
When I run this script with python ./plot_test.py
, it shows plot correctly. However, I run it by itself, ./plot_test.py
, it throws the followings:
Traceback (most recent call last):
File "./plot_test.py", line 3, in <module>
import matplotlib.pyplot as plt
ImportError: No module named matplotlib.pyplot
Does python look for matplotlib in different locations?
The environment is:
- Mac OS X 10.8.4 64bit
- built-in python 2.7
numpy, scipy, matplotlib is installed with:
sudo port install py27-numpy py27-scipy py27-matplotlib
py27-ipython +notebook py27-pandas py27-sympy py27-nose
I did not have any problem to use «plt», but it suddenly shows an error message and does not work, when I import it. Please see the below.
>>> import matplotlib
>>> import matplotlib.pyplot as plt
Output:
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/lib64/python2.6/site-packages/matplotlib/pyplot.py", line 6, in <module>
from matplotlib.figure import Figure, figaspect
File "/usr/lib64/python2.6/site-packages/matplotlib/figure.py", line 18, in <module>
from axes import Axes, SubplotBase, subplot_class_factory
File "/usr/lib64/python2.6/site-packages/matplotlib/axes.py", line 2, in <module>
import math, sys, warnings, datetime, new
File "new.py", line 12, in <module>
import matplotlib.pyplot as plt
AttributeError: 'module' object has no attribute 'pyplot'
This package is suddenly corrupted. So, I tried to install as below. I use Ubuntu.
In [1]: sudo apt-get install python-matplotlib
File "<ipython-input-1-2400ac877ebd>", line 1
sudo apt-get install python-matplotlib
^
SyntaxError: invalid syntax
If I need to reinstall, what are the detailed instructions on how to do it?
I am very new to Python. So, my problem might be too simple to be solved. But I cannot.
This error typically occurs when you try to use the state-based interface to Matplotlib called matplotlib.pyplot
but do not define the alias plt
when importing the API. You can solve this error by using the as
keyword to alias the matplotlib.pyplot
API, for example:
import matplotlib.pyplot as plt
This tutorial will go through how to solve this error with code examples.
Table of contents
- NameError: name ‘plt’ is not defined
- Example
- Solution #1: Use the as keyword
- Solution #2: Do not use aliasing
- Solution #3: Use the from keyword
- Summary
NameError: name ‘plt’ is not defined
Python raises the NameError when it cannot recognise a name in our program. In other words, the name we are trying to use is not defined in the local or global scope. A name can be related to a built-in function, module, or something we define in our programs, like a variable or a function.
The error typically arises when:
- We misspell a name
- We do not define a variable or function
- We do not import a module
In this tutorial, the source of the error NameError: name ‘plt’ is not defined is due to either not aliasing or incorrectly aliasing the numpy module. Let’s look at an example.
Example
Let’s look at an example of plotting a two-dimensional heatmap using NumPy and matplotlib. First, we must have numpy and matplotlib installed. You can go to the following article to learn how to install numpy
and matplotlib
for your operating system:
- How to Solve Python ModuleNotFoundError: no module named ‘numpy’.
- How to Solve Python ModuleNotFoundError: no module named ‘matplotlib’
The API pyplot provides a collection of functions for plot manipulation like MATLAB. We can access the pyplot API through the matplotlib module using matplotlib.pyplot
.
import numpy as np import matplotlib.pyplot # Generate some test data x = np.random.randn(8873) y = np.random.randn(8873) heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] plt.clf() plt.imshow(heatmap.T, extent=extent, origin='lower') plt.show()
--------------------------------------------------------------------------- NameError Traceback (most recent call last) Input In [1], in <cell line: 11>() 8 heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) 9 extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] ---> 11 plt.clf() 12 plt.imshow(heatmap.T, extent=extent, origin='lower') 13 plt.show() NameError: name 'plt' is not defined
The error occurs because we installed matplotlib.pyplot
but did not correctly alias the module as plt
. Therefore, the name plt
is not defined, and we cannot create and show the plot.
Solution #1: Use the as keyword
The easiest way to solve this error is to use the as
keyword to create the alias plt
. Let’s look at the updated code:
import numpy as np import matplotlib.pyplot as plt # Generate some test data x = np.random.randn(8873) y = np.random.randn(8873) heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] plt.clf() plt.imshow(heatmap.T, extent=extent, origin='lower') plt.show()
Let’s run the code to get the heatmap:
Solution #2: Do not use aliasing
We can also solve this error by removing the alias and using the module’s full name. Let’s look at the revised code:
import numpy as np import matplotlib.pyplot # Generate some test data x = np.random.randn(8873) y = np.random.randn(8873) heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] matplotlib.pyplot.clf() matplotlib.pyplot.imshow(heatmap.T, extent=extent, origin='lower') matplotlib.pyplot.show()
Let’s run the code to get the heatmap:
This approach involves duplicate code and can make code less readable. Aliasing is a more concise way of writing code.
Solution #3: Use the from keyword
We can also use the from
keyword to import a specific variable, class, or function from a module. In this case, we want to import the clf
, imshow
and show
functions from the pyplot
API. Using the from
keyword means we do not have to specify the API in the rest of the program. Let’s look at the revised code:
import numpy as np from matplotlib.pyplot import clf, imshow, show # Generate some test data x = np.random.randn(8873) y = np.random.randn(8873) heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] clf() imshow(heatmap.T, extent=extent, origin='lower') show()
Let’s run the code to get the heatmap:
We can also use the from
keyword to import the pyplot
API from matplotlib and then alias it using the as
keyword. Let’s look at the updated code:
import numpy as np from matplotlib import pyplot as plt # Generate some test data x = np.random.randn(8873) y = np.random.randn(8873) heatmap, xedges, yedges = np.histogram2d(x, y, bins=50) extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]] plt.clf() plt.imshow(heatmap.T, extent=extent, origin='lower') plt.show()
Let’s run the code to get the heatmap.
The import statement from matplotlib import pyplot as plt
is equivalent to import matplotlib.pyplot as plt
. The latter import statement is preferred among Python developers as it is more concise and readable
Summary
Congratulations on reading to the end of this tutorial.
For further reading on errors involving NameErrors, go to the articles:
- How to Solve Python NameError: name ‘xrange’ is not defined
- How to Solve Python NameError: name ‘os’ is not defined
- How to Solve Python NameError: name ‘pd’ is not defined
Go to the online courses page on Python to learn more about Python for data science and machine learning.
Have fun and happy researching!
Hello,
I’m trying to run the CNTK tutorial notebook: CNTK_101_LogisticRegression.
I cannot import matplotlib.pyplot
(base) C:CNTK-Samples-2-3-1Tutorials>python Python 3.6.3 |Anaconda custom (64-bit)| (default, Oct 15 2017, 03:27:45) [MSC v.1900 64 bit (AMD64)] on win32 Type "help", "copyright", "credits" or "license" for more information. >>> import matplotlib >>> import matplotlib.pyplot as plt Traceback (most recent call last): File "<stdin>", line 1, in <module> File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibpyplot.py", line 32, in <module> import matplotlib.colorbar File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibcolorbar.py", line 36, in <module> import matplotlib.contour as contour File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibcontour.py", line 21, in <module> import matplotlib.font_manager as font_manager File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibfont_manager.py", line 58, in <module> from matplotlib import afm, cbook, ft2font, rcParams, get_cachedir ImportError: DLL load failed: The specified procedure could not be found. >>> quit() (base) C:CNTK-Samples-2-3-1Tutorials>conda install matplotlib Solving environment: done # All requested packages already installed. (base) C:CNTK-Samples-2-3-1Tutorials>python Python 3.6.3 |Anaconda custom (64-bit)| (default, Oct 15 2017, 03:27:45) [MSC v.1900 64 bit (AMD64)] on win32 Type "help", "copyright", "credits" or "license" for more information. >>> import matplotlib.pyplot as plt Traceback (most recent call last): File "<stdin>", line 1, in <module> File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibpyplot.py", line 32, in <module> import matplotlib.colorbar File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibcolorbar.py", line 36, in <module> import matplotlib.contour as contour File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibcontour.py", line 21, in <module> import matplotlib.font_manager as font_manager File "C:UsersCharlesAnaconda3libsite-packagesmatplotlibfont_manager.py", line 58, in <module> from matplotlib import afm, cbook, ft2font, rcParams, get_cachedir ImportError: DLL load failed: The specified procedure could not be found. >>> import matplotlib >>> matplotlib.__file__ 'C:\Users\Charles\Anaconda3\lib\site-packages\matplotlib\__init__.py' >>> print(matplotlib.__version__) 2.1.1
Any help will be greatly appreciated.
Charles
17 авг. 2022 г.
читать 1 мин
Одна ошибка, с которой вы можете столкнуться при использовании matplotlib :
AttributeError : module 'matplotlib' has no attribute 'plot'
Эта ошибка обычно возникает, когда вы используете следующий код для импорта matplotlib:
import matplotlib as plt
Вместо этого вы должны использовать:
import matplotlib.pyplot as plt
В следующем примере показано, как исправить эту ошибку на практике.
Как воспроизвести ошибку
Предположим, мы пытаемся создать линейный график в matplotlib, используя следующий код:
import matplotlib as plt
#define data
x = [1, 2, 3, 4, 5, 6]
y = [3, 7, 14, 19, 15, 11]
#create line plot
plt.plot (x, y)
#show line plot
plt.show()
AttributeError : module 'matplotlib' has no attribute 'plot'
Мы получаем сообщение об ошибке, потому что мы использовали неправильную строку кода для импорта библиотеки matplotlib.
Как исправить ошибку
Чтобы исправить эту ошибку, нам просто нужно использовать правильный код для импорта библиотеки matplotlib:
import matplotlib.pyplot as plt
#define data
x = [1, 2, 3, 4, 5, 6]
y = [3, 7, 14, 19, 15, 11]
#create line plot
plt.plot (x, y)
#show line plot
plt.show()
Обратите внимание, что мы можем успешно создать линейный график без каких-либо ошибок, потому что мы использовали правильную строку кода для импорта библиотеки matplotlib.
Дополнительные ресурсы
В следующих руководствах объясняется, как исправить другие распространенные ошибки в Python:
Как исправить: нет модуля с именем matplotlib
Как исправить: нет модуля с именем pandas
Как исправить: нет модуля с именем numpy