histogram with matplotlib - Printable Version

histogram with matplotlib - Printable Version

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histogram with matplotlib - vaugirard - May-09-2018

Hi everyone,

I have tried the following code from the matplotlib tutorial.

https://matplotlib.org/gallery/statistics/histogram_features.html

in my computer, but I don't get the same Gaussian fit by running the python code on my computer. I only get a straight line :-(

Can anyone tell me why?

import matplotlib
import numpy as np
import matplotlib.pyplot as plt

np.random.seed(19680801)

# example data
mu = 100  # mean of distribution
sigma = 15  # standard deviation of distribution
x = mu + sigma * np.random.randn(437)

num_bins = 50

fig, ax = plt.subplots()

# the histogram of the data
n, bins, patches = ax.hist(x, num_bins, density=1)

# add a 'best fit' line
y = ((1 / (np.sqrt(2 * np.pi) * sigma)) *
     np.exp(-0.5 * (1 / sigma * (bins - mu))**2))
ax.plot(bins, y, '--')
ax.set_xlabel('Smarts')
ax.set_ylabel('Probability density')
ax.set_title(r'Histogram of IQ: $\mu=100$, $\sigma=15$')

# Tweak spacing to prevent clipping of ylabel
fig.tight_layout()
plt.show()

#############################################################################
#
# ------------
#
# References
# """"""""""
#
# The use of the following functions and methods is shown in this example:

matplotlib.axes.Axes.hist
matplotlib.axes.Axes.set_title
matplotlib.axes.Axes.set_xlabel
matplotlib.axes.Axes.set_ylabel

RE: histogram with matplotlib - scidam - May-09-2018

I just tried your code and everything works fine. I get the same figure as from the link above.

RE: histogram with matplotlib - vaugirard - May-09-2018

This is what I get :-/

https://ufile.io/ee7wf

the code compiles perfectly. I wonder if something in my python installation is wrong, and how to check.

RE: histogram with matplotlib - killerrex - May-10-2018

I have tried your code (copied from your post, not the one from matplotlib) and the result is the expected one: a nice histogram and a normal curve.

If you see a line that means that you have at least a correct matplotlib backend so the error must be something not so obvious. You can enter with the debugger or add some prints to the variables to understand what's happening.

Have you tried to do an easy plot:

import matplotlib.pyplot as plt

from matplotlib.patches import Rectangle

f = plt.figure()
ax = f.add_subplot(1, 1, 1)
ax.plot([1, -2, 4, -8])

r = Rectangle((0, 2), 2, 1, color='orange')
ax.add_patch(r)

plt.show()

If it does not work either I suspect it is a problem with your installation.

Ok, with the image I see it, you are using python2, so the division is truncating to integer.
This:

y = ((1 / (np.sqrt(2 * np.pi) * sigma)) *
     np.exp(-0.5 * (1 / sigma * (bins - mu))**2))

Only produces the expected result in python 3, for python 2 you need to force working with float numbers:

y = ((1.0 / (np.sqrt(2 * np.pi) * sigma)) *
     np.exp(-0.5 * (1.0 / sigma * (bins - mu))**2))

But nevertheless I recommend you to use python 3 if you are learning.

RE: histogram with matplotlib - vaugirard - May-30-2018

Thank you so much killerrex !!!

How do I force in terminal to use python 3 instead of python 2?

RE: histogram with matplotlib - killerrex - May-30-2018

In linux depends of your distribution. In some of them like arch the default is already python3, for others you can check it with:

Output:
$> ls -l /usr/bin/python

But do not change the default python yourself or you can easily finish with a broken system. Just use "python3" to run your scripts and the shebang "#!/usr/bin/env python3".

For windows I think is not so easy. Possibly the easiest thing is to only install python3 (either from the official page or from anaconda) as in windows python is not needed by the OS.
But it is easy that someone in the forum knows better how to choose the default python version in windows.

RE: histogram with matplotlib - vaugirard - May-30-2018

I have a mac (OSX) so I usually write the scripts in this program called TextWrangler, then I just select "run in terminal" and it runs it for me.

When I type

$> ln -s /usr/bin/python

it gives

ln: ./python: File exists

when I type

$ python --version

it gives

Python 2.7.15

:-(

RE: histogram with matplotlib - vaugirard - May-31-2018

I used these instructions to upgrade to python3 and python35 in my mac !
https://machinelearningmastery.com/install-python-3-environment-mac-os-x-machine-learning-deep-learning/

it worked very well :-)

RE: histogram with matplotlib - vaugirard - May-31-2018

Help again !

I am using this python script to plot some nice error bars

import numpy as np
import matplotlib.pyplot as plt

x = np.linspace(0, 2 * np.pi)
y_sin = np.sin(x)
y_cos = np.cos(x)
plt.errorbar(x, y_sin, 0.2)
plt.errorbar(x, y_cos, 0.2)
plt.show()

and I don't get the nice error bars as they do: like this "I", I only get vertical lines
What could the problem be now? I am using python35 :/

RE: histogram with matplotlib - snippsat - Jun-01-2018

Try:

import numpy as np
import matplotlib.pyplot as plt
import matplotlib as mpl
#---| Style
plt.style.use('seaborn')
mpl.rcParams['figure.figsize'] = (7,4)
 
x = np.linspace(0, 2 * np.pi)
y_sin = np.sin(x)
y_cos = np.cos(x)
plt.errorbar(x, y_sin, yerr=0.2, uplims=True)
plt.errorbar(x, y_cos, yerr=0.2, uplims=True)
plt.show()