Module 2 Exercise 3 - plots

parent cc18009f
#+TITLE: Your title #+TITLE: Module 2 Exercise 3 - Data visualization
#+AUTHOR: Your name #+AUTHOR: Miguel Felipe Silva Vasconcelos
#+DATE: Today's date #+DATE: Today's date
#+LANGUAGE: en #+LANGUAGE: en
# #+PROPERTY: header-args :eval never-export # #+PROPERTY: header-args :eval never-export
...@@ -11,84 +11,71 @@ ...@@ -11,84 +11,71 @@
#+HTML_HEAD: <script type="text/javascript" src="http://www.pirilampo.org/styles/lib/js/jquery.stickytableheaders.js"></script> #+HTML_HEAD: <script type="text/javascript" src="http://www.pirilampo.org/styles/lib/js/jquery.stickytableheaders.js"></script>
#+HTML_HEAD: <script type="text/javascript" src="http://www.pirilampo.org/styles/readtheorg/js/readtheorg.js"></script> #+HTML_HEAD: <script type="text/javascript" src="http://www.pirilampo.org/styles/readtheorg/js/readtheorg.js"></script>
* Some explanations * Reading input
Creating the data structure to store the following numbers:
This is an org-mode document with code examples in R. Once opened in #+begin_src
Emacs, this document can easily be exported to HTML, PDF, and Office
formats. For more information on org-mode, see 14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9,
https://orgmode.org/guide/. 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1,
13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9,
When you type the shortcut =C-c C-e h o=, this document will be 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0,
exported as HTML. All the code in it will be re-executed, and the 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1,
results will be retrieved and included into the exported document. If 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1,
you do not want to re-execute all code each time, you can delete the # 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8,
and the space before ~#+PROPERTY:~ in the header of this document. 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4,
16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0
#+end_src
Like we showed in the video, Python code is included as follows (and
is exxecuted by typing ~C-c C-c~):
#+begin_src python :results output :exports both #+begin_src python :results value :session *python* :exports both
print("Hello world!") import numpy as np
array = np.array([14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9,
18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1,
13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9,
12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0,
13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1,
13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1,
14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8,
8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4,
16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0])
#+end_src #+end_src
#+RESULTS: #+RESULTS:
: Hello world!
And now the same but in an Python session. With a session, Python's * Source for creating the graphs
state, i.e. the values of all the variables, remains persistent from [[https://matplotlib.org/2.0.2/users/pyplot_tutorial.html][matplot
one code block to the next. The code is still executed using ~C-c tutorial's page]]
C-c~.
#+begin_src python :results output :session :exports both * Creating the histogram
import numpy
x=numpy.linspace(-15,15)
print(x)
#+end_src
#+RESULTS:
#+begin_example
[-15. -14.3877551 -13.7755102 -13.16326531 -12.55102041
-11.93877551 -11.32653061 -10.71428571 -10.10204082 -9.48979592
-8.87755102 -8.26530612 -7.65306122 -7.04081633 -6.42857143
-5.81632653 -5.20408163 -4.59183673 -3.97959184 -3.36734694
-2.75510204 -2.14285714 -1.53061224 -0.91836735 -0.30612245
0.30612245 0.91836735 1.53061224 2.14285714 2.75510204
3.36734694 3.97959184 4.59183673 5.20408163 5.81632653
6.42857143 7.04081633 7.65306122 8.26530612 8.87755102
9.48979592 10.10204082 10.71428571 11.32653061 11.93877551
12.55102041 13.16326531 13.7755102 14.3877551 15. ]
#+end_example
Finally, an example for graphical output:
#+begin_src python :results output file :session :var matplot_lib_filename="./cosxsx.png" :exports results
import matplotlib.pyplot as plt
plt.figure(figsize=(10,5))
plt.plot(x,numpy.cos(x)/x)
plt.tight_layout()
#+begin_src python :results output file :session *python* :var matplot_lib_filename="histogram.png" :exports both
from matplotlib import pyplot as plt
plt.figure(1) # the first figure - we need this, otherwise the plots will overlap
plt.hist(array)
plt.title('Histogram')
plt.axis([0, 25, 0, 25])
plt.savefig(matplot_lib_filename) plt.savefig(matplot_lib_filename)
print(matplot_lib_filename) print(matplot_lib_filename)
#+end_src #+end_src
#+RESULTS: #+RESULTS:
[[file:./cosxsx.png]] [[file:histogram.png]]
Note the parameter ~:exports results~, which indicates that the code
will not appear in the exported document. We recommend that in the
context of this MOOC, you always leave this parameter setting as
~:exports both~, because we want your analyses to be perfectly
transparent and reproducible. * Creating the plot
#+begin_src python :results output file :session *python* :var matplot_lib_filename2="simple_plot.png" :exports both
Watch out: the figure generated by the code block is /not/ stored in from matplotlib import pyplot as plt
the org document. It's a plain file, here named ~cosxsx.png~. You have plt.figure(2) # the second figure
to commit it explicitly if you want your analysis to be legible and plt.plot(array)
understandable on GitLab. plt.title('Simple plot')
plt.axis([0, 100, 0, 25])
Finally, don't forget that we provide in the resource section of this plt.savefig(matplot_lib_filename2)
MOOC a configuration with a few keyboard shortcuts that allow you to print(matplot_lib_filename2)
quickly create code blocks in Python by typing ~<p~, ~<P~ or ~<PP~ #+end_src
followed by ~Tab~.
#+RESULTS:
Now it's your turn! You can delete all this information and replace it [[file:simple_plot.png]]
by your computational document.
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