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ef68b2ba44cfb1c318289968b657c13f
mooc-rr
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60fb9642
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60fb9642
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Mar 23, 2020
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ef68b2ba44cfb1c318289968b657c13f
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#+TITLE: Your title
# -*- coding: utf-8 -*-
#+AUTHOR: Your name
#+TITLE: On the computation of pi
#+DATE: Today's date
#+AUTHOR: Jessica Dagostini
#+LANGUAGE: en
#+HTML_HEAD: <link rel="stylesheet" title="Standard" href="http://orgmode.org/worg/style/worg.css" type="text/css" />
# #+PROPERTY: header-args :eval never-export
#+STARTUP: overview indent inlineimages logdrawer
#+LANGUAGE: en
#+HTML_HEAD: <link rel="stylesheet" type="text/css" href="http://www.pirilampo.org/styles/readtheorg/css/htmlize.css"/>
#+PROPERTY: header-args :eval never-export
#+HTML_HEAD: <link rel="stylesheet" type="text/css" href="http://www.pirilampo.org/styles/readtheorg/css/readtheorg.css"/>
#+EXPORT_SELECT_TAGS: Blog
#+HTML_HEAD: <script src="https://ajax.googleapis.com/ajax/libs/jquery/2.1.3/jquery.min.js"></script>
#+OPTIONS: H:2 num:t toc:t \n:nil @:t ::t |:t ^:t -:t f:t *:t <:t
#+HTML_HEAD: <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/js/bootstrap.min.js"></script>
#+OPTIONS: TeX:t LaTeX:nil skip:nil d:nil todo:t pri:nil tags:not-in-toc
#+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>
* Table of Contents
- [[Asking the maths library][1. Asking the maths library]]
* Some explanations
- [[Buffon's needle][2. Buffon's needle]]
- [[Using a surface fraction argument][3. Using a surface frcation argument]]
This is an org-mode document with code examples in R. Once opened in
Emacs, this document can easily be exported to HTML, PDF, and Office
* Asking the maths library
formats. For more information on org-mode, see
My computer tells me that \pi is /approximatively/
https://orgmode.org/guide/.
#+begin_src R :results output :session *R* :exports both
pi
When you type the shortcut =C-c C-e h o=, this document will be
exported as HTML. All the code in it will be re-executed, and the
results will be retrieved and included into the exported document. If
you do not want to re-execute all code each time, you can delete the #
and the space before ~#+PROPERTY:~ in the header of this document.
Like we showed in the video, R code is included as follows (and is
exxecuted by typing ~C-c C-c~):
#+begin_src R :results output :exports both
print("Hello world!")
#+end_src
#+end_src
#+RESULTS:
#+RESULTS:
: [1] "Hello world!"
: [1] 3.141593
And now the same but in an R session. This is the most frequent
situation, because R is really an interactive language. With a
session, R's state, i.e. the values of all the variables, remains
persistent from one code block to the next. The code is still executed
using ~C-c C-c~.
* Buffon's needle
Applying the method of [[https://en.wikipedia.org/wiki/Buffon's_needle_problem][Buffon's needle]], we get the *aprproximation*
#+begin_src R :results output :session *R* :exports both
#+begin_src R :results output :session *R* :exports both
summary(cars)
set.seed(42)
N = 100000
x = runif(N)
theta = pi/2*runif(N)
2/(mean(x+sin(theta)>1))
#+end_src
#+end_src
#+RESULTS:
#+RESULTS:
: speed dist
: [1] 3.14327
: Min. : 4.0 Min. : 2.00
: 1st Qu.:12.0 1st Qu.: 26.00
* Using a surface fraction argument
: Median :15.0 Median : 36.00
A method that is easier to understand and does not make use of the sin
: Mean :15.4 Mean : 42.98
function is based on the fact that if $X ∼ U(0,1)$ and $Y ~ U(0,1)$,
: 3rd Qu.:19.0 3rd Qu.: 56.00
then $P[X^2 + Y^2 \leq 1] = \pi/4$ (see [[https://en.wikipedia.org/wiki/Monte_Carlo_method]["Monte Carlo method" on
: Max. :25.0 Max. :120.00
Wikipedia]]). The following code uses this approach:
#+begin_src R :results output graphics :file (org-babel-temp-file "figure" ".png") :exports both :width 600 :height 400 :session *R*
Finally, an example for graphical output:
set.seed(42)
#+begin_src R :results output graphics :file "./cars.png" :exports results :width 600 :height 400 :session *R*
N = 1000
plot(cars)
df = data.frame(X = runif(N), Y = runif(N))
df$Accept = (df$X**2 + df$Y**2 <=1)
library(ggplot2)
ggplot(df, aes(x=X,y=Y,color=Accept)) + geom_point(alpha=.2) + coord_fixed() + theme_bw()
#+end_src
#+end_src
#+RESULTS:
#+RESULTS:
[[file:./cars.png]]
[[file:/tmp/babel-12624X4Q/figure12624Gry.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.
Watch out: the figure generated by the code block is /not/ stored in
the org document. It's a plain file, here named ~cars.png~. You have
to commit it explicitly if you want your analysis to be legible and
understandable on GitLab.
Finally, don't forget that we provide in the resource section of this
It is then straightforward to obtain a (not really good) approximation
MOOC a configuration with a few keyboard shortcuts that allow you to
to \pi by counting how many times, on average, $X² + Y²$ is smaller then
quickly create code blocks in R by typing ~<r~ or ~<R~ followed by
1:
~Tab~.
#+begin_src R :results output :session *R* :exports both
4*mean(df$Accept)
#+end_src
Now it's your turn! You can delete all this information and replace it
#+RESULTS:
by your computational document.
: [1] 3.156
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