From b0db00a7ecda09587c8868f7fea29219883ab0c5 Mon Sep 17 00:00:00 2001 From: Adam Taheraly Date: Fri, 3 Apr 2020 19:04:10 +0200 Subject: [PATCH] je sais pas trop ce que c'est --- module2/exo1/toy_document_orgmode_R_fr.html | 373 ++++ module2/exo1/toy_document_orgmode_R_fr.html~ | 379 ++++ module2/exo1/toy_document_orgmode_R_fr.pdf | Bin 0 -> 276468 bytes module2/exo1/toy_document_orgmode_R_fr.tex | 107 + module2/exo1/toy_document_orgmode_R_fr.tex~ | 101 + module2/exo2/#exercice_R_fr.org# | 25 + module2/exo2/cars.png | Bin 0 -> 6571 bytes module2/exo2/exercice_R_fr.html | 386 ++++ module3/exo2/exercice_R_fr.html | 639 ++++++ module3/exo2/exercice_R_fr.org | 1 + module3/exo2/inc-plot-zoom.png | Bin 0 -> 16611 bytes module3/exo2/inc-plot.png | Bin 0 -> 44113 bytes module3/exo2/syndrome_gripal.csv | 1849 ++++++++++++++++++ module3/exo2/syndrome_varicelle.csv | 1531 +++++++++++++++ module3/exo3/Subject6_smoking.csv | 1315 +++++++++++++ module3/exo3/exercice_R_fr.html | 427 ++++ module3/exo3/exercice_R_fr.org | 268 ++- 17 files changed, 7343 insertions(+), 58 deletions(-) create mode 100644 module2/exo1/toy_document_orgmode_R_fr.html create mode 100644 module2/exo1/toy_document_orgmode_R_fr.html~ create mode 100644 module2/exo1/toy_document_orgmode_R_fr.pdf create mode 100644 module2/exo1/toy_document_orgmode_R_fr.tex create mode 100644 module2/exo1/toy_document_orgmode_R_fr.tex~ create mode 100644 module2/exo2/#exercice_R_fr.org# create mode 100644 module2/exo2/cars.png create mode 100644 module2/exo2/exercice_R_fr.html create mode 100644 module3/exo2/exercice_R_fr.html create mode 100644 module3/exo2/inc-plot-zoom.png create mode 100644 module3/exo2/inc-plot.png create mode 100644 module3/exo2/syndrome_gripal.csv create mode 100644 module3/exo2/syndrome_varicelle.csv create mode 100644 module3/exo3/Subject6_smoking.csv create mode 100644 module3/exo3/exercice_R_fr.html diff --git a/module2/exo1/toy_document_orgmode_R_fr.html b/module2/exo1/toy_document_orgmode_R_fr.html new file mode 100644 index 0000000..e8f76fa --- /dev/null +++ b/module2/exo1/toy_document_orgmode_R_fr.html @@ -0,0 +1,373 @@ + + + + + + + +À propros du calcul de \(\pi\) + + + + + + + + + + + + + + +
+

À propros du calcul de \(\pi\)

+ + +
+

1 En demandant à la lib maths

+
+

+Mon ordinateur m'indique que \(\pi\) vaut approximativement +

+ +
+
pi
+
+
+ +
+[1] 3.141593
+
+
+
+
+ +
+

2 En utilisant la méthode des aiguilles de Buffon

+
+

+Mais calculé avec la méthode des aiguilles de Buffon, on obtiendrait +comme approximation : +

+ +
+
set.seed(42)
+N = 100000
+x = runif(N)
+theta = pi/2*runif(N)
+2/(mean(x+sin(theta)>1))
+
+
+ +
+
+[1] 3.14327
+
+
+ +
+[1] 3.14327
+
+
+
+
+ +
+

3 Avec un argument "fréquentiel" de surface

+
+

+Sinon, une méthode plus simple à comprendre et ne faisant pas +intervenir d'appel à la fonction sinus se base sur le fait que +si \(X \sim U(0,1)\) et \(Y \sim +U(0,1)\) alors \(P[X^{2} + Y^{2} \le 1] = \pi/4\) +(voir méthode +de Monte Carlo sur Wikipédia). Le code suivant illustre ce fait : +

+ +
+
set.seed(42)
+N = 1000
+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()
+
+
+ + +
+

figureVfIBWG.png +

+
+ +

+Il est alors aisé d'obtenir une approximation (pas terrible) de π en +comptant combien de fois, en moyenne, \(X^{2} + Y^{2}\) +est inférieur à 1 : +

+ +
+
4*mean(df$Accept)
+
+
+ +
+[1] 3.156
+
+
+
+
+
+
+

Auteur: Adam Taheraly

+

Created: 2020-03-30 lun. 22:41

+

Validate

+
+ + diff --git a/module2/exo1/toy_document_orgmode_R_fr.html~ b/module2/exo1/toy_document_orgmode_R_fr.html~ new file mode 100644 index 0000000..2837c22 --- /dev/null +++ b/module2/exo1/toy_document_orgmode_R_fr.html~ @@ -0,0 +1,379 @@ + + + + + + + +À propros du calcul de \(\pi\) + + + + + + + + + + + + + + + + +
+

À propros du calcul de \(\pi\)

+ + +
+

1 En demandant à la lib maths

+
+

+Mon ordinateur m'indique que \(\pi\) vaut approximativement +

+ +
+
pi
+
+
+ +
+[1] 3.141593
+
+
+
+
+ +
+

2 En utilisant la méthode des aiguilles de Buffon

+
+

+Mais calculé avec la méthode des aiguilles de Buffon, on obtiendrait +comme approximation : +

+ +
+
set.seed(42)
+N = 100000
+x = runif(N)
+theta = pi/2*runif(N)
+2/(mean(x+sin(theta)>1))
+
+
+ +
+
+[1] 3.14327
+
+
+ +
+[1] 3.14327
+
+
+
+
+ +
+

3 Avec un argument "fréquentiel" de surface

+
+

+Sinon, une méthode plus simple à comprendre et ne faisant pas +intervenir d'appel à la fonction sinus se base sur le fait que +si \(X \sim U(0,1)\) et \(Y \sim +U(0,1)\) alors \(P[X^{2} + Y^{2} \le 1] = \pi/4\) +(voir méthode +de Monte Carlo sur Wikipédia). Le code suivant illustre ce fait : +

+ +
+
set.seed(42)
+N = 1000
+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()
+
+
+ + +
+

figurevfpYY7.png +

+
+ +

+Il est alors aisé d'obtenir une approximation (pas terrible) de π en +comptant combien de fois, en moyenne, \(X^{2} + Y^{2}\) +est inférieur à 1 : +

+ +
+
4*mean(df$Accept)
+
+
+ +
+[1] 3.156
+
+
+
+
+
+
+

Date: Lundi 30 Mars

+

Auteur: Adam Taheraly

+ +

Created: 2020-03-30 lun. 22:37

+

Emacs 26.3 (Org mode 9.1.9)

+

Validate

+
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+\usepackage{textcomp} +\usepackage{amssymb} +\usepackage{capt-of} +\usepackage{hyperref} +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage[francais, frenchb]{babel} +\usepackage{amsmath} +\usepackage{amssymb} +\usepackage{mathrsfs} +\author{Adam Taheraly\thanks{taheraly.adam@gmail.com}} +\date{Lundi 30 Mars} +\title{À propros du calcul de \(\pi\)} +\hypersetup{ + pdfauthor={Adam Taheraly}, + pdftitle={À propros du calcul de \(\pi\)}, + pdfkeywords={MOOC-RR exo1}, + pdfsubject={Exercice Mooc RR sur le calcul de \(\pi\)}, + pdfcreator={Emacs 26.3 (Org mode 9.1.9)}, + pdflang={Frenchb}} +\begin{document} + +\maketitle +\tableofcontents + + +\section{En demandant à la lib maths} +\label{sec:orgc4eb4d4} +Mon ordinateur m'indique que \(\pi\) vaut \emph{approximativement} + +\begin{verbatim} +pi +\end{verbatim} + +\begin{verbatim} +[1] 3.141593 +\end{verbatim} + +\section{En utilisant la méthode des aiguilles de Buffon} +\label{sec:org3a95611} +Mais calculé avec la \textbf{méthode} des \href{https://fr.wikipedia.org/wiki/Aiguille\_de\_Buffon}{aiguilles de Buffon}, on obtiendrait +comme \textbf{approximation} : + +\begin{verbatim} +set.seed(42) +N = 100000 +x = runif(N) +theta = pi/2*runif(N) +2/(mean(x+sin(theta)>1)) +\end{verbatim} + +\begin{verbatim} + +[1] 3.14327 +\end{verbatim} + +\begin{verbatim} +[1] 3.14327 +\end{verbatim} + +\section{Avec un argument "fréquentiel" de surface} +\label{sec:org757811b} +Sinon, une méthode plus simple à comprendre et ne faisant pas +intervenir d'appel à la fonction sinus se base sur le fait que +si \(X \sim U(0,1)\) et \(Y \sim +U(0,1)\) alors \(P[X^{2} + Y^{2} \le 1] = \pi/4\) +(voir \href{https://fr.wikipedia.org/wiki/M\%C3\%A9thode\_de\_Monte-Carlo\#D\%C3\%A9termination\_de\_la\_valeur\_de\_\%CF\%80}{méthode +de Monte Carlo sur Wikipédia}). Le code suivant illustre ce fait : + +\begin{verbatim} +set.seed(42) +N = 1000 +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{verbatim} + +\begin{center} +\includegraphics[width=.9\linewidth]{/tmp/babel-A2ZKik/figureoqEQiY.png} +\end{center} + +Il est alors aisé d'obtenir une approximation (pas terrible) de \(\pi\) en +comptant combien de fois, en moyenne, \(X^{2} + Y^{2}\) +est inférieur à 1 : + +\begin{verbatim} +4*mean(df$Accept) +\end{verbatim} + +\begin{verbatim} +[1] 3.156 +\end{verbatim} +Emacs 26.3 (Org mode 9.1.9) +\end{document} \ No newline at end of file diff --git a/module2/exo1/toy_document_orgmode_R_fr.tex~ b/module2/exo1/toy_document_orgmode_R_fr.tex~ new file mode 100644 index 0000000..c5a5741 --- /dev/null +++ b/module2/exo1/toy_document_orgmode_R_fr.tex~ @@ -0,0 +1,101 @@ +% Created 2020-03-30 lun. 22:45 +% Intended LaTeX compiler: pdflatex +\documentclass[11pt]{article} +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{graphicx} +\usepackage{grffile} +\usepackage{longtable} +\usepackage{wrapfig} +\usepackage{rotating} +\usepackage[normalem]{ulem} +\usepackage{amsmath} +\usepackage{textcomp} +\usepackage{amssymb} +\usepackage{capt-of} +\usepackage{hyperref} +\author{Adam Taheraly\thanks{taheraly.adam@gmail.com}} +\date{Lundi 30 Mars} +\title{À propros du calcul de \(\pi\)} +\hypersetup{ + pdfauthor={Adam Taheraly}, + pdftitle={À propros du calcul de \(\pi\)}, + pdfkeywords={MOOC-RR exo1}, + pdfsubject={Exercice Mooc RR sur le calcul de \(\pi\)}, + pdfcreator={Emacs 26.3 (Org mode 9.1.9)}, + pdflang={Frenchb}} +\begin{document} + +\maketitle +\tableofcontents + + +\section{En demandant à la lib maths} +\label{sec:orgc5414c9} +Mon ordinateur m'indique que \(\pi\) vaut \emph{approximativement} + +\begin{verbatim} +pi +\end{verbatim} + +\begin{verbatim} +[1] 3.141593 +\end{verbatim} + +\section{En utilisant la méthode des aiguilles de Buffon} +\label{sec:orgdde632f} +Mais calculé avec la \textbf{méthode} des \href{https://fr.wikipedia.org/wiki/Aiguille\_de\_Buffon}{aiguilles de Buffon}, on obtiendrait +comme \textbf{approximation} : + +\begin{verbatim} +set.seed(42) +N = 100000 +x = runif(N) +theta = pi/2*runif(N) +2/(mean(x+sin(theta)>1)) +\end{verbatim} + +\begin{verbatim} + +[1] 3.14327 +\end{verbatim} + +\begin{verbatim} +[1] 3.14327 +\end{verbatim} + +\section{Avec un argument "fréquentiel" de surface} +\label{sec:orgdef1a48} +Sinon, une méthode plus simple à comprendre et ne faisant pas +intervenir d'appel à la fonction sinus se base sur le fait que +si \(X \sim U(0,1)\) et \(Y \sim +U(0,1)\) alors \(P[X^{2} + Y^{2} \le 1] = \pi/4\) +(voir \href{https://fr.wikipedia.org/wiki/M\%C3\%A9thode\_de\_Monte-Carlo\#D\%C3\%A9termination\_de\_la\_valeur\_de\_\%CF\%80}{méthode +de Monte Carlo sur Wikipédia}). Le code suivant illustre ce fait : + +\begin{verbatim} +set.seed(42) +N = 1000 +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{verbatim} + +\begin{center} +\includegraphics[width=.9\linewidth]{/tmp/babel-A2ZKik/figureGj86qm.png} +\end{center} + +Il est alors aisé d'obtenir une approximation (pas terrible) de \(\pi\) en +comptant combien de fois, en moyenne, \(X^{2} + Y^{2}\) +est inférieur à 1 : + +\begin{verbatim} +4*mean(df$Accept) +\end{verbatim} + +\begin{verbatim} +[1] 3.156 +\end{verbatim} +Emacs 26.3 (Org mode 9.1.9) +\end{document} \ No newline at end of file diff --git a/module2/exo2/#exercice_R_fr.org# b/module2/exo2/#exercice_R_fr.org# new file mode 100644 index 0000000..f5ceaac --- /dev/null +++ b/module2/exo2/#exercice_R_fr.org# @@ -0,0 +1,25 @@ +#+TITLE: Savoir faire un calcul simple soi-même +#+AUTHOR: Adam Taheraly +#+DATE: Mardi 31 Mars 2020 +#+LANGUAGE: fr +# #+PROPERTY: header-args :eval never-export + +#+HTML_HEAD: +#+HTML_HEAD: +#+HTML_HEAD: +#+HTML_HEAD: +#+HTML_HEAD: +#+HTML_HEAD: + +* Chargement des librairies +#+begin_src R :results output :session *R* :exports both +library(prettyR) +#+end_src +* Chargement des données +#+begin_src R :results output :session *R* :exports results +df <- data.frame(x = c(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 +* Calcul +#+begin_src R :results output :session *R* :exports results +describe(df, num.desc = c("sd", "min", "mean", "median", "max")) +#+end_src diff --git a/module2/exo2/cars.png b/module2/exo2/cars.png new file mode 100644 index 0000000000000000000000000000000000000000..e767d182c4215ec7a0220fa7c9bc46ed07d8ed53 GIT binary patch literal 6571 zcmd5>S6GwHwgwD>bg2r`L=k>E2uSaUbO-lao_W zP*74*Qc+Rey?d9MnwplDmX3~&o}Qk8f#LrB`;3f?OiWA<9z0-XW@cewVP$1yV`F1y zXMgzcAqNM?qeqV(KYq-~$@%2T6K-zqzyA7*hlhukmzR%^kDs4kKtMoHP*6xnNLW}{ zL`3B2)2E`MqGDoV;^N}Zo;{P0kdTy=l#-H?mX?;0k&%^^m6MZ`mzP&iP*7A zR#sL~QBhS@eg6Epnwr{+7cbP+)ipFUG&MD~w6wIfwRLoKbai$0^z`)g^?^X3fq{Xc zp&}0Re%5fk8n*!NI|A-n^qprEj@u&Ai0xVX5a zqy&jXmX?;5m6es3m!nXqii(QL%F3@_zgAUMRaaNn)YR10*4EY4)z{ZIG&D3eHa0ai zH8(f6w6wIgwzjpkq0#8}_V#bzzJ34xy`!U}v$M0StE;=ayQin8x3{;iudlzqe_&u> zaBy&FXlQtNcw}T`baeE`j~_pO{u~<{8y_E^n3$NHoSd4Pnx3AXnVFfLot>MTo1dRw zSXfwGTwGdOT3%jWSy@?KU0qvSTVG$_*x2~>>(}Py=GN9027}q&-rm{S+1=g6VzGOB 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z&IX(_gh2O6KaQx$WDO+FLU{-J8_9dIe6=!SUacc?A<$HO^r!-={|$7L4Pqyc@}S}s zVS`8#C*7ywW#&dBKKz*|5H|~LEODEW8Us7~I|k&B$gw|$tO+v~bv-`2rF@RB?y^_8 zv;ofpkfsy;%NzWA=}b`(b$$c3(4*S3bW!o zmh1wB#GG4SC_&?Xc^b8uk6kvvTUcLDsZPXh!c)TZ>FlP^e*b`6lP!F6*zg|yC=t)$ zE`gZRvdEV$>{)VSENZ{`kr-~f8rU1i6+0FW!-!jxT05MFB~VaxdHN(%|JpljZx@_6$bOPUgtb1%SDY15nZ!jgf{M)n2!avbwPbR7Nq^-Au4bv2b}lVTXvz zqkJ;z#N9fDl8zbH + + + + + + +Savoir faire un calcul simple soi-même + + + + + + + + + + + + +
    +

    Savoir faire un calcul simple soi-même

    +
    + +
    +

    1 Chargement des librairies

    +
    +
    +
    library(prettyR)
    +
    +
    +
    +
    + +
    +

    2 Chargement des données

    +
    +
    +
    + +
    +

    3 calcul

    +
    +
    +Description of df 
    +
    + Numeric 
    +    sd min  mean median  max
    +x 4.33 2.8 14.11   14.5 23.4
    +
    +
    +
    +
    + +
    +

    4 Quelques explications

    +
    +

    +Ceci est un document org-mode avec quelques exemples de code +R. Une fois ouvert dans emacs, ce document peut aisément être +exporté au format HTML, PDF, et Office. Pour plus de détails sur +org-mode vous pouvez consulter https://orgmode.org/guide/. +

    + +

    +Lorsque vous utiliserez le raccourci C-c C-e h o, ce document sera +compilé en html. Tout le code contenu sera ré-exécuté, les résultats +récupérés et inclus dans un document final. Si vous ne souhaitez pas +ré-exécuter tout le code à chaque fois, il vous suffit de supprimer +le # et l'espace qui sont devant le #+PROPERTY: au début de ce +document. +

    + +

    +Comme nous vous l'avons montré dans la vidéo, on inclut du code +R de la façon suivante (et on l'exécute en faisant C-c C-c): +

    + +
    +
    print("Hello world!")
    +
    +
    + +
    +[1] "Hello world!"
    +
    +
    + +

    +Voici la même chose, mais avec une session R (c'est le cas le +plus courant, R étant vraiment un langage interactif), donc une +persistance d'un bloc à l'autre (et on l'exécute toujours en faisant +C-c C-c). +

    + +
    +
    summary(cars)
    +
    +
    + +
    +    speed           dist       
    +Min.   : 4.0   Min.   :  2.00  
    +1st Qu.:12.0   1st Qu.: 26.00  
    +Median :15.0   Median : 36.00  
    +Mean   :15.4   Mean   : 42.98  
    +3rd Qu.:19.0   3rd Qu.: 56.00  
    +Max.   :25.0   Max.   :120.00
    +
    +
    + +

    +Et enfin, voici un exemple de sortie graphique: +

    + +
    +

    cars.png +

    +
    + +

    +Vous remarquerez le paramètre :exports results qui indique que le code +ne doit pas apparaître dans la version finale du document. Nous vous +recommandons dans le cadre de ce MOOC de ne pas changer ce paramètre +(indiquer both) car l'objectif est que vos analyses de données soient +parfaitement transparentes pour être reproductibles. +

    + +

    +Attention, la figure ainsi générée n'est pas stockée dans le document +org. C'est un fichier ordinaire, ici nommé cars.png. N'oubliez pas +de le committer si vous voulez que votre analyse soit lisible et +compréhensible sur GitLab. +

    + +

    +Enfin, pour les prochains exercices, nous ne vous fournirons pas +forcément de fichier de départ, ça sera à vous de le créer, par +exemple en repartant de ce document et de le commiter vers +gitlab. N'oubliez pas que nous vous fournissons dans les ressources de +ce MOOC une configuration avec un certain nombre de raccourcis +claviers permettant de créer rapidement les blocs de code R (en +faisant <r ou <R suivi de Tab). +

    + +

    +Maintenant, à vous de jouer! Vous pouvez effacer toutes ces +informations et les remplacer par votre document computationnel. +

    +
    +
    +
    +
    +

    Date: Mardi 31 Mars 2020

    +

    Auteur: Adam Taheraly

    +

    Created: 2020-03-31 mar. 14:45

    +

    Validate

    +
    + + diff --git a/module3/exo2/exercice_R_fr.html b/module3/exo2/exercice_R_fr.html new file mode 100644 index 0000000..5d65e9f --- /dev/null +++ b/module3/exo2/exercice_R_fr.html @@ -0,0 +1,639 @@ + + + + + + + +Analyse de l'incidence de la varicelle + + + + + + + + + + + + +
    +

    Analyse de l'incidence de la varicelle

    + + +
    +

    1 Préface

    +
    +

    +Pour exécuter le code de cette analyse, il faut disposer des logiciels suivants: +

    +
    + +
    +

    1.1 Emacs 25 ou 26

    +
    +

    +Une version plus ancienne d'Emacs devrait suffire, mais en ce cas il est prudent d'installer une version récente (9.x) d'org-mode. +

    +
    +
    +
    +

    1.2 R 3.4

    +
    +

    +Nous n'utilisons que des fonctionnalités de base du langage R, une version antérieure devrait suffire. +

    + +
    +
    (unless (featurep 'ob-R)
    +  (print "Veuillez activer R dans org-babel (org-babel-do-languages) !"))
    +
    +
    + +

    +Pour la manipulation des dates au format ISO-8601, nous avons besoin du paquet parsedate. +

    +
    +
    library(parsedate)
    +
    +
    + +

    +Enfin, nous allons demander à R d'écrire les nombres décimaux en français — c'est-à-dire avec une virgule entre parties entière et décimale — et d'utiliser un nombre de colonnes plus large que celui utilisé par défaut. +

    +
    +
    options(OutDec=",")
    +options(width=150)
    +
    +
    +
    +
    +
    + +
    +

    2 Préparation des données

    +
    +

    +Les données de l'incidence du syndrome grippal sont disponibles du site Web du Réseau Sentinelles. Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente. L'URL est: +

    +
    +
    data_url = "https://www.sentiweb.fr/datasets/incidence-PAY-7.csv"
    +
    +
    + +

    +Voici l'explication des colonnes donnée sur le site d'origine: +

    + + + + +++ ++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    Nom de colonneLibellé de colonne
    weekSemaine calendaire (ISO 8601)
    indicatorCode de l'indicateur de surveillance
    incEstimation de l'incidence de consultations en nombre de cas
    inc_lowEstimation de la borne inférieure de l'IC95% du nombre de cas de consultation
    inc_upEstimation de la borne supérieure de l'IC95% du nombre de cas de consultation
    inc100Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants)
    inc100_lowEstimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants)
    inc100_upEstimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants)
    geo_inseeCode de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/
    geo_nameLibellé de la zone géographique (ce libellé peut être modifié sans préavis)
    +
    + +
    +

    2.1 Téléchargement

    +
    +

    +La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant skip=1. +

    + +
    +
    data_file = "syndrome_varicelle.csv"
    +if(!file.exists(data_file)){
    +download.file(data_url, data_file, method = "auto")
    +}
    +
    +
    + +
    +
    data = read.csv(data_file, skip=1)
    +
    +
    + +

    +Regardons ce que nous avons obtenu ! +

    +
    +
    head(data)
    +tail(data)
    +
    +
    + +
    +                                                                            
    +1 function (..., list = character(), package = NULL, lib.loc = NULL,        
    +2     verbose = getOption("verbose"), envir = .GlobalEnv, overwrite = TRUE) 
    +3 {                                                                         
    +4     fileExt <- function(x) {                                              
    +5         db <- grepl("\\\\.[^.]+\\\\.(gz|bz2|xz)$", x)                     
    +6         ans <- sub(".*\\\\.", "", x)                                      
    +                           
    +174             }          
    +175             rm(tmp_env)
    +176         }              
    +177     }                  
    +178     invisible(names)   
    +179 }                      
    +
    +
    +
    + + +
    +

    2.2 Vérification

    +
    +

    +Il est toujours prudent de vérifier si les données semblent crédibles. Commençons par regarder s'il y a des points manquants dans ce jeu de données: +

    +
    +
    na_records = apply(data, 1, function(x) any(is.na(x)))
    +data[na_records,]
    +
    +
    + +

    +Voyons aussi comment R a interpreté nos données: +

    +
    +
    class(data$week)
    +class(data$inc)
    +
    +
    + +

    +Ce sont des entiers, tout va bien ! +

    +
    +
    + +
    +

    2.3 Conversions

    +
    +

    +Pour faciliter les traitements suivants, nous remplaçons les numéros de semaine ISO par les dates qui correspondent aux lundis. D'abord, une petite fonction qui fait le travail: +

    +
    +
    convert_week = function(w) {
    +        ws = paste(w)
    +        iso = paste0(substring(ws,1,4), "-W", substring(ws,5,6))
    +        as.Date(parse_iso_8601(iso))
    +        }
    +
    +
    + +

    +Nous appliquons cette fonction à tous les points, créant une nouvelle colonne `date` dans notre jeu de données: +

    +
    +
    data$date = as.Date(convert_week(data$week))
    +
    +
    + +

    +Vérifions qu'elle est de classe `Date`: +

    +
    +
    class(data$date)
    +
    +
    + +

    +Les points sont dans l'ordre chronologique inverse, il est donc utile de les trier: +

    +
    +
    data = data[order(data$date),]
    +
    +
    +
    +
    + +
    +

    2.4 Vérification des dates

    +
    +

    +Nous faisons encore une vérification: nos dates doivent être séparées d'exactement une semaine. +

    +
    +
    all(diff(data$date) == 7)
    +
    +
    +
    +
    + +
    +

    2.5 Inspection

    +
    +

    +Regardons enfin à quoi ressemblent nos données ! +

    +
    +
    plot(data$date, data$inc, type="l", xlab="Date", ylab="Incidence hebdomadaire")
    +
    +
    + +

    +Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été. +

    +
    +
    with(tail(data, 200), plot(date, inc, type="l", xlab="Date", ylab="Incidence hebdomadaire"))
    +
    +
    +
    +
    +
    + +
    +

    3 Étude de l'incidence annuelle

    +
    +
    +
    +

    3.1 Calcul de l'incidence annuelle

    +
    +

    +Étant donné que le pic de l'épidémie se situe en hiver, à cheval entre deux années civiles, nous définissons la période de référence entre deux minima de l'incidence, du 1er août de l'année N au 1er août de l'année N+1. Nous mettons l'année N+1 comme étiquette sur cette année décalée, car le pic de l'épidémie est toujours au début de l'année N+1. Comme l'incidence du syndrome grippal est très faible en été, cette modification ne risque pas de fausser nos conclusions. +

    + +

    +Voici une fonction qui calcule l'incidence annuelle en appliquant ces conventions. +

    +
    +
    pic_annuel = function(annee) {
    +      debut = paste0(annee-1,"-08-01")
    +      fin = paste0(annee,"-08-01")
    +      semaines = data$date > debut & data$date <= fin
    +      sum(data$inc[semaines], na.rm=TRUE)
    +      }
    +
    +
    + +

    +Nous devons aussi faire attention aux premières et dernières années de notre jeux de données. Les données commencent en octobre 1984, ce qui ne permet pas de quantifier complètement le pic attribué à l'année 1985. Nous le supprimons donc de notre analyse. Par contre, pour une exécution en octobre 2018, les données se terminent après le 1er août 2018, ce qui nous permet d'inclure cette année. +

    +
    +
    annees <- 1986:2018
    +
    +
    + +

    +Nous créons un nouveau jeu de données pour l'incidence annuelle, en applicant la fonction `picannuel` à chaque année: +

    +
    +
    inc_annuelle = data.frame(annee = annees,
    +                          incidence = sapply(annees, pic_annuel))
    +head(inc_annuelle)
    +
    +
    +
    +
    + +
    +

    3.2 Inspection

    +
    +

    +Voici les incidences annuelles en graphique. +

    +
    +
    plot(inc_annuelle, type="p", xlab="Année", ylab="Incidence annuelle")
    +
    +
    +
    +
    + +
    +

    3.3 Identification des épidémies les plus fortes

    +
    +

    +Une liste triée par ordre décroissant d'incidence annuelle permet de plus facilement repérer les valeurs les plus élevées: +

    +
    +
    head(inc_annuelle[order(-inc_annuelle$incidence),])
    +
    +
    + +

    +Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population française, sont assez rares: il y en eu trois au cours des 35 dernières années. +

    +
    +
    hist(inc_annuelle$incidence, breaks=10, xlab="Incidence annuelle", ylab="Nb d'observations", main="")
    +
    +
    +
    +
    +
    +
    +
    +

    Date: Jeudi 2 avril 2020

    +

    Auteur: Adam Taheraly

    +

    Created: 2020-04-02 jeu. 15:50

    +

    Validate

    +
    + + diff --git a/module3/exo2/exercice_R_fr.org b/module3/exo2/exercice_R_fr.org index dff52a2..75914d4 100644 --- a/module3/exo2/exercice_R_fr.org +++ b/module3/exo2/exercice_R_fr.org @@ -60,6 +60,7 @@ Voici l'explication des colonnes donnée sur [[https://ns.sentiweb.fr/incidence/ | ~geo_insee~ | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ | | ~geo_name~ | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) | + ** Téléchargement La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant ~skip=1~. diff --git a/module3/exo2/inc-plot-zoom.png b/module3/exo2/inc-plot-zoom.png new file mode 100644 index 0000000000000000000000000000000000000000..4bce5cfea1cacb3ce2b8997cadeacec589caf96d GIT binary patch literal 16611 zcmdtKRZwI>(>91ZgS)%C&ESK(yH4Zot^+hMz~Jr<12oXM!{CFvySuwD@B95<#NKUe z?A_j-%2WAdK3RDxvZ|{(LPbd$6^RfD0s;b6Rz^Y%0s=}00s=A)0s2!Sd2(J30Rau6 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z#^%^d~goX^S^fAA|=tpFhRW)So2kLk@s$d2mSL-{3hqcZeIK?5dp2B z>zfImr|eD^jJZFAa?;ZULg-)X!*2JiA2WD!47NL74v0)PrW4-I1$dKgkeJ6SZ{%LF z?C+x5(Mr$W1SIe`Q1dIpelNXY`vri#SdJB&g~m`WJX_HZvkU7m$f#nd{<>&7-1E09 zDBsBo6A3V)Van7ce~T`Nn-zI?{Ig@kETn@% z=#l#MMb__5sP)3?9B%f1%)$2Ao3{jh7ixaZzahZ-{RFSBPz;+6sosoZ^7M3QJXa4Z z+!JM?QRHKuJ(=VChcDd*$?44e$NG8__>-vlRbjjTt^Vu4BY(LT!pV5jxB0KeS4K_q z?hYR8E55`xQLEW3&eiWxZL+sTCfz#rkH|0Y-hNR;pNCG)L*t>mAw558zTOMYTQXbjt(Px;Q){*3f>>(;qQHQ6d0^ zkESRRij%flPgf!G-b(1I>aGX{brd7s>k`S+T^F>*JKAy-r|t^Pmtd5kNt~n1Zbrcb zj^-ol=d*w9K}(|sG0sMbtmqYy7|9JL^Q1W5Yz|}ITK+ZNiDWD9DVXSaJjQjK3=W+( zgTE_hOeKJV7nu$eLL%FO`$7o%5l0gGw^cCfnZIJ-_NHT{#-9WVVjRJs0y&KoV5mof z;( + + + + + + +Autour du Paradoxe de Simpson + + + + + + + + + + + + +
    +

    Autour du Paradoxe de Simpson

    + + +
    +

    1 Chargement des librairies R

    +
    +
    +

    2 Mise en place des données

    +
    +
    +
    +

    2.1 Chargement

    +
    +
    +
    simpson_data <- read.csv("Subject6_smoking.csv")
    +
    +
    + +

    +Les données sont sous la forme : +

    + + + + +++ ++ + + + + + + + + + + + + + + + + + + + + + + +
    LibelléDescription
    SmokerFume (Yes) ou non (No)
    StatusEn vie (Alive) ou mort (Dead)
    AgeAge du sujet
    +
    +
    + + +
    +

    2.2 Vérification

    +
    +

    +Vérification du bon chargement des données en visualisant le début et +la fin des données. +

    +
    +
    head(simpson_data)
    +tail(simpson_data)
    +
    +
    + +
    +  Smoker Status  Age
    +1    Yes  Alive 21.0
    +2    Yes  Alive 19.3
    +3     No   Dead 57.5
    +4     No  Alive 47.1
    +5    Yes  Alive 81.4
    +6     No  Alive 36.8
    +
    +     Smoker Status  Age
    +1309     No  Alive 42.1
    +1310    Yes  Alive 35.9
    +1311     No  Alive 22.3
    +1312    Yes   Dead 62.1
    +1313     No   Dead 88.6
    +1314     No  Alive 39.1
    +
    + +

    +Vérification de la présence de données manquante. +

    +
    +
    na_records <- apply(simpson_data, 1, function(x) any(is.na(x)))
    +simpson_data[na_records,]
    +
    +
    + +
    +
    +[1] Smoker Status Age   
    +<0 lignes> (ou 'row.names' de longueur nulle)
    +
    +
    + +

    +Vérification de la classe des données et du nombre de data. +

    +
    +
    nrow(simpson_data)
    +class(simpson_data$Smoker)
    +class(simpson_data$Status)
    +class(simpson_data$Age)
    +
    +
    + +
    +[1] 1314
    +
    +[1] "factor"
    +
    +[1] "factor"
    +
    +[1] "numeric"
    +
    +
    +
    +
    +
    + +
    +

    3 Analyse des données

    +
    +
    +
    +

    3.1 Question 1

    +
    +
    +
    dead_or_alive <- simpson_data%>%
    +  group_by(Smoker)%>%
    +summarise(Number = n(), Alive = sum(Status == "Alive"), Dead = sum(Status == "Dead"), mortality_rate = (sum(Status == "Dead")/n())*100)
    +xtable(dead_or_alive)
    +
    +
    + +
    +
    +% latex table generated in R 3.6.3 by xtable 1.8-4 package
    +% Fri Apr  3 16:36:26 2020
    +\begin{table}[ht]
    +\centering
    +\begin{tabular}{rlrrrr}
    +  \hline
    + & Smoker & Number & Alive & Dead & mortality\_rate \\ 
    +  \hline
    +1 & No & 732 & 502 & 230 & 31.42 \\ 
    +  2 & Yes & 582 & 443 & 139 & 23.88 \\ 
    +   \hline
    +\end{tabular}
    +\end{table}
    +
    +
    +
    +
    +
    +
    +

    Date: \daily

    +

    Auteur: Adam Taheraly

    +

    Created: 2020-04-03 ven. 16:36

    +

    Validate

    +
    + + diff --git a/module3/exo3/exercice_R_fr.org b/module3/exo3/exercice_R_fr.org index 1bb8f61..f23b2c8 100644 --- a/module3/exo3/exercice_R_fr.org +++ b/module3/exo3/exercice_R_fr.org @@ -1,6 +1,6 @@ -#+TITLE: Votre titre -#+AUTHOR: Votre nom -#+DATE: La date du jour +#+TITLE: Autour du Paradoxe de Simpson +#+AUTHOR: Adam Taheraly +#+DATE: \daily #+LANGUAGE: fr # #+PROPERTY: header-args :eval never-export @@ -11,74 +11,226 @@ #+HTML_HEAD: #+HTML_HEAD: -* Quelques explications +* Chargement des librairies R :noexport: +#+begin_src R :results output :session *R* :exports both +library(devtools) # Obtention des informations sur la session R +library(dplyr) # Manipulation des données +library(tidyverse) # Collection de packages pour la data science +library(knitr) # Génération de rapports dynamique +library(broman) # Function intéressante pour R +library(RColorBrewer) # Couleur des figures +library(ggplot2) # Création des figures +library(orgutils) # Utilitaire orgmode +library(xtable) # Jolie tableau +library(kableExtra) # Création de tableau +#+end_src + +#+RESULTS: +#+begin_example +Le chargement a nécessité le package : usethis + +Attachement du package : ‘dplyr’ + +The following objects are masked from ‘package:stats’: + + filter, lag + +The following objects are masked from ‘package:base’: + + intersect, setdiff, setequal, union + +── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ── +✔ ggplot2 3.3.0 ✔ purrr  0.3.3 +✔ tibble  3.0.0 ✔ stringr 1.4.0 +✔ tidyr  1.0.2 ✔ forcats 0.5.0 +✔ readr  1.3.1 +── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ── +✖ dplyr::filter() masks stats::filter() +✖ dplyr::lag() masks stats::lag() + +Attachement du package : ‘broman’ + +The following object is masked from ‘package:purrr’: + + done + +Attachement du package : ‘kableExtra’ + +The following object is masked from ‘package:dplyr’: + + group_rows +#+end_example + +* Mise en place des données :noexport: +** Chargement +#+begin_src R :results output :session *R* :exports both +simpson_data <- read.csv("Subject6_smoking.csv") +#+end_src + +#+RESULTS: + +Les données sont sous la forme : + +| Libellé | Description | +|---------+-------------------------------| +| Smoker | Fume (Yes) ou non (No) | +| Status | En vie (Alive) ou mort (Dead) | +| Age | Age du sujet | + + +** Vérification +Vérification du bon chargement des données en visualisant le début et +la fin des données. +#+begin_src R :results output :session *R* :exports both +head(simpson_data) +tail(simpson_data) +#+end_src + +#+RESULTS: +#+begin_example + Smoker Status Age +1 Yes Alive 21.0 +2 Yes Alive 19.3 +3 No Dead 57.5 +4 No Alive 47.1 +5 Yes Alive 81.4 +6 No Alive 36.8 + + Smoker Status Age +1309 No Alive 42.1 +1310 Yes Alive 35.9 +1311 No Alive 22.3 +1312 Yes Dead 62.1 +1313 No Dead 88.6 +1314 No Alive 39.1 +#+end_example + +Vérification de la présence de données manquante. +#+begin_src R :results output :session *R* :exports both +na_records <- apply(simpson_data, 1, function(x) any(is.na(x))) +simpson_data[na_records,] +#+end_src -Ceci est un document org-mode avec quelques exemples de code -R. Une fois ouvert dans emacs, ce document peut aisément être -exporté au format HTML, PDF, et Office. Pour plus de détails sur -org-mode vous pouvez consulter https://orgmode.org/guide/. +#+RESULTS: +: +: [1] Smoker Status Age +: <0 lignes> (ou 'row.names' de longueur nulle) -Lorsque vous utiliserez le raccourci =C-c C-e h o=, ce document sera -compilé en html. Tout le code contenu sera ré-exécuté, les résultats -récupérés et inclus dans un document final. Si vous ne souhaitez pas -ré-exécuter tout le code à chaque fois, il vous suffit de supprimer -le # et l'espace qui sont devant le ~#+PROPERTY:~ au début de ce -document. +Vérification de la classe des données et du nombre de data. +#+begin_src R :results output :session *R* :exports both +nrow(simpson_data) +class(simpson_data$Smoker) +class(simpson_data$Status) +class(simpson_data$Age) +#+end_src -Comme nous vous l'avons montré dans la vidéo, on inclut du code -R de la façon suivante (et on l'exécute en faisant ~C-c C-c~): +#+RESULTS: +: [1] 1314 +: +: [1] "factor" +: +: [1] "factor" +: +: [1] "numeric" + +* Analyse des données +** Question 1 +#+begin_src R :results output :session *R* :exports both +dead_or_alive <- simpson_data%>% + group_by(Smoker)%>% +summarise(Number = n(), Alive = sum(Status == "Alive"), Dead = sum(Status == "Dead"), mortality = (sum(Status == "Dead")/n())*100) +dead_or_alive$mortality <- round(dead_or_alive$mortality, 2) +#+end_src -#+begin_src R :results output :exports both -print("Hello world!") +#+RESULTS: + +#+begin_src R :results table :colnames yes :session *R* :exports results +xtable(dead_or_alive) #+end_src #+RESULTS: -: [1] "Hello world!" +| Smoker | Number | Alive | Dead | mortality | +|--------+--------+-------+------+-----------| +| No | 732 | 502 | 230 | 31.42 | +| Yes | 582 | 443 | 139 | 23.88 | + + +#+begin_src R :results output graphics :file (org-babel-temp-file "figure" ".png") :exports both :width 600 :height 400 :session *R* +mortality <- ggplot(dead_or_alive, aes(x = Smoker, y = mortality, fill = Smoker)) + geom_bar(stat = "identity") + + labs(x = "Smoker", y = "Mortality rate", title = "Mortality rate by behaviour") +mortality +#+end_src + +#+RESULTS: +[[file:/tmp/babel-pNwaHh/figureO5jUUE.png]] +Le résultat est surprenant car on observe un plus fort taux de +mortalité chez les non-fumeur que chez les fumeur. + -Voici la même chose, mais avec une session R (c'est le cas le -plus courant, R étant vraiment un langage interactif), donc une -persistance d'un bloc à l'autre (et on l'exécute toujours en faisant -~C-c C-c~). +** Question 2 +On recrée un data-frame pour ne pas interagir avec les résultats +précédent. #+begin_src R :results output :session *R* :exports both -summary(cars) +simpson_data_q2 <- simpson_data +simpson_data_q2$Age <- as.numeric(simpson_data_q2$Age) #+end_src #+RESULTS: -: speed dist -: Min. : 4.0 Min. : 2.00 -: 1st Qu.:12.0 1st Qu.: 26.00 -: Median :15.0 Median : 36.00 -: Mean :15.4 Mean : 42.98 -: 3rd Qu.:19.0 3rd Qu.: 56.00 -: Max. :25.0 Max. :120.00 - -Et enfin, voici un exemple de sortie graphique: -#+begin_src R :results output graphics :file "./cars.png" :exports results :width 600 :height 400 :session *R* -plot(cars) + +On regroupe les ages en catégories +#+begin_src R :results output :session *R* :exports both +simpson_data_q2$Age <- cut(simpson_data_q2$Age, c(18, 34, 54, 64, 200), include.lowest = TRUE, labels = c("18-34", "35-54", "55-64", "plus de 65")) +table(simpson_data_q2$Age) +#+end_src +#+RESULTS: +: +: 18-34 35-54 55-64 plus de 65 +: 400 436 236 242 + +#+begin_src R :results output :session *R* :exports both +dead_or_alive2 <- simpson_data_q2%>% + group_by(Smoker, Age)%>% +summarise(Number = n(), Alive = sum(Status == "Alive"), Dead = sum(Status == "Dead"))%>% +ungroup()%>% +group_by(Smoker)%>% +mutate(mortality = (Dead/sum(Number))*100) +dead_or_alive$mortality <- round(dead_or_alive$mortality, 2) +#+end_src + +#+RESULTS: + +#+begin_src R :results table :colnames yes :session *R* :exports results +xtable(dead_or_alive2) +#+end_src +#+RESULTS: +| Smoker | Age | Number | Alive | Dead | mortality | +|--------+------------+--------+-------+------+-------------------| +| No | 18-34 | 219 | 213 | 6 | 0.819672131147541 | +| No | 35-54 | 199 | 180 | 19 | 2.59562841530055 | +| No | 55-64 | 121 | 81 | 40 | 5.46448087431694 | +| No | plus de 65 | 193 | 28 | 165 | 22.5409836065574 | +| Yes | 18-34 | 181 | 176 | 5 | 0.859106529209622 | +| Yes | 35-54 | 237 | 196 | 41 | 7.0446735395189 | +| Yes | 55-64 | 115 | 64 | 51 | 8.76288659793814 | +| Yes | plus de 65 | 49 | 7 | 42 | 7.21649484536082 | + + +#+begin_src R :results output graphics :file (org-babel-temp-file "figure" ".png") :exports both :width 600 :height 400 :session *R* +mortality2 <- ggplot(dead_or_alive2, aes(x = Smoker, y = mortality, fill = Age))+ geom_bar(stat = "identity", position = position_dodge()) + + labs(x = "Smoker", y = "Mortality rate", title = "Mortality rate by behaviour") +mortality2 #+end_src #+RESULTS: -[[file:./cars.png]] - -Vous remarquerez le paramètre ~:exports results~ qui indique que le code -ne doit pas apparaître dans la version finale du document. Nous vous -recommandons dans le cadre de ce MOOC de ne pas changer ce paramètre -(indiquer ~both~) car l'objectif est que vos analyses de données soient -parfaitement transparentes pour être reproductibles. - -Attention, la figure ainsi générée n'est pas stockée dans le document -org. C'est un fichier ordinaire, ici nommé ~cars.png~. N'oubliez pas -de le committer si vous voulez que votre analyse soit lisible et -compréhensible sur GitLab. - -Enfin, pour les prochains exercices, nous ne vous fournirons pas -forcément de fichier de départ, ça sera à vous de le créer, par -exemple en repartant de ce document et de le commiter vers -gitlab. N'oubliez pas que nous vous fournissons dans les ressources de -ce MOOC une configuration avec un certain nombre de raccourcis -claviers permettant de créer rapidement les blocs de code R (en -faisant ~