diff --git a/module3/exo2/exercice_fr.Rmd b/module3/exo2/exercice_fr.Rmd
index a32f3e8680b86641b2e5989ebcbe65cd2344159a..860d37fc81c7dbaa40a813b6292bfa665e488d80 100644
--- a/module3/exo2/exercice_fr.Rmd
+++ b/module3/exo2/exercice_fr.Rmd
@@ -1,54 +1,36 @@
 ---
-title: "Analyse de l'incidence de la varicelle"
-author: "HYC"
-output:
-  html_document:
-    toc: true
-    theme: journal
-  pdf_document:
-    toc: true
-documentclass: article
-classoption: a4paper
-header-includes:
-- \usepackage[french]{babel}
-- \usepackage[upright]{fourier}
-- \hypersetup{colorlinks=true,pagebackref=true}
+title: "Analyse de la varicelle"
+output: html_document
 ---
 
 ```{r}
 knitr::opts_chunk$set(echo = TRUE)
-data_url = "[https://www.sentiweb.fr/datasets/incidence-PAY-7.csv](https://www.sentiweb.fr/datasets/incidence-PAY-7.csv)"
 local_file = "varicelle.csv"
-if (!file.exists(local_file)) { download.file(url = data_url, destfile = local_file, method = "auto") }
+
 data = read.csv(local_file, skip=1, na.strings=c("-"))
-head(data)
-tail(data)
-na_records = apply(data, 1, function (x) any(is.na(x)))
-data[na_records,]
-class(data$week)
-class(data$inc)
+
 library(parsedate)
 convert_week = function(w) {
 	ws = paste(w)
 	iso = paste0(substring(ws, 1, 4), "-W", substring(ws, 5, 6))
 	as.character(parse_iso_8601(iso))
 }
+
 data$date = as.Date(convert_week(data$week))
-class(data$date)
 data = data[order(data$date),]
-all(diff(data$date) == 7)
-plot(data$date, data$inc, type="l", xlab="Date", ylab="Incidence hebdomadaire")
-with(tail(data, 200), plot(date, inc, type="l", xlab="Date", ylab="Incidence hebdomadaire"))
+
 pic_annuel = function(annee) {
       debut = paste0(annee-1,"-09-01")
       fin = paste0(annee,"-09-01")
       semaines = data$date > debut & data$date <= fin
       sum(data$inc[semaines], na.rm=TRUE)
 }
+
 annees = 1992:2025
 inc_annuelle = data.frame(annee = annees, incidence = sapply(annees, pic_annuel))
-head(inc_annuelle)
-plot(inc_annuelle, type="p", xlab="Année", ylab="Incidence annuelle")
+
+print("--- Epidémie la plus FORTE ---")
 head(inc_annuelle[order(-inc_annuelle$incidence),])
-head(inc_annuelle[order(inc_annuelle$incidence),])
-hist(inc_annuelle$incidence, breaks=10, xlab="Incidence annuelle", ylab="Nb d'observations", main="")
\ No newline at end of file
+
+print("--- Epidémie la plus FAIBLE ---")
+head(inc_annuelle[order(inc_annuelle$incidence),])
\ No newline at end of file