diff --git a/module3/slides/Makefile b/module3/slides/Makefile
index 690da921692d9f61dec4a59c78e2264d2ef2dace..4159381e8dac46c4b7439ef5992a2caf3ac02103 100644
--- a/module3/slides/Makefile
+++ b/module3/slides/Makefile
@@ -11,7 +11,8 @@ C028AL_slides_module3-en.pdf: slides-module3.pdf
 %.tex: %.org
 	emacs -batch $^  --funcall org-beamer-export-to-latex
 
-images: analyse-traditionnelle-3-svg.pdf traditional-analysis-3-svg.pdf analyse-replicable-3-svg.pdf replicable-analysis-3-svg.pdf
+images: img/analyse-traditionnelle-3-svg.pdf img/traditional-analysis-3-svg.pdf img/analyse-replicable-3-svg.pdf img/replicable-analysis-3-svg.pdf
 
-%-svg.pdf: %.svg
-	/Applications/Inkscape.app/Contents/Resources/bin/inkscape  -D -z --file=$(abspath $<) --export-pdf=$(abspath $@)
+img/%-svg.pdf: img/%.svg
+# /Applications/Inkscape.app/Contents/Resources/bin/ # for MacOSX
+	inkscape  -D -z --file=$(abspath $<) --export-pdf=$(abspath $@)
diff --git a/module3/slides/analyse-replicable-3.svg b/module3/slides/analyse-replicable-3.svg
deleted file mode 120000
index 1887265af7072ae5776c90729e61cd1ae223d0a3..0000000000000000000000000000000000000000
--- a/module3/slides/analyse-replicable-3.svg
+++ /dev/null
@@ -1 +0,0 @@
-../assets/img/analyse-replicable-3.svg
\ No newline at end of file
diff --git a/module3/slides/analyse-traditionnelle-3.svg b/module3/slides/analyse-traditionnelle-3.svg
deleted file mode 120000
index adff42470c6f02df8c02f62b53894d8f007a2b27..0000000000000000000000000000000000000000
--- a/module3/slides/analyse-traditionnelle-3.svg
+++ /dev/null
@@ -1 +0,0 @@
-../assets/img/analyse-traditionnelle-3.svg
\ No newline at end of file
diff --git a/module3/slides/diapos-module3.org b/module3/slides/diapos-module3.org
index 20012bb1673542b8ac737da9051382a85430a16e..8701f13913a32900472cb3df528c8b67dca9b48c 100644
--- a/module3/slides/diapos-module3.org
+++ b/module3/slides/diapos-module3.org
@@ -34,9 +34,9 @@
      - RStudio
      - OrgMode
 ** L'analyse de données traditionnelle
-[[./analyse-traditionnelle-3-svg.pdf]]
+[[file:img/analyse-traditionnelle-3-svg.pdf]]
 ** L'analyse de données réplicable
-[[./analyse-replicable-3-svg.pdf]]
+[[file:img/analyse-replicable-3-svg.pdf]]
 ** Pourquoi faire réplicable?
  - Facile à refaire si les données changent 
  - Facile à modifier 
diff --git a/module3/slides/img/analyse-replicable-1.svg b/module3/slides/img/analyse-replicable-1.svg
new file mode 100644
index 0000000000000000000000000000000000000000..9750fad810fc298f7dee5cf1ae5871b3ba64a4e8
--- /dev/null
+++ b/module3/slides/img/analyse-replicable-1.svg
@@ -0,0 +1,103 @@
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diff --git a/module3/slides/img/analyse-replicable-2.svg b/module3/slides/img/analyse-replicable-2.svg
new file mode 100644
index 0000000000000000000000000000000000000000..c5ac7af02387e0df79922d70e6ce9c53d4b3198b
--- /dev/null
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diff --git a/module3/slides/img/analyse-replicable-3.svg b/module3/slides/img/analyse-replicable-3.svg
new file mode 100644
index 0000000000000000000000000000000000000000..2fc734a96cb444e754e883e2506e6a2f5ab7d4ce
--- /dev/null
+++ b/module3/slides/img/analyse-replicable-3.svg
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diff --git a/module3/slides/img/analyse-traditionnelle-1.svg b/module3/slides/img/analyse-traditionnelle-1.svg
new file mode 100644
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diff --git a/module3/slides/replicable-analysis-3.svg b/module3/slides/replicable-analysis-3.svg
deleted file mode 120000
index 8d1c977bfa618fc106daec78b5f2bc290a45fa3d..0000000000000000000000000000000000000000
--- a/module3/slides/replicable-analysis-3.svg
+++ /dev/null
@@ -1 +0,0 @@
-../assets/img/replicable-analysis-3.svg
\ No newline at end of file
diff --git a/module3/slides/slides-module3.org b/module3/slides/slides-module3.org
index 8b18580dd010913c9d81b044c38622b28c0a0d37..769039c8cf3ace4e1689bc083942d0ff6305b7c9 100644
--- a/module3/slides/slides-module3.org
+++ b/module3/slides/slides-module3.org
@@ -33,9 +33,9 @@
      - RStudio
      - OrgMode
 ** Traditional data analysis
-[[./traditional-analysis-3-svg.pdf]]
+[[file:img/traditional-analysis-3-svg.pdf]]
 ** Replicable data analysis
-[[./replicable-analysis-3-svg.pdf]]
+[[file:img/replicable-analysis-3-svg.pdf]]
 ** Why do it replicably?
  - Easy to re-do if the data change
  - Easy to modify
diff --git a/module3/slides/traditional-analysis-3.svg b/module3/slides/traditional-analysis-3.svg
deleted file mode 120000
index 8fc164b003c6c348b057f8670df4edcad5e62b32..0000000000000000000000000000000000000000
--- a/module3/slides/traditional-analysis-3.svg
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