diff --git a/Snakefile b/Snakefile
index f02d73f6a7aaf6a10a385d5e08506386b56f9e1c..d0f291c9ff31b00e8edd9c65f60ddbdd8a7f9672 100644
--- a/Snakefile
+++ b/Snakefile
@@ -1,5 +1,5 @@
-PATH_HERE="/home/quentin/ghq/gitlab.inria.fr/qguillot/eval-folding-pfs"
-# PATH_HERE="/home/qguilloteau/eval-folding-pfs"
+# PATH_HERE="/home/quentin/ghq/gitlab.inria.fr/qguillot/eval-folding-pfs"
+PATH_HERE="/home/qguilloteau/eval-folding-pfs"
 RESULT_FOLDER=f"{PATH_HERE}/data"
 
 NIX_COMPANION_FILE=f"{PATH_HERE}/nix-user-chroot.sh"
@@ -14,43 +14,10 @@ FLAVOURS = [
 ]
 
 NB_NODES = [
-    5, 9, 13, 17, 21, 25
-    # 3,
-    # 5,
-    # 9,
-    # 13,
-    # 17,
-    # 21
-    # 4,
-    # 6,
-    # 8,
-    # 12,
-    # 16,
-    # 24
-]
-
-DARSHAN_YEARS = [
-    2018,
-    2019,
-    2020,
-    2021
-]
-
-SECTIONS_PAPER = [
-    "01_introduction",
-    "02_cigri_example",
-    "03_folding",
-    "04_methodo",
-    "05_eval"
-]
-
-FIGS = [
-    "darshan_analysis.pdf",
-    "boxplot_times.pdf",
-    "ratio_folding.pdf",
-    "ratio_folding_above_below.pdf",
-    "speedup.pdf",
-    "speedup_min.pdf"
+    4,
+    6,
+    8,
+    16
 ]
 
 
@@ -58,14 +25,14 @@ rule all:
     input:
         # expand(["nxc/build/composition::{file}"], file=FLAVOURS),
         # expand(["{result_folder}/csv_zip/results_csv_ior_{nb_nodes}_nodes_{flavour}.zip"], result_folder=RESULT_FOLDER, flavour=FLAVOURS, nb_nodes=NB_NODES),
-        # expand(["{path_here}/data/json_zip/results_ior_{nb_nodes}_nodes_{flavour}.zip"], path_here=PATH_HERE, flavour=FLAVOURS, nb_nodes=NB_NODES),
-        # expand(["{result_folder}/csv/{nb_nodes}_{flavour}.csv"], result_folder=RESULT_FOLDER, flavour=FLAVOURS, nb_nodes=NB_NODES),
+        expand(["{path_here}/data/json_zip/results_ior_{nb_nodes}_nodes_{flavour}.zip"], path_here=PATH_HERE, flavour=FLAVOURS, nb_nodes=NB_NODES),
+        # expand(["{result_folder}/csv/{nb_nodes}_{flavour}.csv"], result_folder=RESULT_FOLDER, flavour=FLAVOURS, nb_nodes=NB_NODES)
         # expand(["data/repeat/iter_{iter}/csv_zip/results_csv_ior_{nb_nodes}_nodes_{flavour}.zip"], iter=[1, 2, 3, 4, 5], nb_nodes=8, flavour=FLAVOURS),
         # expand(["data/repeat/iter_{iter}/csv/{nb_nodes}_{flavour}.csv"], iter=[1, 2, 3, 4, 5], nb_nodes=8, flavour=FLAVOURS),
-        # expand(["darshan_data/filtered_csv/darshan_{year}.csv"], year=DARSHAN_YEARS),
-        "darshan_data/csv_full/darshan.csv",
-        "paper/main.pdf",
-        expand(["figs/{name}"], name=FIGS)
+        # "Rplots.pdf",
+        # "analysis/rmd/main.pdf",
+        # "analysis/repeat.pdf"
+        # expand(["{result_folder}/results_ior_{nb_nodes}_{flavour}.csv"], result_folder=RESULT_FOLDER, flavour=FLAVOURS, nb_nodes=NB_NODES),
 
 rule build_nxc_image:
     input:
@@ -90,18 +57,18 @@ rule run_ior:
 rule json_to_csv:
     input:
         "analysis/ior_json_to_csv.py",
-        "{PATH_HERE}/data/json_zip/results_ior_{nb_nodes}_nodes_{flavour}.zip"
+        "{RESULT_FOLDER}/results_ior_{nb_nodes}_nodes_{flavour}.zip"
     output:
-        "{PATH_HERE}/data/csv_zip/results_csv_ior_{nb_nodes}_nodes_{flavour}.zip"
+        "{RESULT_FOLDER}/csv_zip/results_csv_ior_{nb_nodes}_nodes_{flavour}.zip"
     shell:
         "nix develop .#python --command python3 {input} {output}"
 
 rule generate_csv:
     input:
-        "{PATH_HERE}/analysis/zip_to_csv.R",
-        "{PATH_HERE}/data/csv_zip/results_csv_ior_{nb_nodes}_nodes_{flavour}.zip"
+        "analysis/zip_to_csv.R",
+        "data/csv_zip/results_csv_ior_{nb_nodes}_nodes_{flavour}.zip"
     output:
-        "{PATH_HERE}/data/csv/{nb_nodes}_{flavour}.csv"
+        "data/csv/{nb_nodes}_{flavour}.csv"
     shell:
         "nix develop .#rshell --command Rscript {input} {output}"
 
@@ -126,8 +93,8 @@ rule repeat_analysis:
 
 rule general_analysis:
     input:
-        "analysis/analysis2.R",
-        expand(["{path_here}/data/csv/{nb_nodes}_{flavour}.csv"], path_here=PATH_HERE, flavour=FLAVOURS, nb_nodes=NB_NODES)
+        "analysis/analysis.R",
+        expand(["{result_folder}/csv/{nb_nodes}_{flavour}.csv"], result_folder=RESULT_FOLDER, flavour=FLAVOURS, nb_nodes=NB_NODES)
     output:
         "Rplots.pdf"
     shell:
@@ -135,69 +102,13 @@ rule general_analysis:
 
 rule paper:
     input:
-        "paper/main.tex",
-        "paper/references.bib"
+        "analysis/rmd/main.Rmd",
+        expand(["{result_folder}/csv/{nb_nodes}_{flavour}.csv"], result_folder=RESULT_FOLDER, flavour=FLAVOURS, nb_nodes=NB_NODES)
     output:
-        "paper/main.pdf"
+        "analysis/rmd/main.pdf"
     shell:
-        "cd paper; nix develop .#paper --command rubber -d main.tex"
+        "nix develop .#rmdshell --command Rscript -e 'rmarkdown::render(\"analysis/rmd/main.Rmd\", \"pdf_document\")'"
 
-rule paper_tex:
-    input:
-        "paper/main.md",
-        expand(["paper/sections/{section_name}.md"], section_name = SECTIONS_PAPER) 
-    output:
-        "paper/main.tex"
-    shell:
-        "nix develop .#paper --command pandoc --from=markdown --to=latex --template=paper/template.tex --output={output} {input}"
-
-
-rule darshan_decompress:
-    input:
-        "darshan_data/ANL-ALCF-DARSHAN-THETA_{year}0101_{year}1231.csv.gz"
-    output:
-        "darshan_data/csv/darshan_{year}.csv"
-    shell:
-        "gunzip -k {input} -c > {output}"
-        
-rule darshan_filter:
-    input:
-        "analysis/darshan_filtering.R",
-        "darshan_data/csv/darshan_{year}.csv"
-    output:
-        "darshan_data/filtered_csv/darshan_{year}.csv"
-    shell:
-        "nix develop .#rshell --command Rscript {input} {wildcards.year} {output}"
-        
-rule darshan_merged:
-    input:
-        "analysis/darshan_merged.R",
-        expand(["darshan_data/filtered_csv/darshan_{year}.csv"], year=DARSHAN_YEARS)
-    output:
-        "darshan_data/csv_full/darshan.csv"
-    shell:
-        "nix develop .#rshell --command Rscript {input} {output}"
-
-rule darsahn_analysis:
-    input:
-        "analysis/darshan_analysis.R",
-        "darshan_data/csv_full/darshan.csv"
-    output:
-        "figs/darshan_analysis.pdf"
-    shell:
-        "nix develop .#rshell --command Rscript {input} {output}"
-                
-rule generate_plots:
-    input:
-        "analysis/plot_{plot_name}.R",
-        expand(["{path_here}/data/csv/{nb_nodes}_{flavour}.csv"], path_here=PATH_HERE, flavour=FLAVOURS, nb_nodes=NB_NODES)
-    output:
-        "figs/{plot_name}.pdf"
-    shell:
-        "nix develop .#rshell --command Rscript {input} {output}"
-    
-        
-        
 
 
 # rule r_analysis:
diff --git a/flake.nix b/flake.nix
index 7e91c5e1a384e5c1fc0a87448b08f42de2f5bad9..478e19d14195633b2ad503cbb8b4cb11ea9cb818 100644
--- a/flake.nix
+++ b/flake.nix
@@ -52,9 +52,6 @@
         buildInputs = with pkgs; [ myRstudio pandoc texlive.combined.scheme-full ];
       };
 
-      paper = pkgs.mkShell {
-        buildInputs = with pkgs; [ pandoc texlive.combined.scheme-full rubber ];
-      };
     };
   };
 }
diff --git a/nxc/composition.nix b/nxc/composition.nix
index 2fbee585171e0468ba47036435fc76fb68d9c3a9..a1390b55cd9dee8d641cf04ba5998dc1170ef5f3 100644
--- a/nxc/composition.nix
+++ b/nxc/composition.nix
@@ -21,7 +21,7 @@
           environment.systemPackages = with pkgs; [ ior openmpi scripts.start_ior_nodes scripts.generate_ior_config ];
 
           fileSystems."/data" = {
-            device = "server:/srv/shared";
+            device = "server:/";
             fsType = "nfs";
           };
         };