diff --git a/Random/__pycache__/generators.cpython-311.pyc b/Random/__pycache__/generators.cpython-311.pyc
index 1c7c6f91a25c41bbce2b366bb6cebb89630411f5..778a714e127ba968721c860c9eb6f36f9ef06a3f 100644
Binary files a/Random/__pycache__/generators.cpython-311.pyc and b/Random/__pycache__/generators.cpython-311.pyc differ
diff --git a/Random/__pycache__/graph.cpython-311.pyc b/Random/__pycache__/graph.cpython-311.pyc
index fd3ecab508bf6b186724667872e5e74eac93f614..2aa0b3cb28e4111dd0991d20891f1d59472dc43b 100644
Binary files a/Random/__pycache__/graph.cpython-311.pyc and b/Random/__pycache__/graph.cpython-311.pyc differ
diff --git a/Random/main.py b/Random/main.py
index 5d330c9d5d283e22489bd5fdda3679ed970bf4ca..cd5fc75f035fa888f70f427fab891db3604d6122 100755
--- a/Random/main.py
+++ b/Random/main.py
@@ -55,7 +55,7 @@ def write_stats(data, name):
     mean      = np.mean(data)
     variance  = np.var(data)
     skew      = scipy.stats.skew(data)
-    exckurt   = scipy.stats.kurtosis(data) - 3
+    exckurt   = scipy.stats.kurtosis(data)
     #write file
     with open('stats.csv', 'a', newline='') as csvfile:
         datawriter = csv.DictWriter(csvfile, fieldnames=fields)
@@ -106,31 +106,19 @@ if __name__=="__main__":
     #generate N random values for each RNG
     data = values(N,seed,generators)
     
-    #graph.hist_distributivity_graph(N,RESOLUTION,seed,data)
-    #graph.compare(N, RESOLUTION, seed
-    #           , subdict(["ParkMiller","KnuthLewis","Haynes"], data))
-    
-    #graph.ecdf_graph(N,RESOLUTION,seed,data)
-    
-    #graph.compare(0, RESOLUTION, seed
-    #              , iteratives([1000, 10, 100], seed, ParkMiller()))
-    #print(stats.chisquared_uniform(data["ParkMiller"],RESOLUTION))
-    #print(np.quantile(data["ParkMiller"],0.25))
-    #write_stats(data["ParkMiller"],"ParkMiller")
-    #write_stats_chi(data["ParkMiller"], "ParkMiller", RESOLUTION)
-
     #generate a lot of diagrams
+    """
     graph.hist_distributivity_graph(N,RESOLUTION,seed,data)
-    
+    """
     for name in data:
         write_stats(data[name],name)
-        write_stats_chi(data[name],name)
-
+        write_stats_chi(data[name],name,RES)
+    """
     for name in generators:
         data_iter = iteratives(iterN, seed, name)
         
         graph.ecdf_graph(0, RESOLUTION, seed, data_iter)
         graph.compare(0, RESOLUTION, seed, data_iter)
         
-        
+    """
 
diff --git a/Random/rendu.tex b/Random/rendu.tex
deleted file mode 100644
index 4910d878729b463357825d24a9937dd331119eb8..0000000000000000000000000000000000000000
--- a/Random/rendu.tex
+++ /dev/null
@@ -1,134 +0,0 @@
-%%%%%%%%%%%%%%%%%%%%%%%%%%% PACKAGES AND CONFIGS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-%article in english
-\documentclass[a4paper,12pt] {article}
-\usepackage[english] {babel}
-%\usepackage[utf8]{inputenc} %we use xelatex
-
-%bibliography
-\usepackage{biblatex}
-\addbibresource{bibliography.bib}
-
-%Images
-\usepackage{float}
-\usepackage{amsmath}
-\usepackage{graphicx}
-\usepackage{url}
-
-%Nice linkss
-\usepackage{hyperref}
-\hypersetup
-{
-    pdftitle = {output}, %TODO CHANGE ME !!
-    colorlinks = false,
-    hidelinks = true
-}
-
-%tabular stuff
-\usepackage{array}
-\usepackage{tabularx}
-
-%linespace
-\usepackage{setspace}
-
-%asbtract paging
-%\usepackage{abstract}
-
-%comments
-\usepackage{comment} 
-
-%font and geometry settings
-\usepackage[T1]{fontenc}
-\usepackage{fontspec-xetex} 
-\usepackage{inconsolata}
-\setmonofont{inconsolata} 
-\usepackage[top=2cm, bottom=2.5cm, left=2.5cm, right=2.5cm] {geometry}\pagestyle{plain}
-
-%image gallery
-%\usepackage{subfig}
-
-%footnote stuff
-%\usepackage[bottom] {footmisc}
-
-%pdf inclusion
-%\usepackage{pdfpages}
-
-%resize sections, subsections...
-
-%watermark
-%\usepackage{draftwatermark}
-
-%footnote numbe
-%\usepackage{perpage}
-
-%Code !
-\usepackage{minted}
-\usemintedstyle{trac} 
-\newmintedfile[cppfile]{cpp}
-{
-	framesep=1mm,
-	baselinestretch=1,
-	fontsize=\small,
-	bgcolor=pink!20,
-	%frame=single,
-	linenos
-}
-\usepackage[utf8]{inputenc}  
-\usepackage{verbatim} 
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%% DOCUMENT STARTS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\begin{document}
-
-	%%%%%%% Misc intro content %%%%%%%%
-	\newpage
-	\thispagestyle{empty} % no page numerotation
-	\input{cover_page.tex}
-
-	\newpage
-	\thispagestyle{empty}
-	\input{thanks.tex}
-
-	\newpage
-	\thispagestyle{empty}
-	\input{summary_and_keywords.tex}
-
-	\newpage
-	\thispagestyle{empty}
-	\input{abbrevations.tex}
-
-%	\newpage
-%	\thispagestyle{empty}
-%	\input{LLNL_presentation.tex}
-	
-	%table of content
-	\newpage
-	\thispagestyle{empty}
-	\tableofcontents
-	\newpage
-
-	%%%%%%% Main content %%%%%%%%
-
-	\setcounter{page}{1}
-	\input{introduction.tex}
-	\clearpage
-
-	\newpage
-	\input{development.tex}
-	\clearpage
-
-	\newpage
-	\input{conclusion.tex}
-	\clearpage
-
-	%%%%%%% Appendix  %%%%%%%%
-
-	\appendix	
-	\newpage
-	\addcontentsline{toc}{section}{Appendices}
-	\section*{Appendices}
-
-	\input{DDRS.tex}
-	
-	\newpage
-	\thispagestyle{empty}
-	\printbibliography
-
-\end{document}