diff --git a/notes_tools/generate_bilan/__main__.py b/notes_tools/generate_bilan/__main__.py
index 1229675..61dc666 100644
--- a/notes_tools/generate_bilan/__main__.py
+++ b/notes_tools/generate_bilan/__main__.py
@@ -6,7 +6,7 @@ import logging
 # création de l'objet logger qui va nous servir à écrire dans les logs
 logger = logging.getLogger("generate_bilan")
 # on met le niveau du logger à DEBUG, comme ça il écrit tout
-logger.setLevel(logging.WARNING)
+logger.setLevel(logging.DEBUG)
 formatter = logging.Formatter('%(asctime)s :: %(name)s :: %(levelname)s :: %(message)s')
 steam_handler = logging.StreamHandler()
 steam_handler.setLevel(logging.DEBUG)
diff --git a/notes_tools/generate_bilan/filters.py b/notes_tools/generate_bilan/filters.py
index cbcb710..44fd7c1 100644
--- a/notes_tools/generate_bilan/filters.py
+++ b/notes_tools/generate_bilan/filters.py
@@ -3,8 +3,10 @@
 
 from uuid import uuid4
 from path import Path
+import logging
+logger = logging.getLogger("generate_bilan")
 
-def includegraphic(fig_ax, path="./fig/",
+def includegraphics(fig_ax, document_path="./", fig_path="fig/",
         prefix="", scale=1):
     """ Jinja2 filter which save the figure and return latex includegraphic to display it.
 
@@ -25,10 +27,14 @@ def includegraphic(fig_ax, path="./fig/",
         filename = "{}_{}.pdf".format(prefix, str(uuid4())[:8])
     else:
         filename = "{}.pdf".format(str(uuid4())[:8])
-    path_to_file = Path(path)
+
+    path_to_file = Path(document_path/fig_path)
     path_to_file.mkdir_p()
+
     fig.savefig(path_to_file/filename)
-    return "\includegraphic[scale={sc}]{{{f}}}".format(sc = scale, f=path_to_file/filename)
+    logger.info("Graphique sauvé à {}".format(path_to_file))
+    return "\includegraphics[scale={sc}]{{{f}}}".format(sc = scale,
+            f=Path(fig_path)/filename)
 
 
 # -----------------------------
diff --git a/notes_tools/generate_bilan/generate_bilan.py b/notes_tools/generate_bilan/generate_bilan.py
index b4784e9..0eab10f 100755
--- a/notes_tools/generate_bilan/generate_bilan.py
+++ b/notes_tools/generate_bilan/generate_bilan.py
@@ -78,7 +78,7 @@ def build_target_name(classe, ds_name, path = Path("./")):
     >>> build_target_name("312", "DS1", Path("plop/"))
     Path('plop/312/bilan_DS1.tex')
     """
-    return Path(path + classe + "/bilan_" + ds_name + ".tex")
+    return Path(path + "/" + classe + "/bilan_" + ds_name + ".tex")
 
 def feed_bilan(target, datas, template = "tpl_bilan.tex"):
     """ Get the template and feed it to create bilans
@@ -94,7 +94,7 @@ def feed_bilan(target, datas, template = "tpl_bilan.tex"):
         path_to_target.mkdir()
 
     with open(target, "w") as f:
-        f.write(bilan.render(**datas))
+        f.write(bilan.render(**datas, directory=path_to_target))
     logger.info("{} est construit! Ya plus qu'à compiler!".format(target))
 
 def generate_bilan(classe, ds_name, path = Path('./'), template = "tpl_bilan.tex"):
@@ -120,7 +120,8 @@ def generate_bilan(classe, ds_name, path = Path('./'), template = "tpl_bilan.tex
     ds_info = build_ds_info(classe, eval_df)
     students_df = students_pov(quest_df, exo_df, eval_df)
 
-    datas = {"ds_info": ds_info, "students":students_df}
+    datas = {"ds_info": ds_info, "students":students_df,
+            "quest_df":quest_df, "exo_df":exo_df, "eval_df":eval_df}
 
     target = build_target_name(classe, ds_name, path)
     feed_bilan(target, datas, template)
diff --git a/notes_tools/generate_bilan/templates/tpl_bilan.tex b/notes_tools/generate_bilan/templates/tpl_bilan.tex
index ca21044..99f7986 100644
--- a/notes_tools/generate_bilan/templates/tpl_bilan.tex
+++ b/notes_tools/generate_bilan/templates/tpl_bilan.tex
@@ -1,7 +1,7 @@
 \documentclass{/media/documents/Cours/Prof/Enseignements/2016-2017/tools/style/classBilan}
 \usepackage{/media/documents/Cours/Prof/Enseignements/2016-2017/theme}
 
-\usepackage{multicol}
+\usepackage{booktabs}
 
 % Title Page
 \titre{\Var{ds_info["Nom"]}}
@@ -12,6 +12,14 @@
 
 \begin{document}
 
+Devoir sur \Var{eval_df["Bareme"].iloc[0]}
+
+\Var{eval_df.describe()[["Mark"]].T.to_latex()}
+
+\Var{eval_df["Mark"].hist() | includegraphics(document_path=directory, scale=0.5)}
+\pagebreak
+
+
 %- for e in students
 \maketitle
 
diff --git a/notes_tools/generate_bilan/texenv.py b/notes_tools/generate_bilan/texenv.py
index e438963..dcb59b9 100644
--- a/notes_tools/generate_bilan/texenv.py
+++ b/notes_tools/generate_bilan/texenv.py
@@ -2,7 +2,7 @@
 # encoding: utf-8
 
 import jinja2, os
-from .filters import includegraphic
+from .filters import includegraphics
 
 __all__ = ["texenv"]
 
@@ -25,9 +25,7 @@ texenv = jinja2.Environment(
 
 # Filters
 
-texenv.filters['includegraphic'] = includegraphic
-
-
+texenv.filters['includegraphics'] = includegraphics
 
 
 if __name__ == '__main__':