diff --git a/src/Report/report.py b/src/Report/report.py
index 5d58bf8c2ae8ff1cd258573861840ec195c19ce6..3d1e2d2362cbcdf268003c243d2939167d9debe1 100644
--- a/src/Report/report.py
+++ b/src/Report/report.py
@@ -2,8 +2,6 @@ import subprocess
 from pathlib import Path
 import os
 import pandas as pd
-from config.config import pdflatex_path
-import zipfile
 
 def report(*args):
     to_report=[]
@@ -67,7 +65,7 @@ def report(*args):
         """
 
     if 'model' in to_report:
-        latex_report += r"""\subsection{Data Visualization}
+        latex_report += r"""\subsection*{Data Visualization}
 
         Here we have a sub-heading. There is no blank line after the sub-heading. You can have one level of subheadings but not a third i.e. you cannot have Section 1.1.1 as a subheading.
         \begin{center}
@@ -110,8 +108,7 @@ def report(*args):
             """
             latex_report += r"""
             \begin{center}
-                        Model performance 
-
+            """ + df1.to_latex(escape=True) + r"""
             \end{center}
             """
             latex_report += r"""
@@ -425,35 +422,25 @@ def report(*args):
 # latex_report = report('sample', 'predict',)
 
 def compile_latex():
-    # path to pdflatex imported from config/config.py
-
+    # path to pdflatex
+    # pdflatex_path = Path("C:/Users/maimouni/AppData/Local/Programs/MiKTeX/miktex/bin/x64/")
+    from config.config import pdflatex_path
     filename_path = Path("Report/")
     filename = 'report.tex'
     # run pdflatex with bibtex compilation (2nd run)
     for i in range(4):
+        print(i)
         if i == 1:
             proc = subprocess.Popen([pdflatex_path / 'bibtex.exe', filename[:-4]], cwd = filename_path)
             proc.communicate()
         else:
             proc = subprocess.Popen([pdflatex_path / 'pdflatex.exe', filename], cwd = filename_path)
             proc.communicate()
-    os.rename(filename_path / 'report.pdf', filename_path / 'figures' / 'report.pdf')
     # remove pdflatex compilation files
-    extensions = ['.log', '.aux', '.bbl', '.blg', '.out', '.tex']
-    for ext in extensions:
-        os.unlink(str(filename_path / filename[:-4]) + ext)
+    extensions = ['.log', '.aux', '.bbl', '.blg', '.out']
+    #for ext in extensions:
+        #os.unlink(str(filename_path / filename[:-4]) + ext)
     # open the report
-    # proc = subprocess.Popen([str(filename[:-4]) + '.pdf'], cwd = filename_path / 'figures', shell=True)
-    # proc.communicate()
-
-    folder_path = Path('Report/figures')
-    zip_path = Path('Report/')
-
-    with zipfile.ZipFile(zip_path / 'archive_zipfile.zip', 'w', compression=zipfile.ZIP_DEFLATED, compresslevel=9) as zf:
-        for root, dirs, files in os.walk(folder_path):
-            for file in files:
-                file_path = os.path.join(root, file)
-                arcname = os.path.relpath(file_path, folder_path)
-                zf.write(file_path, arcname)
-
+    proc = subprocess.Popen([str(filename[:-4]) + '.pdf'], cwd = filename_path, shell=True)
+    proc.communicate()
 # compile_latex()