diff --git a/.gitignore b/.gitignore
index 23477e5..d5fe750 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,154 +1,155 @@
  # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
 *$py.class
 
 # C extensions
 *.so
 
 # Distribution / packaging
 .Python
 build/
 develop-eggs/
 dist/
 downloads/
 eggs/
 .eggs/
 lib/
 lib64/
 parts/
 sdist/
 var/
 wheels/
 share/python-wheels/
 *.egg-info/
 .installed.cfg
 *.egg
 MANIFEST
 
 # PyInstaller
 #  Usually these files are written by a python script from a template
 #  before PyInstaller builds the exe, so as to inject date/other infos into it.
 *.manifest
 *.spec
 
 # Installer logs
 pip-log.txt
 pip-delete-this-directory.txt
 
 # Unit test / coverage reports
 htmlcov/
 .tox/
 .nox/
 .coverage
 .coverage.*
 .cache
 nosetests.xml
 coverage.xml
 *.cover
 *.py,cover
 .hypothesis/
 .pytest_cache/
 cover/
 
 # Translations
 *.mo
 *.pot
 
 # Django stuff:
 *.log
 local_settings.py
 db.sqlite3
 db.sqlite3-journal
 
 # Flask stuff:
 instance/
 .webassets-cache
 
 # Scrapy stuff:
 .scrapy
 
 # Sphinx documentation
 docs/_build/
 
 # PyBuilder
 .pybuilder/
 target/
 
 # Jupyter Notebook
 .ipynb_checkpoints
 
 # IPython
 profile_default/
 ipython_config.py
 
 # pyenv
 #   For a library or package, you might want to ignore these files since the code is
 #   intended to run in multiple environments; otherwise, check them in:
 # .python-version
 
 # pipenv
 #   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
 #   However, in case of collaboration, if having platform-specific dependencies or dependencies
 #   having no cross-platform support, pipenv may install dependencies that don't work, or not
 #   install all needed dependencies.
 #Pipfile.lock
 
 # PEP 582; used by e.g. github.com/David-OConnor/pyflow
 __pypackages__/
 
 # Celery stuff
 celerybeat-schedule
 celerybeat.pid
 
 # SageMath parsed files
 *.sage.py
 
 # Environments
 .env
 .venv
 env/
 venv/
 ENV/
 env.bak/
 venv.bak/
 
 # Spyder project settings
 .spyderproject
 .spyproject
 
 # Rope project settings
 .ropeproject
 
 # mkdocs documentation
 /site
 
 # mypy
 .mypy_cache/
 .dmypy.json
 dmypy.json
 
 # Pyre type checker
 .pyre/
 
 # pytype static type analyzer
 .pytype/
 
 # Cython debug symbols
 cython_debug/
 
 #vs code
 .vscode/*
 !.vscode/settings.json
 !.vscode/tasks.json
 !.vscode/launch.json
 !.vscode/extensions.json
 *.code-workspace
 
 # Local History for Visual Studio Code
 .history/
 
 #personal
 data/
 pre_proc/temp.py
 .vscode/settings.json
+*temp*
diff --git a/README.md b/README.md
index c09b912..588abc8 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,13 @@
 This is the main repository for the smart resampler project.
 The data for this repository can be fond here: [Dataset](ref)
 This project aim to replicate the results obtained in the original paper up to the SVM results
 
 To run this project:
 - Make this directory the home director for this project
 - Download the [Dataset](ref) and put it inside a "./data" folder
 - Execute "python3 ./preProc/pre_proc.py"
+
+used: 
+    - [DTIDistance](https://github.com/wannesm/dtaidistance) for DWT
+    - [WFDB](https://pypi.org/project/wfdb/)
+    - [eventBased](https://c4science.ch/source/eb_lib/)