diff --git a/models/best_classifier.md b/models/best_classifier.md
deleted file mode 100644
index 39d6d80..0000000
--- a/models/best_classifier.md
+++ /dev/null
@@ -1 +0,0 @@
-This model is Weighted Ensemble L2 trained by [this file.](../notebooks/classifier.ipynb)
\ No newline at end of file
diff --git a/models/best_classifier.pkl b/models/best_classifier.pkl
deleted file mode 100644
index 132816d..0000000
Binary files a/models/best_classifier.pkl and /dev/null differ
diff --git a/r2.txt b/r2.txt
deleted file mode 100644
index 27c584b..0000000
--- a/r2.txt
+++ /dev/null
@@ -1,12 +0,0 @@
-pip
-ujson
-pandas
-setuptools
-wheel
-pandas_profiling
-autogluon
-torch
-torchvision
-torchtext
-torchaudio
-ipywidgets
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index e76c84f..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-ujson
-numpy==1.23
-pyyaml
-requests
-pandas
-autogluon
-oracledb
\ No newline at end of file
diff --git a/requirements_nn.txt b/requirements_nn.txt
deleted file mode 100644
index ff94fb8..0000000
--- a/requirements_nn.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-ujson
-numpy==1.23
-pyyaml
-requests
-pandas
-oracledb
-fastai
-tensorflow
\ No newline at end of file
diff --git a/src/check.py b/src/check.py
index b74c16b..cc0ea51 100644
--- a/src/check.py
+++ b/src/check.py
@@ -1,5 +1,14 @@
 # Copyright (c) 2022 Oracle and/or its affiliates.
 
+'''
+@author jasperan
+This file connects to an Oracle Autonomous Database and checks all connectivities:
+- Riot Games API -> makes a request against the API key to check if we are authorized
+- DB Connectivity -> creates a connection to see if the wallet and database are properly configured
+
+Requires a wallet ZIP file and credentials to use it.
+
+'''
 import os
 import requests
 import oracledb