diff --git a/GUI_Pinard.iml b/GUI_Pinard.iml
deleted file mode 100644
index 6147d3a30028c4f59dc052ec9c828eb30339c81b..0000000000000000000000000000000000000000
--- a/GUI_Pinard.iml
+++ /dev/null
@@ -1,9 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<module type="PYTHON_MODULE" version="4">
-  <component name="NewModuleRootManager" inherit-compiler-output="true">
-    <exclude-output />
-    <content url="file://$MODULE_DIR$" />
-    <orderEntry type="inheritedJdk" />
-    <orderEntry type="sourceFolder" forTests="false" />
-  </component>
-</module>
\ No newline at end of file
diff --git a/data/models/.gitkeep b/data/models/.gitkeep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/predictions/.gitkeep b/data/predictions/.gitkeep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/sample_selections/.gitkeep b/data/sample_selections/.gitkeep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/requirements.txt b/requirements.txt
index 9a71166d710791faf278bd3582e353e33b796986..2c2f9faa3552d79b50b210ae597edc749282dfdf 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,12 +1,13 @@
-streamlit>=1.3.0
-requests>=2.24.0
-Pillow>=8.4.0
-protobuf>=3.19.0
-watchdog>=2.1.8
-pinard>=1.0
-julia>=0.6.2
-plotly>=5.20.0
-pyodbc>=5.1.0
-matplotlib>=3.8.4
-seaborn>=0.13.2
-hyperopt>=0.2.7
\ No newline at end of file
+streamlit>=1.3.0
+requests>=2.24.0
+Pillow>=8.4.0
+protobuf>=3.19.0
+watchdog>=2.1.8
+pinard>=1.0
+julia>=0.6.2
+plotly>=5.20.0
+pyodbc>=5.1.0
+matplotlib>=3.8.4
+seaborn>=0.13.2
+hyperopt>=0.2.7
+umap-learn>=0.5.5
\ No newline at end of file